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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. 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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "GitHub \u00b7 Change is constant. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,586 questions Newest Active Bountied 7 Unanswered More Bountied 7 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views How to fetch data from Dio while we have bearer token in flutter I\u2019ve been given an API through which I can fetch data. I have already implemented the Login part. The login process works like this: the user enters their email and password. If the account exists in ... flutter MoridAhmad Azizi 72 asked 5 mins ago 0 votes 0 answers 3 views Bruno additionalcontextroots issue I'm on Bruno 3.0.2 on Windows 10 Here is my opencollection.yml from my collection folder opencollection: 1.0.0 info: name: DrogonAPI config: proxy: inherit: false config: protocol: ... bruno pkfox 15 asked 6 mins ago 0 votes 0 answers 11 views Function object returning the nth item of a tuple With std::ranges::max, it is possible to use a projection as follows std::vector<std::tuple<char,int,double>> v = { {'a',2,1.0}, {'c',1,3.0}, {'b',4,2.0}, {'d',3,4.0} }; auto m = std::... c++ std-ranges abcdefg 5,362 asked 8 mins ago 0 votes 0 answers 14 views C++26 Reflection: Define an Aggregate Template I know that you can use C++26 Reflection to define non-template aggregate types or even specific specializations of templates (demo). My Question now is: Is it also possible to define the entire ... c++ templates reflection c++26 Velocirobtor 396 asked 18 mins ago 0 votes 0 answers 7 views Edit .ezd file in VB.net I use a laser to etch some text on various products, but to avoid errors I wanted to programmatically put the info I need into a .txt file, and then create a folder with a copy of the standard .ezd ... vb.net paolo tassinari 51 asked 19 mins ago 0 votes 0 answers 33 views Docker container accessible on localhost:8080 but not on host IP (Windows) \u2014 how to expose to 192.168.x.y:8080? [closed] I can reach my container on Windows using: http://localhost:8083 But I cannot reach it using my hostIP: http://192.168.x.y:8083 What I ran: podman container run -dt --name c1 -p 8083:80 nginx:... docker Rohith 1 asked 47 mins ago -4 votes 0 answers 39 views How to handle windows security authentication pop-up? [closed] How to handle windows security authentication pop-up? using Selenium with Python. tried with copilot also but no luck. selenium-webdriver automation ui-automation Valex Ayyasamy 1 asked 1 hour ago -3 votes 1 answer 30 views how to manipulate history on browser navigation in next js app [closed] I want to know how to manipulate navigation history when I there is page that is updating params on initial render Home > Another Page (it is updated on initial render as example.com?page=1&&... javascript reactjs next.js snake_eater 1 asked 1 hour ago -2 votes 0 answers 31 views Why could I see the same gallery on one server but could not see it on an another? [closed] My gallery work on the old server but when I moved to an another that has updated PHP and MySql the gallery stop to work and show no pictures. I was told that it is because of php. file has error. Why ... php Somebody 1 asked 1 hour ago 1 vote 0 answers 24 views Defining a Sage vector subspace by modifying the basis of another subspace gives unexpected results I am trying to write code to determine whether certain vector subspaces are invariant under the action of certain matrice",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. 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[closed] How to handle windows security authentication pop-up? using Selenium with Python. tried with copilot also but no luck. selenium-webdriver automation ui-automation Valex Ayyasamy 1 asked 1 hour ago -3 votes 1 answer 30 views how to manipulate history on browser navigation in next js app [closed] I want to know how to manipulate navigation history when I there is page that is updating params on initial render Home > Another Page (it is updated on initial render as example.com?page=1&&... javascript reactjs next.js snake_eater 1 asked 1 hour ago -2 votes 0 answers 31 views Why could I see the same gallery on one server but could not see it on an another? [closed] My gallery work on the old server but when I moved to an another that has updated PHP and MySql the gallery stop to work and show no pictures. I was told that it is because of php. file has error. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. 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Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up How are we doing? Please help us improve Stack Overflow. Take our short survey Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal How are we doing? 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal How are we doing? 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My question is \"If I want to show what are the variables ... javascript memory KalyanKodes 1 asked 21 mins ago 0 votes 0 answers 7 views Next.js App Router: Middleware runs on first load but client-side navigation shows stale auth/guest routes due to prefetch caching (production only) I am facing a production-only issue with Next.js App Router (v16.0.6) involving middleware, authentication-based redirects, and client-side prefetch caching. Problem Summary I have a catalogue page: /... authentication next.js middleware prefetch app-router Muhammad Sikandar Subhani 3 asked 25 mins ago Best practices 0 votes 1 replies 8 views Postgres Logging I want to log all changes to existing data on the database which is done via log statement = 'mod' I also want to capture slowing running queries on top of this (eg log_min_duration_statement = 500ms) postgresql logging jrlevi 3 asked 29 mins ago 0 votes 0 answers 17 views How to avoid prop drilling without using React Context? 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,614 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 3 views How to make certain amount trucks appear at random times? I have created a traffic simulation where I want a fixed amount of trucks to arrive randomly within 5 hours. For example, I would like one carSource to send out 2 trucks at random within 5 hours. Does ... anylogic Wendy Lam 1 asked 2 mins ago 0 votes 0 answers 6 views How to I read or update custom tabular data in ACC forms via the API? It is possible to add a 'Table' section to a form template in ACC which is not one of the 3 built in ones (worklogEntries, materialsEntries, equipmentEntries). I would expect this custom table to work ... autodesk-forge autodesk-construction-cloud Jack Capel 1 asked 5 mins ago Advice 0 votes 0 replies 13 views How to set up autoformatting to wrap nested elements within tags in HTML or Vue files in vscode? So, this is how it looks now (left column) and how I want it to look (right column): Every attribute, nested element, tag, and closing parenthesis should wrap to a new line. I wonder if this is even ... vscode-extensions DazzRune 19 asked 20 mins ago 0 votes 0 answers 9 views Cross-platform gRPC python development (tool version clash) I'm working on a gRPC service that will run on a Raspberry Pi - I did some initial development on the Pi itself and had a basic example building & running. To save time I then moved to working in ... python grpc cross-platform grpc-python John U 3,013 asked 20 mins ago 0 votes 0 answers 17 views Stop Infinite Loop in React Hook Class Component Bascically , what I am trying to achieve is to pass the child component input value to parent through two side binding data in React. The problem is under some certain conditions I will face infinite ... reactjs infinite-loop Tjax 333 asked 30 mins ago 0 votes 0 answers 7 views Skip computation of output leaves of `jax` pytree function when input leaves are set to `None` I have a function fun that takes as argument a jax pytree and returns a jax pytree with the same structure. Sometimes, I don't want to calculate the function for a specific leaf of the pytree. In that ... python function jax Ben 539 asked 31 mins ago -3 votes 0 answers 22 views How can i configure ph graphics card [closed] My laptop hp notebook 15sdr3000 i7 11th after it get heat it doesn't work after repair it works but it doesn't read the graphic card intel irs or nividia card it just show Microsoft basic display I ... graphics card Omer fath alrahman 1 asked 42 mins ago -1 votes 0 answers 14 views Sourcetree not running external tool after macOS update I am working with Sourcetree as my git UI. I updated macOS, now when I do merge and have conflicts and try to run external tool it is not opened. I used kdiff 3 that worked and now not I downloaded ... atlassian-sourcetree Bastian 1,275 asked 46 mins ago -6 votes 0 answers 35 views Im currently assigned to new project and i have been working in support project for past 4 years. How to approach this? [closed] I have been working on java backend project and been supporting the application for past 4 years and now im assigned to new project and goal is to upgrade a legacy service to new modern microservice ... java Teja swar Redd",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,614 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 3 views How to make certain amount trucks appear at random times? I have created a traffic simulation where I want a fixed amount of trucks to arrive randomly within 5 hours. For example, I would like one carSource to send out 2 trucks at random within 5 hours. Does ... anylogic Wendy Lam 1 asked 2 mins ago 0 votes 0 answers 6 views How to I read or update custom tabular data in ACC forms via the API? It is possible to add a 'Table' section to a form template in ACC which is not one of the 3 built in ones (worklogEntries, materialsEntries, equipmentEntries). I would expect this custom table to work ... autodesk-forge autodesk-construction-cloud Jack Capel 1 asked 6 mins ago Advice 0 votes 0 replies 13 views How to set up autoformatting to wrap nested elements within tags in HTML or Vue files in vscode? So, this is how it looks now (left column) and how I want it to look (right column): Every attribute, nested element, tag, and closing parenthesis should wrap to a new line. I wonder if this is even ... vscode-extensions DazzRune 19 asked 20 mins ago 0 votes 0 answers 9 views Cross-platform gRPC python development (tool version clash) I'm working on a gRPC service that will run on a Raspberry Pi - I did some initial development on the Pi itself and had a basic example building & running. To save time I then moved to working in ... python grpc cross-platform grpc-python John U 3,013 asked 20 mins ago 0 votes 0 answers 17 views Stop Infinite Loop in React Hook Class Component Bascically , what I am trying to achieve is to pass the child component input value to parent through two side binding data in React. The problem is under some certain conditions I will face infinite ... reactjs infinite-loop Tjax 333 asked 30 mins ago 0 votes 0 answers 7 views Skip computation of output leaves of `jax` pytree function when input leaves are set to `None` I have a function fun that takes as argument a jax pytree and returns a jax pytree with the same structure. Sometimes, I don't want to calculate the function for a specific leaf of the pytree. In that ... python function jax Ben 539 asked 31 mins ago -3 votes 0 answers 22 views How can i configure ph graphics card [closed] My laptop hp notebook 15sdr3000 i7 11th after it get heat it doesn't work after repair it works but it doesn't read the graphic card intel irs or nividia card it just show Microsoft basic display I ... graphics card Omer fath alrahman 1 asked 42 mins ago -1 votes 0 answers 14 views Sourcetree not running external tool after macOS update I am working with Sourcetree as my git UI. I updated macOS, now when I do merge and have conflicts and try to run external tool it is not opened. I used kdiff 3 that worked and now not I downloaded ... atlassian-sourcetree Bastian 1,275 asked 46 mins ago -6 votes 0 answers 36 views Im currently assigned to new project and i have been working in support project for past 4 years. How to approach this? [closed] I have been working on java backend project and been supporting the application for past 4 years and now im assigned to new project and goal is to upgrade a legacy service to new modern microservice ... java Teja swar Redd",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . 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I wonder if this is even ... vscode-extensions DazzRune 19 asked 20 mins ago 0 votes 0 answers 9 views Cross-platform gRPC python development (tool version clash) I'm working on a gRPC service that will run on a Raspberry Pi - I did some initial development on the Pi itself and had a basic example building & running. To save time I then moved to working in ... python grpc cross-platform grpc-python John U 3,013 asked 21 mins ago 0 votes 0 answers 17 views Stop Infinite Loop in React Hook Class Component Bascically , what I am trying to achieve is to pass the child component input value to parent through two side binding data in React. The problem is under some certain conditions I will face infinite ... reactjs infinite-loop Tjax 333 asked 30 mins ago 0 votes 0 answers 7 views Skip computation of output leaves of `jax` pytree function when input leaves are set to `None` I have a function fun that takes as argument a jax pytree and returns a jax pytree with the same structure. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,620 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 1 vote 0 answers 4 views Why i am getting these errors while building gradle in android studio? I am new into this and it is becoming a big mess for me. Please someone tell me how can i reduce these errors because my most of the time is wasted in solving these rather than learning android. Do ... android kotlin gradle android-jetpack-compose dagger-hilt Harsh Ahlawat 9 asked 1 min ago 0 votes 0 answers 3 views Selenium screenshot appears to be ignoring --force-device-scale-factor as of chrome 145 We have a test that uses --force-device-scale-factor to emulate running on a Retina display. The test takes a screenshot and looks for an image in that to click on, to validate some code that has to ... selenium-webdriver selenium-chromedriver Pete 1,321 asked 4 mins ago 0 votes 0 answers 5 views Keycloak: 15 and 26 versions login behaviour We are migrating from 15 to 26. DB with all setting was successfully migrtaed and updated, KC started. Our front-end app redirects user to custom login page to authenticate with login-passoword and ... java keycloak KommRex 19 asked 6 mins ago 0 votes 0 answers 17 views Why declaration of unnamed struct causes compilation error I was investigating the legality of typedef-ing unnamed structs in C++, and found that it's fine. The unsupported feature are the anonymous structs, like this, even though they are legal in C11. But ... c++ language-lawyer unnamed-class pptaszni 9,575 asked 8 mins ago 0 votes 0 answers 6 views V2 Recaptcha request generating multiple network tab calls On a single reCAPTCHA interaction, we are currently observing three network calls being triggered. This behavior is tied to how reCAPTCHA initializes and operates internally. One of these calls ... javascript c# angular recaptcha vedant kasliwal 1 asked 16 mins ago -1 votes 0 answers 29 views Optimizing a search for a block of 2004 consecutive integers containing exactly 12 primes I am a mathematics enthusiast currently engaged in a personal computational exploration: finding the first block of 2004 consecutive integers that contains exactly 12 primes. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. 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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "GitHub \u00b7 Change is constant. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Jobs Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,627 questions Newest Active Bountied 7 Unanswered More Bountied 7 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 7 views Graceful shutdown of SimpleAsyncTaskExecutor Spring Framework's SimpleAsyncTaskExecutor allows a submitted task be active while the executor is already closed. At first glance, it happens when, upon certain, quite rare, threads interleaving, new ... java spring concurrency executor jcstress igor.zh 2,854 asked 7 mins ago 1 vote 0 answers 36 views How to merge N DataFrames into one, while using first DF as reference? I am trying to fuse N dataframes to create a single table for future analysis. Right now N = 8, but soon N = 500+ I have multiple datasets, and I wrote code that counted how many times unique Objects ... python Dragoran21 11 asked 22 mins ago 0 votes 1 answer 12 views Building R CRAN package with conda build fails due to missing x86_64-conda_cos6-linux-gnu-c++ When trying to build an R package that wasn't on conda-forge with conda skeleton cran mvabund conda build r-mvabund on Ubuntu, the build keeps failing because it couldn't find x86_64-conda_cos6-linux-... r cran conda-build KeyboardCat 563 asked 24 mins ago 0 votes 0 answers 11 views Downloading files when working on the Selenium Grid with Java We are running a selenium test (written in Java) on the grid (Jenkins). As I have read the hub machine will receive the request and then find a node to run the browser and selenium on locally. But ... download selenium-grid Tony 1,173 asked 39 mins ago 1 vote 0 answers 19 views Asp.Net 10 Extra content returned on json result I'm converting an existing WebApi 2/MVC 5 app to .Net 10 MVC/WebApi. I'm able to return the json content, but if I look in Fiddler there's extra data before and after the actual json result. The ... c# .net-core asp.net-core-webapi ksja 11 asked 39 mins ago Advice 0 votes 0 replies 7 views Airbyte Migration/backup I have an old self hosted instance of Airbyte (ver 1.2). It contains many connections/sources/destinations. I would love to make the deploy repeatable, like a Terraform deploy but the new releases of ... airbyte Yak O'Poe 822 asked 41 mins ago 0 votes 0 answers 10 views Expo (SDK 52) + RNFB: `setBackgroundMessageHandler` not invoked in quit state (iOS) Context I have an Expo SDK 52 app (dev build) using React Native Firebase Cloud Messaging and Notifee for push and local notifications. FCM token registration and foreground/background notification ... firebase react-native expo firebase-cloud-messaging Visal Rajapakse 2,052 asked 54 mins ago Tooling 1 vote 0 replies 12 views Channable Odoo conector I'm looking for an Odoo 18 connector with chanable, which allows me to load the feed, download the orders to Odoo and do all the basic tasks that a connector should do, does anyone know of one that ... odoo odoo-18 Alex Gonzalez Espinosa 1 asked 1 hour ago Advice 1 vote 7 replies 81 views How to I make a 'for' loop in python run infinitely? In Python, we know that while loops can run infinitely, but is there any way to make a for loop run infinitely? From my prior checking, I found a way to do so by importing the 'itertools' module, but ... python for-loop infinite-loop Ibrahim Sheriff 3 asked 1 hour ago -3 votes 0 answers 20 views Google Analytics 4 not tracking conversio",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,611 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 0 answers 5 views How to Reset the BIOS admin password in HP laptops Please give proper steps that will help me to reset. It is urgent to me so tell ass soon as possible bios PuneethKumar M S 1 asked 2 mins ago 0 votes 0 answers 13 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 13 mins ago Advice 0 votes 0 replies 9 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 21 mins ago -5 votes 0 answers 18 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE i.object_id = ... sql-server Igor 6,542 asked 21 mins ago Advice 0 votes 0 replies 4 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 26 mins ago 0 votes 0 answers 8 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 29 mins ago 0 votes 0 answers 5 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 31 mins ago 0 votes 0 answers 16 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,610 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 0 answers 5 views How to Reset the BIOS admin password in HP laptops Please give proper steps that will help me to reset. It is urgent to me so tell ass soon as possible bios PuneethKumar M S 1 asked 2 mins ago 0 votes 0 answers 13 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 13 mins ago Advice 0 votes 0 replies 9 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 21 mins ago -5 votes 0 answers 18 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE i.object_id = ... sql-server Igor 6,542 asked 21 mins ago Advice 0 votes 0 replies 4 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 26 mins ago 0 votes 0 answers 8 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 29 mins ago 0 votes 0 answers 5 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 31 mins ago 0 votes 0 answers 16 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. Here are hardware that I have: Chip: Apple M1 Max Memory: 32GB HDD: 500GB OS: macOS Sonoma 14.7.2 I need to update XCode to version 26.* In software ... ios macos I.Kapralov 1 asked 44 mins ago -2 votes 0 answers 12 views How to update an existing ADM to Adaptive Gradient Boosting without recreating and adding predictors manually? We have several existing ADM models in production that we'd like to enhance with Adaptive Gradient Boosting, but we want to minimize disruption and avoid manual reconfiguration work if possible. I ... pega Dhritiman Choudhury 1 asked 45 mins ago -2 votes 0 answers 29 views Filtering dates using unix time stamp I'm trying to set up a filter system with Unix timestamps, one for start date and one for end. However there is some overlap between the dates, e.g. if I select dates from February 1 - 28 it i",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,610 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 0 answers 5 views How to Reset the BIOS admin password in HP laptops Please give proper steps that will help me to reset. It is urgent to me so tell ass soon as possible bios PuneethKumar M S 1 asked 2 mins ago 0 votes 0 answers 13 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 13 mins ago Advice 0 votes 0 replies 9 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 21 mins ago -5 votes 0 answers 18 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE i.object_id = ... sql-server Igor 6,542 asked 21 mins ago Advice 0 votes 0 replies 4 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 26 mins ago 0 votes 0 answers 8 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 29 mins ago 0 votes 0 answers 5 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 31 mins ago 0 votes 0 answers 16 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. Here are hardware that I have: Chip: Apple M1 Max Memory: 32GB HDD: 500GB OS: macOS Sonoma 14.7.2 I need to update XCode to version 26.* In software ... ios macos I.Kapralov 1 asked 44 mins ago -2 votes 0 answers 12 views How to update an existing ADM to Adaptive Gradient Boosting without recreating and adding predictors manually? We have several existing ADM models in production that we'd like to enhance with Adaptive Gradient Boosting, but we want to minimize disruption and avoid manual reconfiguration work if possible. I ... pega Dhritiman Choudhury 1 asked 45 mins ago -2 votes 0 answers 29 views Filtering dates using unix time stamp I'm trying to set up a filter system with Unix timestamps, one for start date and one for end. However there is some overlap between the dates, e.g. if I select dates from February 1 - 28 it i",
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Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns and Copilot Autofix t",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,609 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 10 views Jenkins pipeline failing to connect to GitHub: curl (28) Failed to connect to github.com port 443 I am setting up a Jenkins pipeline that pulls the latest code from a GitHub repository. However, the pipeline fails with the following error: curl: (28) Failed to connect to github.com port 443 after ... git github jenkins jenkins-pipeline Suman Kumar Sahu 1 asked 10 mins ago -2 votes 0 answers 17 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 24 mins ago Advice 0 votes 0 replies 12 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 32 mins ago -5 votes 0 answers 23 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE ... sql-server Igor 6,542 asked 33 mins ago Advice 0 votes 0 replies 5 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 38 mins ago 0 votes 0 answers 11 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 40 mins ago 0 votes 0 answers 5 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 42 mins ago 0 votes 0 answers 16 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. Here are hardware that I have: Chip: Apple M1 Max Memory: 32GB HDD: 500GB OS: macOS Sonoma 14.7.2 I need to update XCode to version 26.* In software ... ios macos I.Kapralov 1 asked 56 mins ago -2 votes 0 answers 13 views How to update an existing ADM to Adaptive Gradient Boosting without recreating and adding predictors manually? [closed] We have several existing ADM models in production that we'd like to enhance with Adaptive Gradient Boosting, but we want to minimize disruption and avoid manual reconfiguration work if possible. I ... pega Dhritiman Choudhury 1 asked 56 mins ago -2 votes 0 answers 29 views Filtering dates using unix time stamp I'm trying t",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,609 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 10 views Jenkins pipeline failing to connect to GitHub: curl (28) Failed to connect to github.com port 443 I am setting up a Jenkins pipeline that pulls the latest code from a GitHub repository. However, the pipeline fails with the following error: curl: (28) Failed to connect to github.com port 443 after ... git github jenkins jenkins-pipeline Suman Kumar Sahu 1 asked 10 mins ago -2 votes 0 answers 17 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 24 mins ago Advice 0 votes 0 replies 12 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 32 mins ago -5 votes 0 answers 23 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE ... sql-server Igor 6,542 asked 33 mins ago Advice 0 votes 0 replies 5 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 38 mins ago 0 votes 0 answers 11 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 40 mins ago 0 votes 0 answers 5 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 43 mins ago 0 votes 0 answers 16 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. Here are hardware that I have: Chip: Apple M1 Max Memory: 32GB HDD: 500GB OS: macOS Sonoma 14.7.2 I need to update XCode to version 26.* In software ... ios macos I.Kapralov 1 asked 56 mins ago -2 votes 0 answers 13 views How to update an existing ADM to Adaptive Gradient Boosting without recreating and adding predictors manually? [closed] We have several existing ADM models in production that we'd like to enhance with Adaptive Gradient Boosting, but we want to minimize disruption and avoid manual reconfiguration work if possible. I ... pega Dhritiman Choudhury 1 asked 56 mins ago -2 votes 0 answers 29 views Filtering dates using unix time stamp I'm trying t",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns and Copilot Autofix t",
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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,609 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 20 views Difference between `GetInvalidFileNameChars` and `GetInvalidPathChars` I want to make sure I clearly understand the difference between GetInvalidfileNameChars and GetInvalidPathChars because, at least on windows platform, the former will exclude things like * ? : while ... .net validation path CitizenInsane 4,885 asked 29 mins ago -2 votes 0 answers 22 views Jenkins pipeline failing to connect to GitHub: curl (28) Failed to connect to github.com port 443 I am setting up a Jenkins pipeline that pulls the latest code from a GitHub repository. However, the pipeline fails with the following error: curl: (28) Failed to connect to github.com port 443 after ... git github jenkins jenkins-pipeline Suman Kumar Sahu 1 asked 47 mins ago -2 votes 0 answers 31 views Looking for a formula that will take a birthday from a record and add +1 year to the column to indicate the person is 1 year older I'm looking for a formula that will take a birthdate from the \"Kid1Bday\" column (format \"March 3, 2014\"), and add +1 year to the \"Kid1Age\" (format \"Age 12\") ... sql airtable Ruby 1 asked 1 hour ago Advice 0 votes 0 replies 17 views How to set \"type\" within launch.json depending on the target platform I have many different entries like this in my launch.json { \"name\": \"win-...\", \"type\": \"cppvsdbg\", [...] }, { \"name\": \"lx-...\", &... visual-studio-code launch Raphael Grimm 93 asked 1 hour ago -5 votes 0 answers 31 views Why am I getting 2 rows instead of 1 [closed] Following query produces 2 rows: SELECT i.type_desc, i.is_padded, i.fill_factor, i.ignore_dup_key, stat.no_recompute FROM sys.schemas s, sys.indexes i, sys.tables t, sys.stats stat WHERE ... sql-server Igor 6,542 asked 1 hour ago Advice 0 votes 0 replies 6 views Appache Superset Report Download When downloading dashboard reports as pdf from appache superset it is coming as a screenshot of the current page and misses alll data in table charts. Only few records show up in the report download ... apache-superset Junaid Risvan 7 asked 1 hour ago 0 votes 1 answer 19 views How to return a JSON object with JSON_OBJECT or JSON_ARRAYAGG I like to compose a JSON from some table data, I do it like this: DECLARE res JSON_OBJECT_T; ja JSON_ARRAY_T; ret CLOB; CURSOR cur IS SELECT JSON_OBJECT( KEY 'name' VALUE ... json oracle-database oracle19c Wernfried Domscheit 60.5k asked 1 hour ago 0 votes 0 answers 10 views Delphi: TDirect2DCanvas versus TCanvas regarding TPenMode I am currently trying to switch from TCanvas to TDirect2DCanvas for some drawing routines, as I wanted to speed things up a little bit. I did but stumble upon the missing TPenMode. I do not find a ... delphi drawing tcanvas kishmet 83 asked 1 hour ago 0 votes 0 answers 18 views libc++abi: terminating due to uncaught exception of type NSException while updating my MacOS I'm trying to update software on my Mac Studio. Here are hardware that I have: Chip: Apple M1 Max Memory: 32GB HDD: 500GB OS: macOS Sonoma 14.7.2 I need to update XCode to version 26.* In software ... ios macos I.Kapralov 1 asked 1 hour ago -2 votes 0 answers 13 views How to update an existing ADM to Adaptive Gradient Boosting without recreating and ",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns and Copilot Autofix t",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,608 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 4 views PMC counters [0..3] and [4..7] inequality in Intel 11th gen. Rocket Lake (RKL) CPU I'm using Intel 11th gen. Rocket Lake (RKL) CPU to test some code performance with performance monitoring counters (PMC) technique. I have turned off CPU hyper-threading (in BIOS). Thus, there are 8 ... profiling cpu intel perf Akon 471 asked 3 mins ago 0 votes 0 answers 10 views puTTy stops showing user input I found that this can happen when certain programs error. Specifically: When you have a PKCS#12 protected private certificate for openssl which you use as a CA to sign a certificate. If you are not ... bash openssl putty npr_se 91 asked 6 mins ago 0 votes 0 answers 15 views Undetected build error(s) in Blazor, possibly related to CSS Isolation The premise I'm working on a Blazor project on .NET 8.0, writing on Visual Studio Community 2026 v. 18.3.0, with InteractiveServer as the default solution-wide render mode. My sincerest apologies for ... c# css visual-studio razor asp.net-core-css-isolation AmicoHuber 105 asked 17 mins ago Tooling 0 votes 0 replies 10 views What is the preferred/supported IDE for developing Quarkus applications? I'm an Eclipse guy :-) But apparently, the Quarkus Tools for Eclipse are dead. So, what should I use instead? Is VS Code the supported IDE platform? quarkus eerriicc 1,276 asked 18 mins ago -2 votes 0 answers 12 views How to stop Codex from always asking for approval? OpenAI's Codex keeps asking for approval before making changes to files in the current workspace - for every single file change. In config.toml I set approval_policy = \"on-failure\" ... visual-studio-code openai-codex Maddin 326 asked 20 mins ago 0 votes 0 answers 9 views JBoss EAP 7.3 SSLHandshakeException every morning, fixed only by restart I have a Spring application running on JBoss EAP 7.3 with Java 8. The application authenticates users against an LDAP server over LDAPS (port 636). Every morning, users are suddenly unable to log in. ... spring jboss ldap jboss-eap-7 spring-security-ldap Imreking 309 asked 33 mins ago Advice 0 votes 1 replies 19 views How do you get access to the Oura Ring API? Our development team is trying to develop against the Oura ring API but I can't find any information on how to create an account. I've emailed Oura support several times but haven't gotten any ... oura ouraring Richard Hurt 2,068 asked 38 mins ago 1 vote 1 answer 52 views Why does changing the return-type of this C function from 'bool' to 'int' add an additional assembler instruction? I have this simple function which indirectly tests for NaN, and x86-64 gcc 15.2 with -O2 bool self_eq(float num) { return num == num; } Compiled as both C and C++, this produces: self_eq: ... c++ c x86 floating-point julaine 2,435 asked 42 mins ago 0 votes 0 answers 16 views Is it possible to add and show new status \"PARTIAL PASS\" in Playwright HTML report? Currently Playwright supporting PASSED, FAILED, FLAKY, SKIPPED status and showing in html report. Sample Report: I have a scenario in my project to show few cases as \"PARTIAL PASS\". Is it ... playwright playwright-test Kiran Kumar 11 asked 50 mins ago Advice 0 votes 0 replies 12 views How do you acc",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,608 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 8 views Messages are not sent to the queue. RabbitMQ + Apache Camel I'm trying to test RabbitMQ and Apache Camel. Events are registered in the exchanger, but they aren't sent to the queue. Messages rates are changing in Exchange and Queue (Consumers ACK). The service ... java rabbitmq apache-camel wvw23 5 asked 8 mins ago -1 votes 0 answers 15 views PMC counters [0..3] and [4..7] inequality in Intel 11th gen. Rocket Lake (RKL) CPU I'm using Intel 11th gen. Rocket Lake (RKL) CPU to test some code performance with performance monitoring counters (PMC) technique. I have turned off CPU hyper-threading (in BIOS). Thus, there are 8 ... profiling cpu intel perf Akon 469 asked 20 mins ago -1 votes 0 answers 14 views puTTy stops showing user input I found that this can happen when certain programs error. Specifically: When you have a PKCS#12 protected private certificate for openssl which you use as a CA to sign a certificate. If you are not ... bash openssl putty npr_se 89 asked 23 mins ago 0 votes 0 answers 19 views Undetected build error(s) in Blazor, possibly related to CSS Isolation The premise I'm working on a Blazor project on .NET 8.0, writing on Visual Studio Community 2026 v. 18.3.0, with InteractiveServer as the default solution-wide render mode. My sincerest apologies for ... c# css visual-studio razor asp.net-core-css-isolation AmicoHuber 105 asked 34 mins ago Tooling 0 votes 0 replies 15 views What is the preferred/supported IDE for developing Quarkus applications? I'm an Eclipse guy :-) But apparently, the Quarkus Tools for Eclipse are dead. So, what should I use instead? Is VS Code the supported IDE platform? quarkus eerriicc 1,276 asked 35 mins ago -2 votes 0 answers 17 views How to stop Codex from always asking for approval? OpenAI's Codex keeps asking for approval before making changes to files in the current workspace - for every single file change. In config.toml I set approval_policy = \"on-failure\" ... visual-studio-code openai-codex Maddin 326 asked 37 mins ago 0 votes 0 answers 12 views JBoss EAP 7.3 SSLHandshakeException every morning, fixed only by restart I have a Spring application running on JBoss EAP 7.3 with Java 8. The application authenticates users against an LDAP server over LDAPS (port 636). Every morning, users are suddenly unable to log in. ... spring jboss ldap jboss-eap-7 spring-security-ldap Imreking 309 asked 50 mins ago Advice 0 votes 1 replies 21 views How do you get access to the Oura Ring API? Our development team is trying to develop against the Oura ring API but I can't find any information on how to create an account. I've emailed Oura support several times but haven't gotten any ... oura ouraring Richard Hurt 2,068 asked 55 mins ago 1 vote 1 answer 60 views Why does changing the return-type of this C function from 'bool' to 'int' add an additional assembler instruction? I have this simple function which indirectly tests for NaN, and x86-64 gcc 15.2 with -O2 bool self_eq(float num) { return num == num; } Compiled as both C and C++, this produces: self_eq: ... c++ c x86 floating-point julaine 2,435 asked 59 mins ago 0 votes 0 answers 19 views Is it possible to add and show new s",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... United States United Kingdom Canada France Germany Ireland Afghanistan Aland Islands Albania Algeria Andorra Angola Anguilla Antarctica Antigua and Barbuda Argentina Armenia Aruba Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bermuda Bhutan Bolivia, Plurinational State of Bonaire, Sint Eustatius and Saba Bosnia and Herzegovina Botswana Bouvet Island Brazil British Indian Ocean Territory Brunei Darussalam Bulgaria Burkina Faso Burundi Cambodia Cameroon Cape Verde Cayman Islands Central African Republic Chad Chile China Chinese Taipei Christmas Island Cocos (Keeling) Islands Colombia Comoros Congo Congo, the Democratic Republic of the Cook Islands Costa Rica Cote d'Ivoire Croatia Cuba Curacao Cyprus Czech Republic Denmark Djibouti Dominica Dominican Republic Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia Ethiopia Falkland Islands (Malvinas) Faroe Islands Fiji Finland French Guiana French Polynesia French Southern Territories Gabon Gambia Georgia Ghana Gibraltar Greece Greenland Grenada Guadeloupe Guatemala Guernsey Guinea Guinea-Bissau Guyana Haiti Heard Island and McDonald Islands Holy See (Vatican City State) Honduras Hong Kong Hungary Iceland India Indonesia Iran, Islamic Republic of Iraq Isle of Man Israel Italy Jamaica Japan Jersey Jordan Kazakhstan Kenya Kiribati Korea, Democratic People's Republic of Korea, Republic of Kosovo Kuwait Kyrgyzstan Lao People's Democratic Republic Latvia Lebanon Lesotho Liberia Libya Liechtenstein Lithuania Luxembourg Macao Macedonia, the former Yugoslav Republic of Madagascar Malawi Malaysia Maldives Mali Malta Martinique Mauritania Mauritius Mayotte Mexico Moldova, Republic of Monaco Mongolia Montenegro Montserrat Morocco Mozambique Myanmar Namibia Nauru Nepal Netherlands New Caledonia New Zealand Nicaragua Niger Nigeria Niue Norfolk Island Norway Oman Pakistan Palau Palestinian Territory, Occupied Panama Papua New Guinea Paraguay Peru Philippines Pitcairn Poland Portugal Puerto Rico Qatar Reunion Romania Russian Federation Rwanda Saint Barth\u00e9lemy Saint Helena, Ascension and Tristan da Cunha Saint Kitts and Nevis Saint Lucia Saint Martin (French part) Saint Pierre and Miquelon Saint Vincent and the Grenadines Samoa San Marino Sao Tome and Principe Saudi Arabia Senegal Serbia Seychelles Sierra Leone Singapore Sint Maarten (Dutch part) Slovakia Slovenia Solomon Islands Somalia South Africa South Georgia and the South Sandwich Islands South Sudan Spain Sri Lanka Sudan Suriname Svalbard and Jan Mayen Swaziland Sweden Switzerland Syrian Arab Republic Taiwan Tajikistan Tanzania, United Republic of Thailand Timor-Leste Togo Tokelau Tonga Trinidad and Tobago Tunisia Turkey Turkmenistan Turks and Caicos Islands Tuvalu Uganda Ukraine United Arab Emirates Uruguay Uzbekistan Vanuatu Venezuela, Bolivarian Republic of Vietnam Virgin Islands, British Wallis and Futuna Western Sahara Yemen Zambia Zimbabwe How would you like to partner with us? * Select... Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,615 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 5 views Mongo DB Self Join collection i have 50k+ records taking long time and CUP use is very high - how to optimize without redesigning schema? inventory_master.aggregate([ { $match: query }, { $lookup: { from: \"inventory_master\", let: { shape_code: \"$... node.js mongodb mongoose mongodb-query aggregation-framework Ashish radadiya 303 asked 4 mins ago 0 votes 0 answers 3 views Accessing android wallpaper in Kotlin / Flutter application I am working on a launcher on android 14 and would like to display the users background in my app. Lawnchair gets the wallpaper using WallpaperManager wallpaperManager = WallpaperManager.... android flutter kotlin NO_ob 143 asked 4 mins ago 0 votes 0 answers 8 views Test Shadcn Dropdown with Playwright I am trying to create a test for this use case: \"User can switch languages.\" I am using a shadcn dropdown as my switcher <DropdownMenu defaultOpen={defaultOpen} modal={false}> ... next.js playwright Hmimou 1 asked 9 mins ago Tooling 0 votes 0 replies 10 views AOSP or AAOS for vehicle diagnostic application I I'm working on an internship project to build a diagnostic application using a Cuttlefish virtual Android device. The goal is to simulate OBD-II/CAN-like data from two STM32 boards + potentiometers ... android-source aaos cuttlefish Eyaa 1 asked 12 mins ago 0 votes 0 answers 8 views How to handle vehicle-on-vehicle counting and occlusion in YOLO + ByteTrack traffic counting system? I am developing a real-time traffic counting system using YOLO for object detection and ByteTrack for multi-object tracking. The system receives an RTSP camera stream, detects multiple vehicle classes,... opencv machine-learning deep-learning computer-vision object-detection Farypor 1 asked 13 mins ago Best practices 0 votes 0 replies 7 views Java enum: constant-specific value as field vs \"computing\" it inside switch - which design is preferable? Image you have an enum where each constant is associated with a fixed integer code. I see two possible implementations: Option A \u2013 store the code as a field: public enum FoodCategoryA { CARBS(5), ... java enums telos 45 asked 13 mins ago 0 votes 1 answer 14 views Why did Visual Studio create a new Git branch with different casing (Release/\u2026) when I originally created it as lowercase (release/\u2026)? I created a Git branch in Azure DevOps with lowercase (e.g., release/xyz). When I pulled the repo in Visual Studio on Windows, it showed the branch as Release/xyz. After I committed and pushed from ... git azure-devops git-branch case-sensitive visual-studio-express Vanshika sharma 1 asked 14 mins ago 0 votes 0 answers 5 views Segmentation fault when initializing OCR on Raspberry Pi 5 (Python 3.13) I'm encountering a segmentation fault when trying to initialize PaddleOCR on a Raspberry Pi 5 (8GB RAM) running Python 3.13 in a virtual environment. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,615 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 5 views Mongo DB Self Join collection i have 50k+ records taking long time and CUP use is very high - how to optimize without redesigning schema? inventory_master.aggregate([ { $match: query }, { $lookup: { from: \"inventory_master\", let: { shape_code: \"$... node.js mongodb mongoose mongodb-query aggregation-framework Ashish radadiya 303 asked 4 mins ago 0 votes 0 answers 3 views Accessing android wallpaper in Kotlin / Flutter application I am working on a launcher on android 14 and would like to display the users background in my app. Lawnchair gets the wallpaper using WallpaperManager wallpaperManager = WallpaperManager.... android flutter kotlin NO_ob 143 asked 4 mins ago 0 votes 0 answers 8 views Test Shadcn Dropdown with Playwright I am trying to create a test for this use case: \"User can switch languages.\" I am using a shadcn dropdown as my switcher <DropdownMenu defaultOpen={defaultOpen} modal={false}> ... next.js playwright Hmimou 1 asked 9 mins ago Tooling 0 votes 0 replies 10 views AOSP or AAOS for vehicle diagnostic application I I'm working on an internship project to build a diagnostic application using a Cuttlefish virtual Android device. The goal is to simulate OBD-II/CAN-like data from two STM32 boards + potentiometers ... android-source aaos cuttlefish Eyaa 1 asked 12 mins ago 0 votes 0 answers 8 views How to handle vehicle-on-vehicle counting and occlusion in YOLO + ByteTrack traffic counting system? I am developing a real-time traffic counting system using YOLO for object detection and ByteTrack for multi-object tracking. The system receives an RTSP camera stream, detects multiple vehicle classes,... opencv machine-learning deep-learning computer-vision object-detection Farypor 1 asked 13 mins ago Best practices 0 votes 0 replies 7 views Java enum: constant-specific value as field vs \"computing\" it inside switch - which design is preferable? Image you have an enum where each constant is associated with a fixed integer code. I see two possible implementations: Option A \u2013 store the code as a field: public enum FoodCategoryA { CARBS(5), ... java enums telos 45 asked 13 mins ago 0 votes 1 answer 14 views Why did Visual Studio create a new Git branch with different casing (Release/\u2026) when I originally created it as lowercase (release/\u2026)? I created a Git branch in Azure DevOps with lowercase (e.g., release/xyz). When I pulled the repo in Visual Studio on Windows, it showed the branch as Release/xyz. After I committed and pushed from ... git azure-devops git-branch case-sensitive visual-studio-express Vanshika sharma 1 asked 14 mins ago 0 votes 0 answers 5 views Segmentation fault when initializing OCR on Raspberry Pi 5 (Python 3.13) I'm encountering a segmentation fault when trying to initialize PaddleOCR on a Raspberry Pi 5 (8GB RAM) running Python 3.13 in a virtual environment. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. 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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,625 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 0 answers 7 views Vite project background [closed] I have used Vite and TypeScript for my project and don't know where place the background for it to appear in the live preview. My goal is to have a background that shines on the position of the mouse ... typescript vite Johnstone Gogo 1 asked 4 mins ago 0 votes 0 answers 6 views method not found in `&&(dyn PartialReflect + 'static)` I have this function to remove collinear points in a collection of polygons: /// Iterate through all the polygons and remove any collinear points. This /// massively improves the performance of the ... rust Michael 582 asked 7 mins ago 0 votes 0 answers 14 views JSON parsing error in Studio with Fabric SQL - app works perfectly when published? My Power Apps connects to Microsoft Fabric SQL Analytics Endpoint via DirectQuery. The published app works flawlessly - zero errors, perfect data display, users love it. Power Apps Studio shows on ... json powerapps microsoft-fabric directquery moski 87 asked 13 mins ago Best practices 0 votes 0 replies 10 views Postgres database re-indexing recommendation request We are running auto vacuum and vacuum regularly on our postgres database environment. But we are not doing re-indexing. If vacuum, analyze and autovacuum is running on all tables , is it this much to ... postgresql Kibret Mergia 1 asked 13 mins ago -1 votes 0 answers 10 views How can I suppress Dependency-Track findings at the project level automatically (without manual per-finding suppression)? I\u2019m using OWASP Dependency-Track and I\u2019d like to suppress certain vulnerabilities project-wise automatically. Right now, the only approach I know is to mark each finding as \u201cSuppressed\u201d manually in ... devsecops sbom cyclonedx owasp-dependency-track Navya Sri Ancha 1 asked 17 mins ago -7 votes 1 answer 39 views how to fix the program who calculate the exact age in python? [closed] my goal is to create an program who can calcculate the exact age with the current year , the birth year, and the month of birth -the problem is that i can't correcty integrate the month value, this is ... python sport times 1 asked 27 mins ago 0 votes 0 answers 13 views Spring Boot @Bean Map<String, ChargingGateway>vs automatic Map<String, ChargingGateway> injection behaving differently across 2 seperate project Question: I\u2019m seeing different behavior in two Spring Boot applications regarding Map<String, T> injection. I have this configuration: @Bean public Map<String, ChargingGateway> ... java spring-boot javabeans Metehan \u00c7aylak 1 asked 34 mins ago 0 votes 1 answer 25 views How to check if there is an update before doing git pull? I am using a git bare repo to manage my dotfiles and it works pretty well to sync my configuration between different machines. After I modify a file on my machine, I send it to GitHub with config push ... git dotfiles git-bare point618 1,453 asked 34 mins ago 0 votes 0 answers 9 views SwiftData Migration Error: Refactoring existing models into an Inheritance hierarchy (iOS 26) I am working on refactoring a SwiftData project originally built before iOS 26. I have three existing models\u2014ModelA, ModelB, and ModelC\u2014which share almost identical properties. B",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,625 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 0 answers 7 views Vite project background [closed] I have used Vite and TypeScript for my project and don't know where place the background for it to appear in the live preview. My goal is to have a background that shines on the position of the mouse ... typescript vite Johnstone Gogo 1 asked 4 mins ago 0 votes 0 answers 6 views method not found in `&&(dyn PartialReflect + 'static)` I have this function to remove collinear points in a collection of polygons: /// Iterate through all the polygons and remove any collinear points. This /// massively improves the performance of the ... rust Michael 582 asked 7 mins ago 0 votes 0 answers 14 views JSON parsing error in Studio with Fabric SQL - app works perfectly when published? My Power Apps connects to Microsoft Fabric SQL Analytics Endpoint via DirectQuery. The published app works flawlessly - zero errors, perfect data display, users love it. Power Apps Studio shows on ... json powerapps microsoft-fabric directquery moski 87 asked 13 mins ago Best practices 0 votes 0 replies 10 views Postgres database re-indexing recommendation request We are running auto vacuum and vacuum regularly on our postgres database environment. But we are not doing re-indexing. If vacuum, analyze and autovacuum is running on all tables , is it this much to ... postgresql Kibret Mergia 1 asked 13 mins ago -1 votes 0 answers 10 views How can I suppress Dependency-Track findings at the project level automatically (without manual per-finding suppression)? I\u2019m using OWASP Dependency-Track and I\u2019d like to suppress certain vulnerabilities project-wise automatically. Right now, the only approach I know is to mark each finding as \u201cSuppressed\u201d manually in ... devsecops sbom cyclonedx owasp-dependency-track Navya Sri Ancha 1 asked 17 mins ago -7 votes 1 answer 39 views how to fix the program who calculate the exact age in python? 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,640 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 4 views SVG : marker-start & marker-end crop/clip path Is it possible to crop/clip the red path ? 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content Stack Overflow About Products For Teams Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,172,640 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 4 views SVG : marker-start & marker-end crop/clip path Is it possible to crop/clip the red path ? 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns and Copilot Autofix t",
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      "content": "GitHub \u00b7 Change is constant. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns and Copilot Autofix t",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article February 11, 2026 Is anyone using AI for good? In a world where AI is replacing human workers, using up energy and water, and deepening disconnect, is AI for humanitarian good even possible? The answer is yes. In the first part of this two part series, we're taking a look at just a few AI do-gooders and what they're doing to fight climate change, make healthcare more accessible, and help their communities. Read article February 9, 2026 Why demand for code is infinite: How AI creates more developer jobs Not only is there a future for software development, but we\u2019re on the cusp of enormous demand for code developed by humans. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorship Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology We use real-time da",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,758 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 2 votes 0 answers 27 views Remove library without removing source I have made a custom library, let's call it mylib. 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So I am making a voice communication program that will receive audio from multiple users. I quickly found out that the audio has to be mixed in some way, the issue is that Im not sure what king of ... python audio bb_tson 3 asked 1 hour ago 0 votes 1 answer 48 views CompositeVideoClip Error - Python 3.14 - moviepy 2.2.1 I am trying to run a simple moviepy (version 2.2.1) example where I'm cutting a video into clips to edit the clips individually, but running into issues by simply cutting into clips and rejoining them:... python python-3.x moviepy Mike 43 asked 3 hours ago 0 votes 1 answer 52 views Pymodbus library communication delay I have the following example code. This code updates the frequency setting of the motor currently in use and gives it a forward movement command. 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So I am making a voice communication program that will receive audio from multiple users. I quickly found out that the audio has to be mixed in some way, the issue is that Im not sure what king of ... python audio bb_tson 3 asked 1 hour ago 0 votes 1 answer 48 views CompositeVideoClip Error - Python 3.14 - moviepy 2.2.1 I am trying to run a simple moviepy (version 2.2.1) example where I'm cutting a video into clips to edit the clips individually, but running into issues by simply cutting into clips and rejoining them:... python python-3.x moviepy Mike 43 asked 4 hours ago 0 votes 1 answer 52 views Pymodbus library communication delay I have the following example code. This code updates the frequency setting of the motor currently in use and gives it a forward movement command. 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In another project which uses this custom library of mine, I have put the following in its pyproject.toml: [tool.uv.sources] mylib= { path = /PATH/TO/... python uv robertspierre 5,896 asked 31 mins ago 1 vote 0 answers 20 views Flatten multindex column in a pipe in pandas Suppose I have the following DataFrame: arrays = [[1, 1, 2, 2], [\"red\", \"blue\", \"red\", \"blue\"]] ix = pd.MultiIndex.from_arrays(arrays, names=(\"number\",... python pandas dataframe robertspierre 5,896 asked 36 mins ago Best practices 0 votes 6 replies 46 views How should the settings priority system work? We have three configurations of different levels.: default_settings = {'compression': 'zip'} format_config = {'compression_quality': 85, 'background_color': 'white', 'alpha_channel': 'remove'} ... python configuration config SanokYT7 1 asked 1 hour ago Advice 0 votes 2 replies 31 views What kind of audio mixing and audio manipulation should my discord like voice communication program do? So I am making a voice communication program that will receive audio from multiple users. I quickly found out that the audio has to be mixed in some way, the issue is that Im not sure what king of ... python audio bb_tson 3 asked 1 hour ago 0 votes 1 answer 48 views CompositeVideoClip Error - Python 3.14 - moviepy 2.2.1 I am trying to run a simple moviepy (version 2.2.1) example where I'm cutting a video into clips to edit the clips individually, but running into issues by simply cutting into clips and rejoining them:... python python-3.x moviepy Mike 43 asked 4 hours ago 0 votes 1 answer 52 views Pymodbus library communication delay I have the following example code. This code updates the frequency setting of the motor currently in use and gives it a forward movement command. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,355 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views How to get Ubuntu 22.04 to remote access to Ubuntu 20.04 using Remmina and OpenVPN ovpn file on 20.04 PC? I have a computer running Ubuntu 20.04, and access it using Remmina from a computer running Ubuntu 22.04. This works without any issues. I wanted to use a VPN, so paid for ProtonVPN, but they don't ... remote-access ubuntu-20.04 openvpn TTM 21 asked 1 min ago -1 votes 0 answers 14 views code not running at all through terminal i keep running into this error message PS C:\\Users\\Bonol\\Downloads\\future-vision-hub-main> npm i npm error code ENOENT npm error syscall open npm error path C:\\Users\\Bonol\\Downloads\\future-vision-hub-main\\package.json npm error errno -... terminal Tshepo Kgarebe 1 asked 8 mins ago 0 votes 0 answers 7 views Slack admin_analytics_getFile error - Error retrieving analytics file: file_not_yet_available We are using slack_sdk to get analytics information for a particular day from slack. However we assume due to volume of the data I am getting a file_not_yet_available error. Here is the code that we ... slack slack-api Sujith Shajee 195 asked 11 mins ago 0 votes 0 answers 7 views Ray scheduler isn't getting assigned any tasks/actors I have a Ray cluster, I run it through these commands: Scheduler: nohup ray start --head \\ --node-ip-address=<HOST_IP> \\ --port=6379 \\ --resources='{\"is_worker\": 1}' --... python cloud distributed-computing ray cuneyttyler 1,414 asked 13 mins ago 0 votes 0 answers 23 views How to get JsonSerializer.Deserialize<> to not leave objects as JsonElement? [duplicate] When I run System.Text.Json.JsonSerializer.Deserialize<Dictionary<string, object>> all values are converted to JsonElement, instead of the actual value. I expect numbers to be converted to ... c# .net json-deserialization system.text.json Eric 2,420 asked 21 mins ago Best practices 0 votes 0 replies 11 views In NX, is it a best practice to set \"rootDir\": \"libs\" in any lib under the /libs folder? Title: Nx monorepo: TS6059 error when importing a library into another (is changing rootDir a best practice?) I'm facing the following problem within a project that includes Nx: error TS6059: File '/... typescript nx-monorepo nx-workspace Christian Vincenzo Traina 10.6k asked 24 mins ago 2 votes 0 answers 27 views Remove library without removing source I have made a custom library, let's call it mylib. In another project which uses this custom library of mine, I have put the following in its pyproject.toml: [tool.uv.sources] mylib= { path = /PATH/TO/... python uv robertspierre 5,896 asked 31 mins ago Advice 0 votes 0 replies 10 views Kotlin DSL: Replacement for android.bootClasspath android.sdkDirectory and android.bootClasspath don't exist in Kotlin DSL. For android.sdkDirectory I can use: val javadoc by tasks.registering(Javadoc::class) { val sdkDirectory = System.getenv(&... android kotlin gradle gradle-kotlin-dsl bootclasspath Martin Zeitler 79.8k asked 35 mins ago 1 vote 0 answers 20 views Flatten multindex column in a pipe in pandas Suppose I have the following DataFrame: arrays = [[1, 1, 2, 2], [\"red\", \"blue\", \"red\", \"blue\"]] ix = pd.MultiIndex.from_arrays(arrays, names=(\"number\",... python pandas d",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. 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      "content": "Newest Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . 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Explore Stack Internal Newest Questions Ask Question 24,169,355 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views How to get Ubuntu 22.04 to remote access to Ubuntu 20.04 using Remmina and OpenVPN ovpn file on 20.04 PC? I have a computer running Ubuntu 20.04, and access it using Remmina from a computer running Ubuntu 22.04. This works without any issues. I wanted to use a VPN, so paid for ProtonVPN, but they don't ... remote-access ubuntu-20.04 openvpn TTM 21 asked 1 min ago -1 votes 0 answers 14 views code not running at all through terminal i keep running into this error message PS C:\\Users\\Bonol\\Downloads\\future-vision-hub-main> npm i npm error code ENOENT npm error syscall open npm error path C:\\Users\\Bonol\\Downloads\\future-vision-hub-main\\package.json npm error errno -... terminal Tshepo Kgarebe 1 asked 8 mins ago 0 votes 0 answers 7 views Slack admin_analytics_getFile error - Error retrieving analytics file: file_not_yet_available We are using slack_sdk to get analytics information for a particular day from slack. However we assume due to volume of the data I am getting a file_not_yet_available error. Here is the code that we ... slack slack-api Sujith Shajee 195 asked 11 mins ago 0 votes 0 answers 7 views Ray scheduler isn't getting assigned any tasks/actors I have a Ray cluster, I run it through these commands: Scheduler: nohup ray start --head \\ --node-ip-address=<HOST_IP> \\ --port=6379 \\ --resources='{\"is_worker\": 1}' --... python cloud distributed-computing ray cuneyttyler 1,414 asked 13 mins ago 0 votes 0 answers 23 views How to get JsonSerializer.Deserialize<> to not leave objects as JsonElement? [duplicate] When I run System.Text.Json.JsonSerializer.Deserialize<Dictionary<string, object>> all values are converted to JsonElement, instead of the actual value. I expect numbers to be converted to ... c# .net json-deserialization system.text.json Eric 2,420 asked 21 mins ago Best practices 0 votes 0 replies 11 views In NX, is it a best practice to set \"rootDir\": \"libs\" in any lib under the /libs folder? Title: Nx monorepo: TS6059 error when importing a library into another (is changing rootDir a best practice?) I'm facing the following problem within a project that includes Nx: error TS6059: File '/... typescript nx-monorepo nx-workspace Christian Vincenzo Traina 10.6k asked 24 mins ago 2 votes 0 answers 28 views Remove library without removing source I have made a custom library, let's call it mylib. In another project which uses this custom library of mine, I have put the following in its pyproject.toml: [tool.uv.sources] mylib= { path = /PATH/TO/... python uv robertspierre 5,896 asked 31 mins ago Advice 0 votes 0 replies 10 views Kotlin DSL: Replacement for android.bootClasspath android.sdkDirectory and android.bootClasspath don't exist in Kotlin DSL. For android.sdkDirectory I can use: val javadoc by tasks.registering(Javadoc::class) { val sdkDirectory = System.getenv(&... android kotlin gradle gradle-kotlin-dsl bootclasspath Martin Zeitler 79.8k asked 36 mins ago 1 vote 0 answers 20 views Flatten multindex column in a pipe in pandas Suppose I have the following DataFrame: arrays = [[1, 1, 2, 2], [\"red\", \"blue\", \"red\", \"blue\"]] ix = pd.MultiIndex.from_arrays(arrays, names=(\"number\",... python pandas d",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,355 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views How to get Ubuntu 22.04 to remote access to Ubuntu 20.04 using Remmina and OpenVPN ovpn file on 20.04 PC? I have a computer running Ubuntu 20.04, and access it using Remmina from a computer running Ubuntu 22.04. This works without any issues. I wanted to use a VPN, so paid for ProtonVPN, but they don't ... remote-access ubuntu-20.04 openvpn TTM 21 asked 1 min ago -1 votes 0 answers 14 views code not running at all through terminal i keep running into this error message PS C:\\Users\\Bonol\\Downloads\\future-vision-hub-main> npm i npm error code ENOENT npm error syscall open npm error path C:\\Users\\Bonol\\Downloads\\future-vision-hub-main\\package.json npm error errno -... terminal Tshepo Kgarebe 1 asked 8 mins ago 0 votes 0 answers 7 views Slack admin_analytics_getFile error - Error retrieving analytics file: file_not_yet_available We are using slack_sdk to get analytics information for a particular day from slack. However we assume due to volume of the data I am getting a file_not_yet_available error. Here is the code that we ... slack slack-api Sujith Shajee 195 asked 11 mins ago 0 votes 0 answers 7 views Ray scheduler isn't getting assigned any tasks/actors I have a Ray cluster, I run it through these commands: Scheduler: nohup ray start --head \\ --node-ip-address=<HOST_IP> \\ --port=6379 \\ --resources='{\"is_worker\": 1}' --... python cloud distributed-computing ray cuneyttyler 1,414 asked 13 mins ago 0 votes 0 answers 23 views How to get JsonSerializer.Deserialize<> to not leave objects as JsonElement? [duplicate] When I run System.Text.Json.JsonSerializer.Deserialize<Dictionary<string, object>> all values are converted to JsonElement, instead of the actual value. I expect numbers to be converted to ... c# .net json-deserialization system.text.json Eric 2,420 asked 21 mins ago Best practices 0 votes 0 replies 11 views In NX, is it a best practice to set \"rootDir\": \"libs\" in any lib under the /libs folder? Title: Nx monorepo: TS6059 error when importing a library into another (is changing rootDir a best practice?) I'm facing the following problem within a project that includes Nx: error TS6059: File '/... typescript nx-monorepo nx-workspace Christian Vincenzo Traina 10.6k asked 24 mins ago 2 votes 0 answers 28 views Remove library without removing source I have made a custom library, let's call it mylib. In another project which uses this custom library of mine, I have put the following in its pyproject.toml: [tool.uv.sources] mylib= { path = /PATH/TO/... python uv robertspierre 5,896 asked 31 mins ago Advice 0 votes 0 replies 10 views Kotlin DSL: Replacement for android.bootClasspath android.sdkDirectory and android.bootClasspath don't exist in Kotlin DSL. For android.sdkDirectory I can use: val javadoc by tasks.registering(Javadoc::class) { val sdkDirectory = System.getenv(&... android kotlin gradle gradle-kotlin-dsl bootclasspath Martin Zeitler 79.8k asked 36 mins ago 1 vote 0 answers 20 views Flatten multindex column in a pipe in pandas Suppose I have the following DataFrame: arrays = [[1, 1, 2, 2], [\"red\", \"blue\", \"red\", \"blue\"]] ix = pd.MultiIndex.from_arrays(arrays, names=(\"number\",... python pandas d",
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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 45 views PyCharm installs pip that don't give any function It is absolute cry for help. I'm a complete coding noob and i can't even begin. I need to use numpy and some other pip packages and while it's show them in interpreter window and print their versions ... python pip pycharm Bernard Carree 1 asked 1 hour ago Advice 1 vote 9 replies 59 views Floor of Natural Logarithm I have an arbitrarily large integer n. How would I calculate the exact value of \u230aln(n)\u230b? int(math.log(n)) fails, as math.log(n) might not be accurate enough (e.g. if given 4311231547115195 it outputs ... python logarithm bigint floor nonhuman 140 asked 1 hour ago Best practices 0 votes 0 replies 12 views Creating a custom mock object with internal state in Python I am trying to create a mock class which mocks an interface to some hardware which is not always available. I want to be able to emulate the hardware when it's not available. The real class which ... python mocking magicmock generic purple turtle 501 asked 1 hour ago -1 votes 1 answer 36 views How to set up documentation with MkDocs? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 45 views PyCharm installs pip that don't give any function It is absolute cry for help. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 45 views PyCharm installs pip that don't give any function It is absolute cry for help. 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I tried to set up MkDocs for a small local project using ChatGPT, but it failed. Here is what I have as folder structure: - mymodule/ | - __init__.py | - tester.py - docs/ | - docs/ ... python mkdocs Alex 45k asked 2 hours ago 0 votes 0 answers 25 views Ray scheduler isn't getting assigned any tasks/actors I have a Ray cluster, I run it through these commands: Scheduler: nohup ray start --head \\ --node-ip-address=<HOST_IP> \\ --port=6379 \\ --resources='{\"is_worker\": 1}' --... python cloud distributed-computing ray cuneyttyler 1,414 asked 3 hours ago 2 votes 0 answers 51 views Remove library without removing source I have made a custom library, let's call it mylib. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,378 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 5 mins ago 0 votes 0 answers 11 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. I can successfully log (push) artifacts to a run, but when I try to list them using MlflowClient.... gitlab gitlab-ci mlflow Facundo 23 asked 28 mins ago 0 votes 0 answers 13 views Unable to upload provider checksums: 400 Bad request I\u2019m attempting to upload my first provider to the private registry for my org. I\u2019m following this tutorial: Publish private providers to the HCP Terraform private registry | Terraform | HashiCorp ... terraform terraform-provider Matt M 1,490 asked 32 mins ago 0 votes 0 answers 11 views Why is Intellij's editor not recognizing standard JSP tags? The project runs fine when I deploy it to Tomcat. The problem is the editor: it flags the taglib URL, and the \"if\" tag, like it's never heard of them. This is a project that I've been ... java jsp intellij-idea Mike Baranczak 8,419 asked 32 mins ago 0 votes 0 answers 8 views Google Dataform assertions: how to log known data issues and alert only on new assertion failures? I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-engineering wookietreiber 1 asked 36 mins ago 1 vote 0 answers 30 views Add unaccent to text search I'm new to text search and it is still confusing to me. I want to add the unaccent extension in the text search. Configuration: create extension if not exists unaccent; drop text search configuration ... postgresql postgresql-17 Clodoaldo Pinto 127k asked 1 hour ago Tooling 0 votes 0 replies 26 views Prevent Windows App (Web) from opening corporate VM in a new Chrome tab on Linux I'm using Chrome web apps on Ubuntu 24.04 to access my corporate virtual machine, which uses Windows App (Windows cloud) as its tool. However, once inside the Chrome web app 'Windows App', when I ... google-chrome web-applications progressive-web-apps ubuntu-24.04 Igor Mendon\u00e7a 169 asked 1 hour ago -1 votes 2 answers 56 views Change variable to constant during runtime I'm working on a small personal project where I need to dynamically create an array that will end up being a constant. I know that I can just create a different variable and use the const keyword to ... javascript RedstoneGG4 25 asked 1 hour ago 0 votes 0 answers 24 views Cross referencing data between sheets when rows are inserted I have a Libreoffice Calc spreadsheet where I have entered lots of data into the main sheet. Sometime in the past I created a summary sheet with data copied from four columns and I sor",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,378 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 5 mins ago 0 votes 0 answers 11 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. I can successfully log (push) artifacts to a run, but when I try to list them using MlflowClient.... gitlab gitlab-ci mlflow Facundo 23 asked 28 mins ago 0 votes 0 answers 13 views Unable to upload provider checksums: 400 Bad request I\u2019m attempting to upload my first provider to the private registry for my org. I\u2019m following this tutorial: Publish private providers to the HCP Terraform private registry | Terraform | HashiCorp ... terraform terraform-provider Matt M 1,490 asked 32 mins ago 0 votes 0 answers 11 views Why is Intellij's editor not recognizing standard JSP tags? The project runs fine when I deploy it to Tomcat. The problem is the editor: it flags the taglib URL, and the \"if\" tag, like it's never heard of them. This is a project that I've been ... java jsp intellij-idea Mike Baranczak 8,419 asked 32 mins ago 0 votes 0 answers 8 views Google Dataform assertions: how to log known data issues and alert only on new assertion failures? I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-engineering wookietreiber 1 asked 36 mins ago 1 vote 0 answers 30 views Add unaccent to text search I'm new to text search and it is still confusing to me. I want to add the unaccent extension in the text search. Configuration: create extension if not exists unaccent; drop text search configuration ... postgresql postgresql-17 Clodoaldo Pinto 127k asked 1 hour ago Tooling 0 votes 0 replies 26 views Prevent Windows App (Web) from opening corporate VM in a new Chrome tab on Linux I'm using Chrome web apps on Ubuntu 24.04 to access my corporate virtual machine, which uses Windows App (Windows cloud) as its tool. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,379 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views ASP.NET Core (.NET 6) app works with dotnet run but hangs with no response when hosted on IIS (Plesk / Windows Server) I\u2019m having a problem hosting an ASP.NET Core (.NET 6) application on IIS (Windows Server, managed via Plesk). The application starts correctly, but HTTP requests hang indefinitely (no response, no ... .net web hosting plesk sites Samuel German 1 asked 25 secs ago 0 votes 0 answers 6 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 5 mins ago 0 votes 0 answers 11 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. I can successfully log (push) artifacts to a run, but when I try to list them using MlflowClient.... gitlab gitlab-ci mlflow Facundo 23 asked 28 mins ago 0 votes 0 answers 13 views Unable to upload provider checksums: 400 Bad request I\u2019m attempting to upload my first provider to the private registry for my org. I\u2019m following this tutorial: Publish private providers to the HCP Terraform private registry | Terraform | HashiCorp ... terraform terraform-provider Matt M 1,490 asked 32 mins ago 0 votes 0 answers 11 views Why is Intellij's editor not recognizing standard JSP tags? The project runs fine when I deploy it to Tomcat. The problem is the editor: it flags the taglib URL, and the \"if\" tag, like it's never heard of them. This is a project that I've been ... java jsp intellij-idea Mike Baranczak 8,419 asked 32 mins ago 0 votes 0 answers 8 views Google Dataform assertions: how to log known data issues and alert only on new assertion failures? I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-engineering wookietreiber 1 asked 36 mins ago 1 vote 0 answers 30 views Add unaccent to text search I'm new to text search and it is still confusing to me. I want to add the unaccent extension in the text search. Configuration: create extension if not exists unaccent; drop text search configuration ... postgresql postgresql-17 Clodoaldo Pinto 127k asked 1 hour ago Tooling 0 votes 0 replies 26 views Prevent Windows App (Web) from opening corporate VM in a new Chrome tab on Linux I'm using Chrome web apps on Ubuntu 24.04 to access my corporate virtual machine, which uses Windows App (Windows cloud) as its tool. However, once inside the Chrome web app 'Windows App', when I ... google-chrome web-applications progressive-web-apps ubuntu-24.04 Igor Mendon\u00e7a 169 asked 1 hour ago -1 votes 2 answers 56 views Change variable to constant during runtime I'm working on a small personal project where I need to dynamically create an array that will end up being a ",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 46 views PyCharm installs pip that don't give any function It is absolute cry for help. I'm a complete coding noob and i can't even begin. I need to use numpy and some other pip packages and while it's show them in interpreter window and print their versions ... python pip pycharm Bernard Carree 1 asked 1 hour ago Advice 1 vote 10 replies 63 views Floor of Natural Logarithm I have an arbitrarily large integer n. How would I calculate the exact value of \u230aln(n)\u230b? int(math.log(n)) fails, as math.log(n) might not be accurate enough (e.g. if given 4311231547115195 it outputs ... python logarithm bigint floor nonhuman 140 asked 2 hours ago Best practices 0 votes 0 replies 14 views Creating a custom mock object with internal state in Python I am trying to create a mock class which mocks an interface to some hardware which is not always available. I want to be able to emulate the hardware when it's not available. 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In another project which uses this custom library of mine, I have put the following in its pyproject.toml: [tool.uv.sources] mylib= { path = /PATH/TO/... python uv robertspierre 5,916 asked 4 hours ago 3 votes 1 answer 54 views Flatten multindex column in a pipe in pandas Suppose I have the following DataFrame: arrays = [[1, 1, 2, 2], [\"red\", \"blue\", \"red\", \"blue\"]] ix = pd.MultiIndex.from_arrays(arrays, names=(\"number\",... python pandas dataframe robertspierre 5,916 asked 4 hours ago Best practices 0 votes 6 replies 73 views How should the settings priority system work? We have three configurations of different levels.: default_settings = {'compression': 'zip'} format_config = {'compression_quality': 85, 'background_color': 'white', 'alpha_channel': 'remove'} ... python configuration config SanokYT7 1 asked 4 hours ago Advice 0 votes 2 replies 41 views What kind of audio mixing and audio manipulation should my discord like voice communication program do? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 46 views PyCharm installs pip that don't give any function It is absolute cry for help. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,762 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -2 votes 1 answer 46 views PyCharm installs pip that don't give any function It is absolute cry for help. I'm a complete coding noob and i can't even begin. I need to use numpy and some other pip packages and while it's show them in interpreter window and print their versions ... python pip pycharm Bernard Carree 1 asked 1 hour ago Advice 1 vote 10 replies 63 views Floor of Natural Logarithm I have an arbitrarily large integer n. How would I calculate the exact value of \u230aln(n)\u230b? int(math.log(n)) fails, as math.log(n) might not be accurate enough (e.g. if given 4311231547115195 it outputs ... python logarithm bigint floor nonhuman 140 asked 2 hours ago Best practices 0 votes 0 replies 14 views Creating a custom mock object with internal state in Python I am trying to create a mock class which mocks an interface to some hardware which is not always available. I want to be able to emulate the hardware when it's not available. The real class which ... python mocking magicmock generic purple turtle 501 asked 2 hours ago -1 votes 1 answer 38 views How to set up documentation with MkDocs? I tried to set up MkDocs for a small local project using ChatGPT, but it failed. Here is what I have as folder structure: - mymodule/ | - __init__.py | - tester.py - docs/ | - docs/ ... python mkdocs Alex 45k asked 3 hours ago 0 votes 0 answers 28 views Ray scheduler isn't getting assigned any tasks/actors I have a Ray cluster, I run it through these commands: Scheduler: nohup ray start --head \\ --node-ip-address=<HOST_IP> \\ --port=6379 \\ --resources='{\"is_worker\": 1}' --... python cloud distributed-computing ray cuneyttyler 1,414 asked 3 hours ago 2 votes 0 answers 52 views Remove library without removing source I have made a custom library, let's call it mylib. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,382 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views What exactly need to be activated in Chromium web browser to play on GeForce Now? I know that Chromium web browser is working to play on GeForce Now. My question is: What need to be activated inside Chromium to still be able to play on GeForce Now? WebRTC? WebGL? Etc..? This is a ... 3d webrtc video-streaming webgl chromium euraad 2,907 asked 1 min ago Advice 0 votes 1 replies 17 views Multithreading Programs Is multithreading still relevant in modern computing? Can async be better than multithreading? multithreading asynchronous Achieng 1 asked 8 mins ago Advice 0 votes 0 replies 13 views CRTP with Multilevel Inheritance and Mixins I have an implementation of CRTP with multilevel inheritance that I think works pretty well. Any external method call will always call the most derived implementation. Furthermore, if any method ... c++ templates mixins crtp template-templates Ramon 1,349 asked 15 mins ago 0 votes 0 answers 8 views ASP.NET Core (.NET 6) app works with dotnet run but hangs with no response when hosted on IIS (Plesk / Windows Server) I'm having a problem hosting an ASP.NET Core (.NET 6) application on IIS (Windows Server, managed via Plesk). The application starts correctly, but HTTP requests hang indefinitely (no response, no ... .net web hosting plesk sites Samuel German 1 asked 15 mins ago 0 votes 0 answers 12 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? [duplicate] Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 20 mins ago 0 votes 0 answers 14 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. I can successfully log (push) artifacts to a run, but when I try to list them using MlflowClient.... gitlab gitlab-ci mlflow Facundo 23 asked 43 mins ago 0 votes 0 answers 16 views Unable to upload provider checksums: 400 Bad request I\u2019m attempting to upload my first provider to the private registry for my org. I\u2019m following this tutorial: Publish private providers to the HCP Terraform private registry | Terraform | HashiCorp ... terraform terraform-provider Matt M 1,490 asked 47 mins ago 0 votes 0 answers 15 views Why is Intellij's editor not recognizing standard JSP tags? The project runs fine when I deploy it to Tomcat. The problem is the editor: it flags the taglib URL, and the \"if\" tag, like it's never heard of them. This is a project that I've been ... java jsp intellij-idea Mike Baranczak 8,419 asked 47 mins ago 0 votes 0 answers 11 views Google Dataform assertions: how to log known data issues and alert only on new assertion failures? I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-enginee",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,382 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views What exactly need to be activated in Chromium web browser to play on GeForce Now? I know that Chromium web browser is working to play on GeForce Now. My question is: What need to be activated inside Chromium to still be able to play on GeForce Now? WebRTC? WebGL? Etc..? This is a ... 3d webrtc video-streaming webgl chromium euraad 2,907 asked 1 min ago Advice 0 votes 1 replies 17 views Multithreading Programs Is multithreading still relevant in modern computing? Can async be better than multithreading? multithreading asynchronous Achieng 1 asked 8 mins ago Advice 0 votes 0 replies 13 views CRTP with Multilevel Inheritance and Mixins I have an implementation of CRTP with multilevel inheritance that I think works pretty well. Any external method call will always call the most derived implementation. Furthermore, if any method ... c++ templates mixins crtp template-templates Ramon 1,349 asked 15 mins ago 0 votes 0 answers 8 views ASP.NET Core (.NET 6) app works with dotnet run but hangs with no response when hosted on IIS (Plesk / Windows Server) I'm having a problem hosting an ASP.NET Core (.NET 6) application on IIS (Windows Server, managed via Plesk). The application starts correctly, but HTTP requests hang indefinitely (no response, no ... .net web hosting plesk sites Samuel German 1 asked 15 mins ago 0 votes 0 answers 12 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? [duplicate] Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 20 mins ago 0 votes 0 answers 14 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. 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I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-enginee",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,382 questions Newest Active Bountied 8 Unanswered More Bountied 8 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 2 views What exactly need to be activated in Chromium web browser to play on GeForce Now? I know that Chromium web browser is working to play on GeForce Now. My question is: What need to be activated inside Chromium to still be able to play on GeForce Now? WebRTC? WebGL? Etc..? This is a ... 3d webrtc video-streaming webgl chromium euraad 2,907 asked 1 min ago Advice 0 votes 1 replies 17 views Multithreading Programs Is multithreading still relevant in modern computing? Can async be better than multithreading? multithreading asynchronous Achieng 1 asked 8 mins ago Advice 0 votes 0 replies 13 views CRTP with Multilevel Inheritance and Mixins I have an implementation of CRTP with multilevel inheritance that I think works pretty well. Any external method call will always call the most derived implementation. Furthermore, if any method ... c++ templates mixins crtp template-templates Ramon 1,349 asked 15 mins ago 0 votes 0 answers 8 views ASP.NET Core (.NET 6) app works with dotnet run but hangs with no response when hosted on IIS (Plesk / Windows Server) I'm having a problem hosting an ASP.NET Core (.NET 6) application on IIS (Windows Server, managed via Plesk). The application starts correctly, but HTTP requests hang indefinitely (no response, no ... .net web hosting plesk sites Samuel German 1 asked 15 mins ago 0 votes 0 answers 12 views How to ensure that an opaque block of JavaScript or CSS can be safely embedded within an HTML <script> or <style> tag? [duplicate] Suppose I have an opaque block of script or style data, which I want to embed inside a <script> or <style> tag in an HTML file, such that it will be interpreted with the exact same meaning.... html escaping script-tag dumbass 27.3k asked 20 mins ago 0 votes 0 answers 14 views MlflowClient.list_artifacts() fails with ValueError when using GitLab MLflow tracking (mlflow==3.10.0) I\u2019m using GitLab\u2019s MLflow experiment tracking integration as my tracking server and mlflow==3.10.0. 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I am using Google Dataform (BigQuery) assertions as data quality checks in our ELT pipeline. Right now, when an assertion fails, the workflow invocation is marked as failed and we can see the failed ... google-bigquery dataform data-enginee",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 42 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 32 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 42 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 32 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 42 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 32 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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What I want to do is to pass down a variable I defined called INFISICAL_PROJECT_ID through -... docker gitlab-ci wavesinaroom 373 asked 26 mins ago 1 vote 0 answers 10 views Heroku ruby buildpack breaks on second deployment push I've upgraded Ruby from Ruby 3.1.7 to Ruby 3.2.8; after that, I've encountered a situation where my ruby bundle works for the first deployment on Heroku-deployed servers, but all subsequent ... ruby-on-rails ruby heroku deployment buildpack G987 31 asked 27 mins ago 0 votes 0 answers 7 views EAS Build uploads entire project instead of just mobile folder despite .easignore When I run either of these commands: eas build:inspect --platform android --stage archive --output ~/target/output/path --profile production or eas build --profile development --platform android EAS ... expo Mostafa Khobzi 1 asked 29 mins ago 0 votes 1 answer 13 views Ways to implement sniffy for junit 6 When setting up connection testing with JUnit as descibed in the docs, I get the error that @Rule can't be resolved to a type, and from what I've gathered off of the internet, @Rule is no longer a ... java junit sniffy Lucy 125 asked 30 mins ago Best practices 0 votes 1 replies 12 views Recommended folder structure for managing multiple client React projects with shared components? 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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 43 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 33 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 43 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 33 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,766 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -6 votes 0 answers 43 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 2 hours ago 0 votes 0 answers 33 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,453 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 7 views Exclude validation for classes from the package Use PMD 7.22.0 Need to exclude classes from packages and nested packages from the TooManyFields check. The solution from this answer did not work: https://stackoverflow.com/a/68502378/17965846 It ... java pmd wuttke 155 asked 3 mins ago Advice 0 votes 0 replies 3 views Should an Android SDK integrate Google UMP if GAID/ASID are provided by the host app? I\u2019m developing an Android SDK for a client. When integrated into application, the SDK renders a button that allows the user to link their application account to the client\u2019s service. The SDK expects ... android mobile sdk google-play-services Vitalii Zakharenko 1 asked 3 mins ago 0 votes 0 answers 3 views Oracle 11g returns NULL Result Set Good day folks, I stumbled upon a strage issue with my production database which is an oracle 11g. When we run this farily simple Query on the first run we always get NO RESULT at all from this ... sql oracle11g inner-join resultset Jan S. 331 asked 6 mins ago 0 votes 0 answers 8 views How does yacc parse C fragments? I'm writing a parser, using yacc, similar to yacc itself, in that my input language will contain scraps of C code. Consider the canonical sort of yacc production: something: some thing { $$ = ... c yacc lex Steve Summit 49.3k asked 6 mins ago 0 votes 0 answers 5 views CDK Virtual Scrolling with Flexible Width I want to use a cdk-virtual-scroll-viewport with a list of many items. This list will be used in various places, and some items will have more text than others. So I want to set a min-width and max-... css angular angular-cdk ineedtoknow 1,772 asked 11 mins ago Advice 0 votes 1 replies 4 views How can i make Syntax highlighting for a custom extension? i'm working on an llvm<sup>[1]</sup> based language and i want it to have its own Syntax Highlighting, i don't know how to do that, and the documentation<sup>[2]</sup> for VSC ... visual-studio compilation clang llvm syntax-highlighting Aidan N 1 asked 13 mins ago 0 votes 2 answers 9 views UIWindow not filling full screen \u2014 black bars in simulator after re-adding project files I'm building an iOS app using UIKit and Storyboards. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Consider the canonical sort of yacc production: something: some thing { $$ = ... c yacc lex Steve Summit 49.3k asked 7 mins ago 0 votes 0 answers 5 views CDK Virtual Scrolling with Flexible Width I want to use a cdk-virtual-scroll-viewport with a list of many items. This list will be used in various places, and some items will have more text than others. So I want to set a min-width and max-... css angular angular-cdk ineedtoknow 1,772 asked 11 mins ago Advice 0 votes 1 replies 4 views How can i make Syntax highlighting for a custom extension? i'm working on an llvm<sup>[1]</sup> based language and i want it to have its own Syntax Highlighting, i don't know how to do that, and the documentation<sup>[2]</sup> for VSC ... visual-studio compilation clang llvm syntax-highlighting Aidan N 1 asked 13 mins ago 0 votes 2 answers 9 views UIWindow not filling full screen \u2014 black bars in simulator after re-adding project files I'm building an iOS app using UIKit and Storyboards. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. 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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,767 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Data Wrangler in Jupyter Notebook is not displaying I've been using Jupyter Notebooks for a long time and when I run \"df\" to show the dataframe it used to be presented with Data Loader. Today I noticed that it's not displaying anymore. I've ... python visual-studio-code vscode-extensions Xavier 139 asked 8 mins ago -6 votes 0 answers 46 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 3 hours ago 0 votes 0 answers 34 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? I'm working on an Explainable AI (XAI) project where I compare different model-agnostic frameworks (SHAP, LIME, DALEX). I'm using a custom wrapper to standardize my model's output (similar to a Scikit-... python pandas scikit-learn Z\u00fcmra Arslanhan 1 asked 3 hours ago 0 votes 0 answers 29 views Hashicorp Vault OSS: cannot login with python hvac library but ok with Curl I am using the hvac python library to access my Vault Instance. This is NOT a Vault Enterprise but the Open source version (OSS). Here is my Python code: VAULT_ADDR=\"https://vault-oss.eu.gcp.... python hashicorp-vault hvac \u0440\u00fc\u0444\u0444\u043f 5,600 asked 5 hours ago -6 votes 0 answers 29 views Gunicors utilizes much RAM in frappe framework [closed] Gunicorn takes more RAM in frappe framework while running the application. Linux server with 32 GB RAM and 256 ROM. python frappe uv python-3.14 Praveenkumar Subramani 1 asked 6 hours ago -1 votes 2 answers 45 views Multiple QHBoxLayouts don't line up when using weights I created my own custom QDialog with the following layout (Python 3.12.12 in QGIS): layoutOne = QHBoxLayout() oneA = QRadioButton(\"Option 1A\") oneB = QRadioButton(\"Option 1B\") ... python qgis qboxlayout Neph 2,011 asked 6 hours ago -3 votes 0 answers 54 views How can i choose a sort for my real time object tracking project im developing a realtime object tracking with my custom trained yolo26x model. My camera is static and my objects move slowly. Sometimes they dont move at all. The objects dont quit the area and there ... python computer-vision tracking yolo Bar\u0131\u015f Atay 7 asked 7 hours ago Advice 1 vote 0 replies 28 views Efficiently processing 1 year of daily historical files using dataflow I have an Apache Beam pipeline (running on Dataflow) that normally performs a daily batch load from Cloud Storage to BigQuery. The source team has provided 1 year of historical data that needs to be ... python google-bigquery google-cloud-storage google-cloud-dataflow Saravana Kumar 93 asked 8 hours ago",
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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,767 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Data Wrangler in Jupyter Notebook is not displaying I've been using Jupyter Notebooks for a long time and when I run \"df\" to show the dataframe it used to be presented with Data Loader. Today I noticed that it's not displaying anymore. I've ... python visual-studio-code vscode-extensions Xavier 139 asked 8 mins ago -6 votes 0 answers 46 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 3 hours ago 0 votes 0 answers 34 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? I'm working on an Explainable AI (XAI) project where I compare different model-agnostic frameworks (SHAP, LIME, DALEX). I'm using a custom wrapper to standardize my model's output (similar to a Scikit-... python pandas scikit-learn Z\u00fcmra Arslanhan 1 asked 3 hours ago 0 votes 0 answers 29 views Hashicorp Vault OSS: cannot login with python hvac library but ok with Curl I am using the hvac python library to access my Vault Instance. This is NOT a Vault Enterprise but the Open source version (OSS). Here is my Python code: VAULT_ADDR=\"https://vault-oss.eu.gcp.... python hashicorp-vault hvac \u0440\u00fc\u0444\u0444\u043f 5,600 asked 6 hours ago -6 votes 0 answers 29 views Gunicors utilizes much RAM in frappe framework [closed] Gunicorn takes more RAM in frappe framework while running the application. Linux server with 32 GB RAM and 256 ROM. python frappe uv python-3.14 Praveenkumar Subramani 1 asked 6 hours ago -1 votes 2 answers 45 views Multiple QHBoxLayouts don't line up when using weights I created my own custom QDialog with the following layout (Python 3.12.12 in QGIS): layoutOne = QHBoxLayout() oneA = QRadioButton(\"Option 1A\") oneB = QRadioButton(\"Option 1B\") ... python qgis qboxlayout Neph 2,011 asked 6 hours ago -3 votes 0 answers 54 views How can i choose a sort for my real time object tracking project im developing a realtime object tracking with my custom trained yolo26x model. My camera is static and my objects move slowly. Sometimes they dont move at all. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,767 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Data Wrangler in Jupyter Notebook is not displaying I've been using Jupyter Notebooks for a long time and when I run \"df\" to show the dataframe it used to be presented with Data Loader. Today I noticed that it's not displaying anymore. I've ... python visual-studio-code vscode-extensions Xavier 139 asked 8 mins ago -6 votes 0 answers 46 views Python program to implement basic Q-learning in a simple 1D environment with 5 states (0 to 4) [closed] Here's my code: learning_rate, discount_factor, epsilon, num_episodes = map(float, input().split()) num_episodes = int(num_episodes) num_states = 5 num_actions = 2 terminal_state = 4 q_table = [[0.0 ... python machine-learning q-learning Ashim Mehar 1 asked 2 hours ago Advice 0 votes 2 replies 32 views ThreeDimensions \u2013 Hybrid C++/Python 3D Modeling Library with Modifier Stack I\u2019ve been working on a project called ThreeDimensions, a hybrid C++20/Python 3D modeling library designed to provide programmable mesh modeling tools similar to traditional 3D software workflows, but ... python 3d LEGEND'S DaD 1 asked 3 hours ago 0 votes 0 answers 34 views How to maintain feature alignment when passing a custom model wrapper to SHAP KernelExplainer? I'm working on an Explainable AI (XAI) project where I compare different model-agnostic frameworks (SHAP, LIME, DALEX). I'm using a custom wrapper to standardize my model's output (similar to a Scikit-... python pandas scikit-learn Z\u00fcmra Arslanhan 1 asked 3 hours ago 0 votes 0 answers 29 views Hashicorp Vault OSS: cannot login with python hvac library but ok with Curl I am using the hvac python library to access my Vault Instance. This is NOT a Vault Enterprise but the Open source version (OSS). Here is my Python code: VAULT_ADDR=\"https://vault-oss.eu.gcp.... python hashicorp-vault hvac \u0440\u00fc\u0444\u0444\u043f 5,600 asked 6 hours ago -6 votes 0 answers 29 views Gunicors utilizes much RAM in frappe framework [closed] Gunicorn takes more RAM in frappe framework while running the application. Linux server with 32 GB RAM and 256 ROM. python frappe uv python-3.14 Praveenkumar Subramani 1 asked 6 hours ago -1 votes 2 answers 45 views Multiple QHBoxLayouts don't line up when using weights I created my own custom QDialog with the following layout (Python 3.12.12 in QGIS): layoutOne = QHBoxLayout() oneA = QRadioButton(\"Option 1A\") oneB = QRadioButton(\"Option 1B\") ... python qgis qboxlayout Neph 2,011 asked 6 hours ago -3 votes 0 answers 54 views How can i choose a sort for my real time object tracking project im developing a realtime object tracking with my custom trained yolo26x model. My camera is static and my objects move slowly. Sometimes they dont move at all. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Recently one of the data structures in C++ was tagged with alignas(16) as the embedded types are now SIMD ... c++ assembly c++-cli memory-alignment Steven 732 asked 14 mins ago Best practices 0 votes 0 replies 20 views What response should I return when my get response is empty I have an endpoint to get a message when there is a message to show to the user. When there is a message, the API returns: { \"title\": \"the title\", \"message\": \"the ... rest http Lana James 67 asked 28 mins ago Advice 1 vote 2 replies 21 views I dont understand this peace of php connect database code I started learning php a few days ago and i am currently learning rest api. I tried asking gpt about it but i could not understand it. I am struggleing to unerstand this peace of codes can someone ... php database database-connection helper schoology Raidon 1 asked 29 mins ago 0 votes 1 answer 7 views Power Automate stuck in Classic Designer mode The Power Automate Cloud flow editor is currently showing flows in the classic designer view: The toggle that's typically in the top-right for Modern Designer is missing: One solution that works for ... user-interface power-automate Bort 611 asked 30 mins ago 0 votes 0 answers 5 views How can I reduce the response URL size from Microsoft sign in via the Authentication.MicrosoftAccount library? We use Duende Identity Server (7.4.4) to enable sign in on our site. We offer a general Microsoft Single Sign On button through the Microsoft.AspNetCore.Authentication.MicrosoftAccount Nuget package. ... authentication microsoft-entra-id microsoft-account maxrequestlength Noah Orr 43 asked 32 mins ago 0 votes 0 answers 13 views Exclude validation for classes from the package Use PMD 7.22.0 Need to exclude classes from packages and nested packages from the TooManyFields check. The solution from this answer did not work: https://stackoverflow.com/a/68502378/17965846 It ... java pmd wuttke 155 asked 37 mins ago Advice 0 votes 0 replies 6 views Should an Android SDK integrate Google UMP if GAID/ASID are provided by the host app? I\u2019m developing an Android SDK for a client. When integrated into application, the SDK renders a button that allows the user to link their application account to the client\u2019s service. The SDK expects ... android mobile sdk google-play-services Vitalii Zakharenko 1 asked 37 mins ago 0 votes 0 answers 10 views Oracle 11g returns NULL Result Set I stumbled upon a strange issue with my production database which is an Oracle 11g. When we run this fairly simple Query on the first run we always get no result at all from this otherwise legit query.... sql oracle11g inner-join resultset Jan S. 331 ask",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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I am struggleing to unerstand this peace of codes can someone ... php database database-connection helper schoology Raidon 1 asked 29 mins ago 0 votes 1 answer 7 views Power Automate stuck in Classic Designer mode The Power Automate Cloud flow editor is currently showing flows in the classic designer view: The toggle that's typically in the top-right for Modern Designer is missing: One solution that works for ... user-interface power-automate Bort 611 asked 30 mins ago 0 votes 0 answers 5 views How can I reduce the response URL size from Microsoft sign in via the Authentication.MicrosoftAccount library? We use Duende Identity Server (7.4.4) to enable sign in on our site. We offer a general Microsoft Single Sign On button through the Microsoft.AspNetCore.Authentication.MicrosoftAccount Nuget package. ... authentication microsoft-entra-id microsoft-account maxrequestlength Noah Orr 43 asked 32 mins ago 0 votes 0 answers 13 views Exclude validation for classes from the package Use PMD 7.22.0 Need to exclude classes from packages and nested packages from the TooManyFields check. The solution from this answer did not work: https://stackoverflow.com/a/68502378/17965846 It ... java pmd wuttke 155 asked 37 mins ago Advice 0 votes 0 replies 6 views Should an Android SDK integrate Google UMP if GAID/ASID are provided by the host app? I\u2019m developing an Android SDK for a client. When integrated into application, the SDK renders a button that allows the user to link their application account to the client\u2019s service. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,456 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Data Wrangler in Jupyter Notebook is not displaying I've been using Jupyter Notebooks for a long time and when I run \"df\" to show the dataframe it used to be presented with Data Loader. Today I noticed that it's not displaying anymore. I've ... python visual-studio-code vscode-extensions Xavier 139 asked 9 mins ago 0 votes 0 answers 13 views Using aligned data types in C++/CLI mixed-mode; is my plan safe? I have some code that marshals data between C# and C++ using a C++/CLI mixed mode assembly. Recently one of the data structures in C++ was tagged with alignas(16) as the embedded types are now SIMD ... c++ assembly c++-cli memory-alignment Steven 732 asked 14 mins ago Best practices 0 votes 0 replies 20 views What response should I return when my get response is empty I have an endpoint to get a message when there is a message to show to the user. When there is a message, the API returns: { \"title\": \"the title\", \"message\": \"the ... rest http Lana James 67 asked 28 mins ago Advice 1 vote 2 replies 21 views I dont understand this peace of php connect database code I started learning php a few days ago and i am currently learning rest api. I tried asking gpt about it but i could not understand it. I am struggleing to unerstand this peace of codes can someone ... php database database-connection helper schoology Raidon 1 asked 29 mins ago 0 votes 1 answer 7 views Power Automate stuck in Classic Designer mode The Power Automate Cloud flow editor is currently showing flows in the classic designer view: The toggle that's typically in the top-right for Modern Designer is missing: One solution that works for ... user-interface power-automate Bort 611 asked 30 mins ago 0 votes 0 answers 5 views How can I reduce the response URL size from Microsoft sign in via the Authentication.MicrosoftAccount library? We use Duende Identity Server (7.4.4) to enable sign in on our site. We offer a general Microsoft Single Sign On button through the Microsoft.AspNetCore.Authentication.MicrosoftAccount Nuget package. ... authentication microsoft-entra-id microsoft-account maxrequestlength Noah Orr 43 asked 32 mins ago 0 votes 0 answers 13 views Exclude validation for classes from the package Use PMD 7.22.0 Need to exclude classes from packages and nested packages from the TooManyFields check. The solution from this answer did not work: https://stackoverflow.com/a/68502378/17965846 It ... java pmd wuttke 155 asked 37 mins ago Advice 0 votes 0 replies 6 views Should an Android SDK integrate Google UMP if GAID/ASID are provided by the host app? I\u2019m developing an Android SDK for a client. When integrated into application, the SDK renders a button that allows the user to link their application account to the client\u2019s service. The SDK expects ... android mobile sdk google-play-services Vitalii Zakharenko 1 asked 37 mins ago 0 votes 0 answers 10 views Oracle 11g returns NULL Result Set I stumbled upon a strange issue with my production database which is an Oracle 11g. When we run this fairly simple Query on the first run we always get no result at all from this otherwise legit query.... sql oracle11g inner-join resultset Jan S. 331 ask",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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I'm working on an Explainable AI (XAI) project where I compare different model-agnostic frameworks (SHAP, LIME, DALEX). I'm using a custom wrapper to standardize my model's output (similar to a Scikit-... python pandas scikit-learn Z\u00fcmra Arslanhan 1 asked 6 hours ago 0 votes 0 answers 29 views Hashicorp Vault OSS: cannot login with python hvac library but ok with Curl I am using the hvac python library to access my Vault Instance. This is NOT a Vault Enterprise but the Open source version (OSS). Here is my Python code: VAULT_ADDR=\"https://vault-oss.eu.gcp.... python hashicorp-vault hvac \u0440\u00fc\u0444\u0444\u043f 5,600 asked 9 hours ago -6 votes 0 answers 29 views Gunicors utilizes much RAM in frappe framework [closed] Gunicorn takes more RAM in frappe framework while running the application. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,483 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 1 replies 13 views Client strict FIPS compliant (FIPS 140-3) I\u2019m looking into FIPS compliance of following clients : Java clients using BouncyCastle FIPS Provider and BouncyCastleJSSE Provider C++ clients using libcurl ( OpenSSL backend ) using OpenSSL fips ... java c++ security fips forumUsr 41 asked 8 mins ago 0 votes 0 answers 15 views Luau --!strict: \"Unknown type 'DataServiceServer'\" when returning typed table I\u2019m working in Roblox using Luau with --!strict enabled. This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 27 mins ago 0 votes 0 answers 13 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 27 mins ago 0 votes 0 answers 16 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 32 mins ago Advice 0 votes 0 replies 19 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... artificial-intelligence Manish Kumar Tiwari 1 asked 41 mins ago -1 votes 0 answers 27 views Weird behaviour from !DOCTYPE I'm making the homepage of a website, but for some reason whenever I put the !DOCTYPE a weird barrier pushes everything down. I don't understand what's causing it and how to fix it, can someone help? ... html doctype Francesco Fratelli 7 asked 56 mins ago 0 votes 0 answers 8 views Azure Functions project not running with npm start but does run with func start I have a project that is configured with this package json file ( i am only pasting the relevant parts here) \"scripts\": { \"build\": \"tsc\", \"watch\": \"tsc ... node.js azure-functions jmiguel77 882 asked 1 hour ago Advice 0 votes 1 replies 14 views sklearn_boilerplate anything else should be included for everyday use? this are sklearn imports I use in every notebook, is anything else to be included for everyday use? import numpy as np import pandas as pd from sklearn.impute import SimpleImputer from sklearn.... scikit-learn import Misha Tsiri 1 asked 1 hour ago 0 votes 0 answers 16 views css colors are different on different GPU's within CMYK gamut, and colorimeter doesn't fix it PROBLEM Hi, I have some websites that make good use of certain colors with CSS, all within the CMYK gamut. Long story short: different GPU's and screens, which all have 100% or more of the entire CMYK ... colors graphics gpu cpu Action Jackson 1,358 asked 1 hour ago 0 votes 0 answers 6 views Autodesk Viewer A",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,483 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 1 replies 14 views Client strict FIPS compliant (FIPS 140-3) I\u2019m looking into FIPS compliance of following clients : Java clients using BouncyCastle FIPS Provider and BouncyCastleJSSE Provider C++ clients using libcurl ( OpenSSL backend ) using OpenSSL fips ... java c++ security fips forumUsr 41 asked 9 mins ago 0 votes 0 answers 15 views Luau --!strict: \"Unknown type 'DataServiceServer'\" when returning typed table I\u2019m working in Roblox using Luau with --!strict enabled. This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 27 mins ago 0 votes 0 answers 13 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 27 mins ago 0 votes 0 answers 16 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 33 mins ago Advice 0 votes 0 replies 19 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... artificial-intelligence Manish Kumar Tiwari 1 asked 41 mins ago -1 votes 0 answers 27 views Weird behaviour from !DOCTYPE I'm making the homepage of a website, but for some reason whenever I put the !DOCTYPE a weird barrier pushes everything down. I don't understand what's causing it and how to fix it, can someone help? ... html doctype Francesco Fratelli 7 asked 56 mins ago 0 votes 0 answers 8 views Azure Functions project not running with npm start but does run with func start I have a project that is configured with this package json file ( i am only pasting the relevant parts here) \"scripts\": { \"build\": \"tsc\", \"watch\": \"tsc ... node.js azure-functions jmiguel77 882 asked 1 hour ago Advice 0 votes 1 replies 14 views sklearn_boilerplate anything else should be included for everyday use? this are sklearn imports I use in every notebook, is anything else to be included for everyday use? import numpy as np import pandas as pd from sklearn.impute import SimpleImputer from sklearn.... scikit-learn import Misha Tsiri 1 asked 1 hour ago 0 votes 0 answers 16 views css colors are different on different GPU's within CMYK gamut, and colorimeter doesn't fix it PROBLEM Hi, I have some websites that make good use of certain colors with CSS, all within the CMYK gamut. 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This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 27 mins ago 0 votes 0 answers 13 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 27 mins ago 0 votes 0 answers 16 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 33 mins ago Advice 0 votes 0 replies 19 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... artificial-intelligence Manish Kumar Tiwari 1 asked 41 mins ago -1 votes 0 answers 27 views Weird behaviour from !DOCTYPE I'm making the homepage of a website, but for some reason whenever I put the !DOCTYPE a weird barrier pushes everything down. I don't understand what's causing it and how to fix it, can someone help? ... html doctype Francesco Fratelli 7 asked 56 mins ago 0 votes 0 answers 8 views Azure Functions project not running with npm start but does run with func start I have a project that is configured with this package json file ( i am only pasting the relevant parts here) \"scripts\": { \"build\": \"tsc\", \"watch\": \"tsc ... node.js azure-functions jmiguel77 882 asked 1 hour ago Advice 0 votes 1 replies 14 views sklearn_boilerplate anything else should be included for everyday use? this are sklearn imports I use in every notebook, is anything else to be included for everyday use? import numpy as np import pandas as pd from sklearn.impute import SimpleImputer from sklearn.... scikit-learn import Misha Tsiri 1 asked 1 hour ago 0 votes 0 answers 16 views css colors are different on different GPU's within CMYK gamut, and colorimeter doesn't fix it PROBLEM Hi, I have some websites that make good use of certain colors with CSS, all within the CMYK gamut. Long story short: different GPU's and screens, which all have 100% or more of the entire CMYK ... colors graphics gpu cpu Action Jackson 1,358 asked 1 hour ago 0 votes 0 answers 6 views Autodesk Viewer A",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,769 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views pattern recognition with times series I am working on a time series analysis project based on 5 years of electricity consumption data from a company (millions of rows stored in CSV files). 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,485 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views AWS hosted server and data to excel I've been looking all over and I can't find my answer, plus we have no local IT atm.(long story) Our company moved a server to the AWS cloud not too long ago. We use a software the stores info into a ... sql excel database remote-desktop BEE 1 asked 7 mins ago Advice 0 votes 0 replies 7 views pattern recognition with times series I am working on a time series analysis project based on 5 years of electricity consumption data from a company (millions of rows stored in CSV files). My goal is to detect the most recurrent ... python time-series shapes alan franck doko 1 asked 11 mins ago Advice 1 vote 0 replies 16 views Can Breeze.sharp have entities without keys? I'm trying to fetch data from a view to display in a table. The view does not have a key. Breeze complains about this. Is there a way to configure Breeze to handle this? I don't even need the entities ... breeze breeze-sharp justinm-4tech 1 asked 30 mins ago 0 votes 0 answers 16 views change double-tap to zoom behavior on mobile browser i have a web-app with a custom keyboard implemented in javascript/css. it works properly with the exception that, when a user taps too quickly on keys, it triggers the double-tap-to-zoom on ios safari.... javascript css Avi Sato 45 asked 30 mins ago Advice 0 votes 1 replies 22 views Client strict FIPS compliant (FIPS 140-3) I\u2019m looking into FIPS compliance of following clients : Java clients using BouncyCastle FIPS Provider and BouncyCastleJSSE Provider C++ clients using libcurl ( OpenSSL backend ) using OpenSSL fips ... java c++ security fips forumUsr 41 asked 43 mins ago 0 votes 0 answers 20 views Luau --!strict: \"Unknown type 'DataServiceServer'\" when returning typed table I\u2019m working in Roblox using Luau with --!strict enabled. This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 1 hour ago -1 votes 0 answers 18 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 1 hour ago 0 votes 0 answers 22 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 1 hour ago Advice 0 votes 0 replies 24 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... content-management-system Manish Kumar Tiwari 1 asked 1 hour ago -1 votes 0 answers 35 views Weird behaviour from !DOCTYPE I'm making the homepage of a we",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,485 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views AWS hosted server and data to excel I've been looking all over and I can't find my answer, plus we have no local IT atm.(long story) Our company moved a server to the AWS cloud not too long ago. We use a software the stores info into a ... sql excel database remote-desktop BEE 1 asked 7 mins ago Advice 0 votes 0 replies 7 views pattern recognition with times series I am working on a time series analysis project based on 5 years of electricity consumption data from a company (millions of rows stored in CSV files). My goal is to detect the most recurrent ... python time-series shapes alan franck doko 1 asked 11 mins ago Advice 1 vote 0 replies 16 views Can Breeze.sharp have entities without keys? I'm trying to fetch data from a view to display in a table. The view does not have a key. Breeze complains about this. Is there a way to configure Breeze to handle this? I don't even need the entities ... breeze breeze-sharp justinm-4tech 1 asked 30 mins ago 0 votes 0 answers 16 views change double-tap to zoom behavior on mobile browser i have a web-app with a custom keyboard implemented in javascript/css. it works properly with the exception that, when a user taps too quickly on keys, it triggers the double-tap-to-zoom on ios safari.... javascript css Avi Sato 45 asked 30 mins ago Advice 0 votes 1 replies 23 views Client strict FIPS compliant (FIPS 140-3) I\u2019m looking into FIPS compliance of following clients : Java clients using BouncyCastle FIPS Provider and BouncyCastleJSSE Provider C++ clients using libcurl ( OpenSSL backend ) using OpenSSL fips ... java c++ security fips forumUsr 41 asked 43 mins ago 0 votes 0 answers 20 views Luau --!strict: \"Unknown type 'DataServiceServer'\" when returning typed table I\u2019m working in Roblox using Luau with --!strict enabled. This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 1 hour ago -1 votes 0 answers 18 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 1 hour ago 0 votes 0 answers 22 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 1 hour ago Advice 0 votes 0 replies 24 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... content-management-system Manish Kumar Tiwari 1 asked 1 hour ago -1 votes 0 answers 35 views Weird behaviour from !DOCTYPE I'm making the homepage of a we",
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      "content": "Newest Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,485 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views AWS hosted server and data to excel I've been looking all over and I can't find my answer, plus we have no local IT atm.(long story) Our company moved a server to the AWS cloud not too long ago. We use a software the stores info into a ... sql excel database remote-desktop BEE 1 asked 7 mins ago Advice 0 votes 0 replies 7 views pattern recognition with times series I am working on a time series analysis project based on 5 years of electricity consumption data from a company (millions of rows stored in CSV files). My goal is to detect the most recurrent ... python time-series shapes alan franck doko 1 asked 11 mins ago Advice 1 vote 0 replies 16 views Can Breeze.sharp have entities without keys? I'm trying to fetch data from a view to display in a table. The view does not have a key. Breeze complains about this. Is there a way to configure Breeze to handle this? I don't even need the entities ... breeze breeze-sharp justinm-4tech 1 asked 30 mins ago 0 votes 0 answers 16 views change double-tap to zoom behavior on mobile browser i have a web-app with a custom keyboard implemented in javascript/css. it works properly with the exception that, when a user taps too quickly on keys, it triggers the double-tap-to-zoom on ios safari.... javascript css Avi Sato 45 asked 30 mins ago Advice 0 votes 1 replies 23 views Client strict FIPS compliant (FIPS 140-3) I\u2019m looking into FIPS compliance of following clients : Java clients using BouncyCastle FIPS Provider and BouncyCastleJSSE Provider C++ clients using libcurl ( OpenSSL backend ) using OpenSSL fips ... java c++ security fips forumUsr 41 asked 43 mins ago 0 votes 0 answers 20 views Luau --!strict: \"Unknown type 'DataServiceServer'\" when returning typed table I\u2019m working in Roblox using Luau with --!strict enabled. This is a ModuleScript intended to return a typed table. It runs on both client and server. Here is the minimal code that causes the issue: --!... lua lua-userdata riuuu 1 asked 1 hour ago -1 votes 0 answers 18 views I'm trying to zoom in on the user's location but it doesn't work It's for a school project. No matter how much i've tried changing the value or the command it just loads the map and move only a little bit (not even zooming) it's suppoesd to be a running app that ... java android-studio openstreetmap osmdroid Noam_B92 1 asked 1 hour ago 0 votes 0 answers 22 views Spotipy: playlist_add_items() returns 403 error I'm currently trying to use the Spotify API (with Spotipy) to add items to one of my playlists, but I keep getting a 403 forbidden error, like shown below after my current code: Code: import spotipy ... python spotify spotipy pedr0 1 asked 1 hour ago Advice 0 votes 0 replies 24 views What is the best architecture for building a scalable Student Management System for a university? I am a first-year B.Tech CSE student working on a Student Management System (SMS) project for my university. The system is expected to handle modules like student registration, course enrollment, ... content-management-system Manish Kumar Tiwari 1 asked 1 hour ago -1 votes 0 answers 35 views Weird behaviour from !DOCTYPE I'm making the homepage of a we",
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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,781 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 27 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 1 hour ago Best practices 0 votes 3 replies 52 views What is the actual difference in using composition versus inheritance? 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I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 84 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. 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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,781 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 29 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 2 hours ago Best practices 0 votes 3 replies 52 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 85 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 3 hours ago Advice 0 votes 3 replies 36 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 4 hours ago 2 votes 0 answers 36 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 5 hours ago -4 votes 1 answer 62 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 5 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 6 hours ago 3 votes 0 answers 53 views How to annotate a function that takes a type annotation as an input and apply it to the output? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 85 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 5 hours ago -4 votes 1 answer 62 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 5 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 6 hours ago 3 votes 0 answers 53 views How to annotate a function that takes a type annotation as an input and apply it to the output? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,781 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 29 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 2 hours ago Best practices 0 votes 3 replies 52 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 85 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 3 hours ago Advice 0 votes 3 replies 36 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 4 hours ago 2 votes 0 answers 36 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 5 hours ago -4 votes 1 answer 62 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 5 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 6 hours ago 3 votes 0 answers 53 views How to annotate a function that takes a type annotation as an input and apply it to the output? I want to type-annotate a function that takes a valid type annotation as an input parameter and returns a value that is type-annotated with the same annotation. It must support not just instances of ... python python-typing palotasb 4,788 asked 6 hours ago -5 votes 0 answers 55 views How to send push notifications to browsers from a Flask app running on a local network (LAN)? [closed] I\u2019m building a self-hosted local netw",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,781 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 30 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 2 hours ago Best practices 0 votes 4 replies 54 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 88 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 2 hours ago Advice 1 vote 8 replies 88 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. 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You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,782 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 23 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 34 mins ago Advice 1 vote 1 replies 35 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 2 hours ago Best practices 0 votes 4 replies 56 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 3 hours ago Advice 2 votes 8 replies 95 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 4 hours ago Advice 0 votes 3 replies 39 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 5 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 6 hours ago -4 votes 1 answer 65 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 6 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 7 hours ago 3 votes 0 answers 55 views How to annotate a function that takes a type annotation as an input and apply it to the output? 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I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 2 hours ago Best practices 0 votes 4 replies 56 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 3 hours ago Advice 2 votes 8 replies 95 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 4 hours ago Advice 0 votes 3 replies 39 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 5 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 6 hours ago -4 votes 1 answer 65 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 6 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 7 hours ago 3 votes 0 answers 55 views How to annotate a function that takes a type annotation as an input and apply it to the output? 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,782 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 23 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 42 mins ago Advice 1 vote 1 replies 37 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 3 hours ago Best practices 0 votes 4 replies 58 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 3 hours ago Advice 2 votes 8 replies 96 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 4 hours ago Advice 0 votes 3 replies 39 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 5 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 6 hours ago -4 votes 1 answer 66 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 6 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a user belongs to are exported to Proxmox. The requirement is ... python authentication single-sign-on proxmox Amine Mendil 1 asked 7 hours ago 3 votes 0 answers 55 views How to annotate a function that takes a type annotation as an input and apply it to the output? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,782 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 23 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 42 mins ago Advice 1 vote 1 replies 37 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. 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Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Why I am unable to close the A Tkinter frame and create another one? 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 10 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 18 mins ago 0 votes 0 answers 29 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 1 hour ago Advice 1 vote 1 replies 39 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 3 hours ago Best practices 0 votes 4 replies 60 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 4 hours ago Advice 2 votes 8 replies 97 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 5 hours ago Advice 0 votes 3 replies 40 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 5 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 10 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 18 mins ago 0 votes 0 answers 29 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 1 hour ago Advice 1 vote 1 replies 39 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 10 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 18 mins ago 0 votes 0 answers 29 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 1 hour ago Advice 1 vote 1 replies 39 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 3 hours ago Best practices 0 votes 4 replies 60 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 4 hours ago Advice 2 votes 8 replies 97 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 5 hours ago Advice 0 votes 3 replies 40 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 5 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 6 hours ago -4 votes 1 answer 67 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 7 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a us",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,566 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Tooling 0 votes 1 replies 4 views Can HDMI be controlled by Chromebook administrators? I know USB can be controlled/denied, I've experienced it myself. (ex. Flash Drives) But I'm trying to hook up a raspberry pi 5 with Linux and use my Chromebook as a monitor. Does anyone have any info? ... raspberry-pi jailbreak Jailbreaker 1 asked 4 mins ago 0 votes 0 answers 6 views Why does SQL Server 2022 treat formatting time different than datetime? I'm working on a project for work, where initially I was going to store a time in a datetimeoffset field in a table. I only care about the time and not the date, so I was going to use a placeholder ... sql John Roa 1 asked 4 mins ago 0 votes 0 answers 2 views Powershell Sript to itterate through an array of IP's and pull Serial No's As easy as possible (preferably without installing many dependencies), I am trying to iterate through an array of IP address (a couple hundred), and have them pull the serial number information from ... powershell Coleman Moore 1 asked 4 mins ago 0 votes 0 answers 3 views Unable to interact with OCI S3-compatible API I am trying to use the .NET AWS SDK to interact with OCI's object storage API since they have an S3 compatibility layer. This is my setup: BasicAWSCredentials creds = new(s3Credentials.AccessKey, ... amazon-s3 aws-sdk oracle-cloud-infrastructure iKingNinja 420 asked 6 mins ago 0 votes 0 answers 14 views Java 21 HttpClient: Intermittent java.io.IOException: HTTP/2 stream was reset when POSTing JSON how to make it reliable? I\u2019m building a small Java service (Java 21) that calls a third-party REST API. I\u2019m using and sending JSON with POST. The request works most of the time, but intermittently fails with an IOException / ... java \u041b\u0435\u043e\u043d\u0438\u0434 \u0421\u0435\u0432\u043e\u0441\u0442\u044c\u044f\u043d\u043e\u0432 1 asked 12 mins ago 1 vote 0 answers 10 views How to make cookies work with axios and vue3-cookies? I have successfully created a session-based, httpOnly-cookie stored authentification process between my Vue3 frontend and Spring Boot backend. Now, since the authentification cookie is httpOnly, I ... javascript vue.js axios vuejs3 vue-router SK19 287 asked 14 mins ago Advice 0 votes 1 replies 12 views Update and deleting tables I\u2019m very new to this stuff. Just learning SQLite. Learned about this website and wanted to try it out. What are the statements used in SQLite for updating data tables as well as for deleting tables? ... sqlite Nocelia Sainz 1 asked 17 mins ago 0 votes 1 answer 10 views Why I am unable to close the A Tkinter frame and create another one? 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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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Now, since the authentification cookie is httpOnly, I ... javascript vue.js axios vuejs3 vue-router SK19 287 asked 15 mins ago Advice 0 votes 1 replies 12 views Update and deleting tables I\u2019m very new to this stuff. Just learning SQLite. Learned about this website and wanted to try it out. What are the statements used in SQLite for updating data tables as well as for deleting tables? ... sqlite Nocelia Sainz 1 asked 17 mins ago 0 votes 1 answer 10 views Why I am unable to close the A Tkinter frame and create another one? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,566 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Tooling 0 votes 1 replies 4 views Can HDMI be controlled by Chromebook administrators? I know USB can be controlled/denied, I've experienced it myself. (ex. Flash Drives) But I'm trying to hook up a raspberry pi 5 with Linux and use my Chromebook as a monitor. Does anyone have any info? ... raspberry-pi jailbreak Jailbreaker 1 asked 4 mins ago 0 votes 0 answers 6 views Why does SQL Server 2022 treat formatting time different than datetime? I'm working on a project for work, where initially I was going to store a time in a datetimeoffset field in a table. I only care about the time and not the date, so I was going to use a placeholder ... sql John Roa 1 asked 4 mins ago 0 votes 0 answers 2 views Powershell Sript to itterate through an array of IP's and pull Serial No's As easy as possible (preferably without installing many dependencies), I am trying to iterate through an array of IP address (a couple hundred), and have them pull the serial number information from ... powershell Coleman Moore 1 asked 5 mins ago 0 votes 0 answers 3 views Unable to interact with OCI S3-compatible API I am trying to use the .NET AWS SDK to interact with OCI's object storage API since they have an S3 compatibility layer. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 17 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 28 mins ago 0 votes 0 answers 32 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 1 hour ago Advice 1 vote 1 replies 39 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 3 hours ago Best practices 0 votes 4 replies 60 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 4 hours ago Advice 2 votes 8 replies 99 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 5 hours ago Advice 0 votes 3 replies 40 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 6 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. Login completes successfully. ... python python-3.x oauth-2.0 botframework microsoft-teams PRATIK shinde 1 asked 7 hours ago -4 votes 1 answer 67 views dict to dataframe to export in Excel [closed] I am trying to convert a dict in a df in order to export it into Excel. Since I cannot export a list of dict I need to convert it in df. However, I have an issue with my columns/index, if I understand ... python excel pandas dataframe moqa 11 asked 7 hours ago 0 votes 0 answers 25 views Setting up SSO authentication on Proxmox via Authentik [closed] I am working on implementing SSO authentication on Proxmox via Authentik and I am facing a persistent issue. Currently, all groups that a us",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 17 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 28 mins ago 0 votes 0 answers 32 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 1 hour ago Advice 1 vote 1 replies 39 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. 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However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 5 hours ago Advice 0 votes 3 replies 40 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 6 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 17 views Why I am unable to close the A Tkinter frame and create another one? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,566 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 260 asked 8 mins ago Tooling 0 votes 3 replies 13 views How do I install POP_OS on a Raspberry Pi 5? I'm trying to jailbreak a Chromebook and I need to run Linux through HDMI somehow. I am very much a novice in this field and I'm currently in school, so I can't access my raspberry pi for a few days. ... raspberry-pi Jailbreaker 1 asked 13 mins ago 0 votes 0 answers 11 views Why does SQL Server 2022 treat formatting time different than datetime? I'm working on a project for work, where initially I was going to store a time in a datetimeoffset field in a table. 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I\u2019m building a small Java service (Java 21) that calls a third-party REST API. I\u2019m using and sending JSON with POST. The request works most of the time, but intermittently fails with an IOException / ... java \u041b\u0435\u043e\u043d\u0438\u0434 \u0421\u0435\u0432\u043e\u0441\u0442\u044c\u044f\u043d\u043e\u0432 1 asked 22 mins ago 1 vote 0 answers 10 views How to make cookies work with axios and vue3-cookies? I have successfully created a session-based, httpOnly-cookie stored authentification process between my Vue3 frontend and Spring Boot backend. Now, since the authentification cookie is httpOnly, I ... javascript vue.js axios vuejs3 vue-router SK19 287 asked 24 mins ago Advice 0 votes 1 replies 14 views Update and deleting tables I\u2019m very new to this stuff. Just learning SQLite. Learned about this website and wanted to try it out. 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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,566 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 260 asked 8 mins ago Tooling 0 votes 3 replies 13 views How do I install POP_OS on a Raspberry Pi 5? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,566 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 6 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 260 asked 8 mins ago Tooling 0 votes 3 replies 13 views How do I install POP_OS on a Raspberry Pi 5? I'm trying to jailbreak a Chromebook and I need to run Linux through HDMI somehow. I am very much a novice in this field and I'm currently in school, so I can't access my raspberry pi for a few days. ... raspberry-pi Jailbreaker 1 asked 13 mins ago 0 votes 0 answers 11 views Why does SQL Server 2022 treat formatting time different than datetime? I'm working on a project for work, where initially I was going to store a time in a datetimeoffset field in a table. I only care about the time and not the date, so I was going to use a placeholder ... sql John Roa 1 asked 14 mins ago 0 votes 0 answers 6 views Powershell Sript to itterate through an array of IP's and pull Serial No's As easy as possible (preferably without installing many dependencies), I am trying to iterate through an array of IP address (a couple hundred), and have them pull the serial number information from ... powershell Coleman Moore 1 asked 14 mins ago 0 votes 0 answers 3 views Unable to interact with OCI S3-compatible API I am trying to use the .NET AWS SDK to interact with OCI's object storage API since they have an S3 compatibility layer. This is my setup: BasicAWSCredentials creds = new(s3Credentials.AccessKey, ... amazon-s3 aws-sdk oracle-cloud-infrastructure iKingNinja 420 asked 15 mins ago 0 votes 0 answers 16 views Java 21 HttpClient: Intermittent java.io.IOException: HTTP/2 stream was reset when POSTing JSON how to make it reliable? I\u2019m building a small Java service (Java 21) that calls a third-party REST API. I\u2019m using and sending JSON with POST. The request works most of the time, but intermittently fails with an IOException / ... java \u041b\u0435\u043e\u043d\u0438\u0434 \u0421\u0435\u0432\u043e\u0441\u0442\u044c\u044f\u043d\u043e\u0432 1 asked 22 mins ago 1 vote 0 answers 10 views How to make cookies work with axios and vue3-cookies? I have successfully created a session-based, httpOnly-cookie stored authentification process between my Vue3 frontend and Spring Boot backend. Now, since the authentification cookie is httpOnly, I ... javascript vue.js axios vuejs3 vue-router SK19 287 asked 24 mins ago Advice 0 votes 1 replies 14 views Update and deleting tables I\u2019m very new to this stuff. Just learning SQLite. Learned about this website and wanted to try it out. What are the statements used in SQLite for updating data tables as well as for deleting tables? ... sqlite Nocelia Sainz 1 asked 26 mins ago 0 votes 1 answer 17 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 28 mins ag",
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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 30 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 1 hour ago 0 votes 0 answers 33 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 2 hours ago Advice 1 vote 1 replies 45 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 4 hours ago Best practices 0 votes 4 replies 64 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 5 hours ago Advice 2 votes 8 replies 103 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 6 hours ago Advice 0 votes 3 replies 41 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 7 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working Case User clicks Sign In. User enters email and password. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 30 views Why I am unable to close the A Tkinter frame and create another one? 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,783 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 30 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 1 hour ago 0 votes 0 answers 33 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 2 hours ago Advice 1 vote 1 replies 45 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,570 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views hash symbol in c language I'm wondering why this code compiles: https://godbolt.org/z/P5bjq6c9x # int main() { return 0; } Why doesn't a single (on a line) hash symbol generate a compiler error? c++ c gcc user14825657 57 asked 2 mins ago 0 votes 0 answers 10 views \"There are too many leading 'super' keywords\" error The project is setup like this: enter image description here But, when I do crate::pixel::Color, I get: error[E0433]: failed to resolve: could not find `color` in the crate root --> src/lib.rs:44:... rust Sleepy Furret 1 asked 9 mins ago 0 votes 0 answers 13 views Unity Android: AudioSource.Play() works in Editor but no sound until first screen tap on device I am building a \"Virtual Human Front Desk\" app in Unity 2022.3 (C#) for Android. The app flow: Download TTS audio (WAV or MP3) from a remote API Convert it to an AudioClip Play it using ... c# android unity-game-engine audio audio-source InnoStayTech 1 asked 30 mins ago 0 votes 0 answers 10 views What is the purpose of springdoc.group-configs[_].display-name if Swagger UI derives the group display name from SwaggerUrl instead I'm trying to understand the relationship between groups and URLs in Springdoc. For example, we might have the following Springdoc configuration: springdoc.swagger-ui.urls[0].url=${springdoc.swagger-... java swagger openapi springdoc springdoc-openapi-ui Walter Butze 43 asked 31 mins ago 0 votes 0 answers 9 views PHP session not persisting after redirect to another page [duplicate] I\u2019m building a simple login system using PHP. After a successful login, I set a session variable and redirect the user to dashboard.php. However, when I try to access the session variable on the ... php session Meadow 1 asked 37 mins ago -3 votes 0 answers 22 views document.getElementByID(id) returns a node that doesn't exist I have a function that selects an iframe using document.getElementById(id) and changes its source based on another parameter. I'm encountering a strange behaviour with this function when it is called ... javascript html iframe Lord _ Scrubington 1 asked 38 mins ago Best practices 0 votes 6 replies 35 views In JavaScript is it bad practice to use ` ` every single time instead of \"\" or ''? is it bad practice to use ` ` (template literals) every single time in JavaScript instead of \" \" or ' ' even if I don't need to use ${} string interpolation? I was practicing and I realize ... javascript user28062067 1 asked 45 mins ago 0 votes 1 answer 44 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 270 asked 1 hour ago Tooling 0 votes 4 replies 31 views How do I install POP_OS on a Raspberry Pi 5? I'm trying to jailbreak a Chromebook and I need to run Linux through HDMI somehow. I am very much a novice in this field and I'm currently in school, so I can't access my raspberry pi for a few days",
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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Newest Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,570 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 10 views hash symbol in c language I'm wondering why this code compiles: https://godbolt.org/z/P5bjq6c9x # int main() { return 0; } Why doesn't a single (on a line) hash symbol generate a compiler error? c++ c gcc user14825657 57 asked 3 mins ago 0 votes 0 answers 10 views \"There are too many leading 'super' keywords\" error The project is setup like this: enter image description here But, when I do crate::pixel::Color, I get: error[E0433]: failed to resolve: could not find `color` in the crate root --> src/lib.rs:44:... rust Sleepy Furret 1 asked 9 mins ago 0 votes 0 answers 13 views Unity Android: AudioSource.Play() works in Editor but no sound until first screen tap on device I am building a \"Virtual Human Front Desk\" app in Unity 2022.3 (C#) for Android. The app flow: Download TTS audio (WAV or MP3) from a remote API Convert it to an AudioClip Play it using ... c# android unity-game-engine audio audio-source InnoStayTech 1 asked 30 mins ago 0 votes 0 answers 10 views What is the purpose of springdoc.group-configs[_].display-name if Swagger UI derives the group display name from SwaggerUrl instead I'm trying to understand the relationship between groups and URLs in Springdoc. For example, we might have the following Springdoc configuration: springdoc.swagger-ui.urls[0].url=${springdoc.swagger-... java swagger openapi springdoc springdoc-openapi-ui Walter Butze 43 asked 31 mins ago 0 votes 0 answers 9 views PHP session not persisting after redirect to another page [duplicate] I\u2019m building a simple login system using PHP. After a successful login, I set a session variable and redirect the user to dashboard.php. However, when I try to access the session variable on the ... php session Meadow 1 asked 37 mins ago -3 votes 0 answers 22 views document.getElementByID(id) returns a node that doesn't exist I have a function that selects an iframe using document.getElementById(id) and changes its source based on another parameter. I'm encountering a strange behaviour with this function when it is called ... javascript html iframe Lord _ Scrubington 1 asked 38 mins ago Best practices 0 votes 6 replies 35 views In JavaScript is it bad practice to use ` ` every single time instead of \"\" or ''? is it bad practice to use ` ` (template literals) every single time in JavaScript instead of \" \" or ' ' even if I don't need to use ${} string interpolation? I was practicing and I realize ... javascript user28062067 1 asked 45 mins ago 0 votes 1 answer 44 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 270 asked 1 hour ago Tooling 0 votes 4 replies 31 views How do I install POP_OS on a Raspberry Pi 5? I'm trying to jailbreak a Chromebook and I need to run Linux through HDMI somehow. I am very much a novice in this field and I'm currently in school, so I can't access my raspberry pi for a few day",
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      "content": "Newest Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal Newest Questions Ask Question 24,169,570 questions Newest Active Bountied 6 Unanswered More Bountied 6 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 10 views hash symbol in c language I'm wondering why this code compiles: https://godbolt.org/z/P5bjq6c9x # int main() { return 0; } Why doesn't a single (on a line) hash symbol generate a compiler error? c++ c gcc user14825657 57 asked 3 mins ago 0 votes 0 answers 10 views \"There are too many leading 'super' keywords\" error The project is setup like this: enter image description here But, when I do crate::pixel::Color, I get: error[E0433]: failed to resolve: could not find `color` in the crate root --> src/lib.rs:44:... rust Sleepy Furret 1 asked 9 mins ago 0 votes 0 answers 13 views Unity Android: AudioSource.Play() works in Editor but no sound until first screen tap on device I am building a \"Virtual Human Front Desk\" app in Unity 2022.3 (C#) for Android. The app flow: Download TTS audio (WAV or MP3) from a remote API Convert it to an AudioClip Play it using ... c# android unity-game-engine audio audio-source InnoStayTech 1 asked 30 mins ago 0 votes 0 answers 10 views What is the purpose of springdoc.group-configs[_].display-name if Swagger UI derives the group display name from SwaggerUrl instead I'm trying to understand the relationship between groups and URLs in Springdoc. For example, we might have the following Springdoc configuration: springdoc.swagger-ui.urls[0].url=${springdoc.swagger-... java swagger openapi springdoc springdoc-openapi-ui Walter Butze 43 asked 31 mins ago 0 votes 0 answers 9 views PHP session not persisting after redirect to another page [duplicate] I\u2019m building a simple login system using PHP. After a successful login, I set a session variable and redirect the user to dashboard.php. However, when I try to access the session variable on the ... php session Meadow 1 asked 37 mins ago -3 votes 0 answers 22 views document.getElementByID(id) returns a node that doesn't exist I have a function that selects an iframe using document.getElementById(id) and changes its source based on another parameter. I'm encountering a strange behaviour with this function when it is called ... javascript html iframe Lord _ Scrubington 1 asked 38 mins ago Best practices 0 votes 6 replies 35 views In JavaScript is it bad practice to use ` ` every single time instead of \"\" or ''? is it bad practice to use ` ` (template literals) every single time in JavaScript instead of \" \" or ' ' even if I don't need to use ${} string interpolation? I was practicing and I realize ... javascript user28062067 1 asked 45 mins ago 0 votes 1 answer 44 views Why does /Account/Login briefly render then disappear in a .NET 10 Blazor Web App using InteractiveServer and ASP.NET Identity? I am building a Blazor .NET 10 Web App (interactive server components) using ASP.NET Core Identity. My application has the following behavior: Navigating to /Account/Login briefly renders the login ... c# asp.net-authorization .net-10.0 Clarence Simukanzye 270 asked 1 hour ago Tooling 0 votes 4 replies 31 views How do I install POP_OS on a Raspberry Pi 5? I'm trying to jailbreak a Chromebook and I need to run Linux through HDMI somehow. I am very much a novice in this field and I'm currently in school, so I can't access my raspberry pi for a few day",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,784 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -1 votes 0 answers 21 views Python 3.10+ equivalent to `distutils` package I am using Python 3.12 and want to setup the ttpy package version 1.2.1. If I run the pip install ttpy==1.2.1 command, I get an error ModuleNotFoundError: No module named 'numpy.distutils' because ... python installation setuptools setup.py distutils Medulla Oblongata 3,995 asked 44 mins ago 0 votes 0 answers 13 views Azure Functions (Python): after deploying from local, app still runs old code (seems cached) I\u2019m deploying an Azure Function App written in Python from my local machine. 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I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 6 hours ago Best practices 0 votes 4 replies 68 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 6 hours ago Advice 3 votes 8 replies 106 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,784 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -1 votes 0 answers 21 views Python 3.10+ equivalent to `distutils` package I am using Python 3.12 and want to setup the ttpy package version 1.2.1. If I run the pip install ttpy==1.2.1 command, I get an error ModuleNotFoundError: No module named 'numpy.distutils' because ... python installation setuptools setup.py distutils Medulla Oblongata 3,995 asked 44 mins ago 0 votes 0 answers 13 views Azure Functions (Python): after deploying from local, app still runs old code (seems cached) I\u2019m deploying an Azure Function App written in Python from my local machine. 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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,784 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -1 votes 0 answers 27 views Python 3.10+ equivalent to `distutils` package I am using Python 3.12 and want to setup the ttpy package version 1.2.1. If I run the pip install ttpy==1.2.1 command, I get an error ModuleNotFoundError: No module named 'numpy.distutils' because ... python installation setuptools setup.py distutils Medulla Oblongata 3,995 asked 1 hour ago -1 votes 0 answers 16 views Azure Functions (Python): after deploying from local, app still runs old code (seems cached) I\u2019m deploying an Azure Function App written in Python from my local machine. This used to work fine: after publishing, I could see the updated code in the Azure Portal and the function execution ... python azure azure-functions Error 404 21 asked 1 hour ago 0 votes 1 answer 35 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 3 hours ago -1 votes 0 answers 36 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 4 hours ago Advice 1 vote 1 replies 49 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 6 hours ago Best practices 0 votes 4 replies 68 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 7 hours ago Advice 3 votes 8 replies 106 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. However, I have noticed that ... python java logic-programming Varun Manhas 1 asked 8 hours ago Advice 0 votes 3 replies 42 views How to improve the text retrieval accuracy from the image import cv2 import pytesseract import numpy as np image_path = \"elecBill.jpg\" img = cv2.imread(image_path) # Resize (VERY IMPORTANT) img = cv2.resize(img, None, fx=2, fy=2, interpolation=... python opencv computer-vision tesseract Sidharth Kumar 1 asked 8 hours ago 2 votes 0 answers 38 views Teams OAuthPrompt Inconsistent Behavior \u2013 Sometimes Works Without Magic Code, Sometimes Returns CancelledByUser and Requires Manual Code I am facing inconsistent behavior with OAuth login in my Microsoft Teams bot (Python, OAuthPrompt). Working",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,784 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel -1 votes 0 answers 27 views Python 3.10+ equivalent to `distutils` package I am using Python 3.12 and want to setup the ttpy package version 1.2.1. If I run the pip install ttpy==1.2.1 command, I get an error ModuleNotFoundError: No module named 'numpy.distutils' because ... python installation setuptools setup.py distutils Medulla Oblongata 3,995 asked 1 hour ago -1 votes 0 answers 16 views Azure Functions (Python): after deploying from local, app still runs old code (seems cached) I\u2019m deploying an Azure Function App written in Python from my local machine. This used to work fine: after publishing, I could see the updated code in the Azure Portal and the function execution ... python azure azure-functions Error 404 21 asked 1 hour ago 0 votes 1 answer 35 views Why I am unable to close the A Tkinter frame and create another one? I made this tkinter app: import os import tkinter as tk from tkinter import ttk class SelectBodyScreen(ttk.Frame): def __init__(self,root, lang, prod_text,test_text, on_next): super().... python tkinter Dimitrios Desyllas 10.5k asked 3 hours ago -1 votes 0 answers 36 views Ubuntu 24.04 - HID works only with sudo despite udev rule [closed] INFO: Linux Ubuntu 24.04.4 LTS Python - lib: hid SteelSeries Nova 5 I made a program that communicates with my headphones through HID, but I can only run it with sudo. I tried changing the device ... python linux ubuntu hid udev Lexy 1 asked 4 hours ago Advice 1 vote 1 replies 49 views Which Python GUI frameworks expose native Windows UI Automation properties correctly? I am developing a Windows desktop GUI application in Python and need proper compatibility with screen readers such as NVDA and JAWS. My main requirement is correct exposure of Microsoft UI Automation (... python windows accessibility ui-automation screen-readers Ho\u00e0ng Long 1 asked 6 hours ago Best practices 0 votes 4 replies 68 views What is the actual difference in using composition versus inheritance? I am trying to learn inheritance versus composition the hard way. So far, I have understood that composition involves using object reference inside a class. So I asked myself, why did not we choose to ... python django The Builder 1 asked 7 hours ago Advice 3 votes 8 replies 106 views How to build strong fundamentals of programming without using AI I am currently learning programming and I want to build strong fundamentals in subjects like logic building, problem solving, and understanding how programs actually work. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article February 12, 2026 How everyone and anyone can use AI for good There are big hitters in the AI space that use this tech for humanitarian and environmental good\u2014from start-ups fighting climate change to voice recognition experts diagnosing diseases. But you don't need to be backed by AWS or Microsoft to do good. In part two of this series, we dive into how anyone can use AI for good. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,788 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 1 answer 19 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. The intent is: In PROD or STAGE: run only table_task (no ... python airflow directed-acyclic-graphs airflow-taskflow Biswa Patra 61 asked 1 hour ago 0 votes 0 answers 56 views How can I make my tangent numbers generating class resumable? I have decided to implement code to generate tangent numbers as a self-imposed programming challenge. I have succeeded in doing so, but not as efficient as I want it to be. What are tangent numbers? ... python algorithm math number-theory \u039e\u03ad\u03bd\u03b7 \u0393\u03ae\u03b9\u03bd\u03bf\u03c2 4,062 asked 3 hours ago Advice 0 votes 1 replies 34 views NL-to-SQL pipeline with PostgreSQL \u2014 join path selection, reserved word errors, and query accuracy i'm building a Natural Language to SQL system that; Connects to any PostgreSQL database and auto-introspects schema using information_schema Builds a graph of table relationships using NetworkX ... python postgresql machine-learning large-language-model Joel Joy 1 asked 4 hours ago Best practices 0 votes 3 replies 54 views Developer python environments including DLLs I am developing a python package for reusable complex task automation against a software's python interface. To develop a clean interface, I want to develop in a distinct environment. I have tried ... python python-3.x ahi 67 asked 8 hours ago Best practices 0 votes 3 replies 77 views Is using Singleton pattern in Python viable for global Configuration object? I've read quite a bit on SO and elsewhere on Singleton being anti-pattern (hard to test, thread unsafe etc), e.g.: https://www.michaelsafyan.com/tech/design/patterns/singleton However, there still ... python oop design-patterns LetMeSOThat4U 6,942 asked 9 hours ago Best practices 0 votes 2 replies 59 views Unescape string to get special character from user input I have a user input as str in a CLI like using argparse: python -m service.run --separator \\n When I collect the separator, I get the escaped version of the string \"\\\\n\", but instead I want ... python string escaping byte argparse jlandercy 11.7k asked 9 hours ago Best practices 0 votes 4 replies 61 views How to best organise python dependencies for Linux /usr/local/bin scripts I have a software application running on RHEL 9+ OS, consisting of a bunch of configuration files, shell scripts, systemd service descriptions and several python scripts (all packed in an .rpm). 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center March 5, 2026 DeveloperWeek 2026: Making AI tools that are actually good From interoperability to knowledge architecture to creating AI tools people can actually use, here\u2019s a recap of what we learned from DeveloperWeek 2026. Read article February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next. Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,789 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views Creating a python script that calculates large permutations Not quite sure how I would go about this in an iterative way: though it should just be math.factorial() on another thread? I could also try to integrate some sort of \"finish calculate signal? ... python multithreading lflin16 1 asked 7 mins ago 0 votes 1 answer 20 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. The intent is: In PROD or STAGE: run only table_task (no ... python airflow directed-acyclic-graphs airflow-taskflow Biswa Patra 61 asked 1 hour ago 0 votes 0 answers 58 views How can I make my tangent numbers generating class resumable? I have decided to implement code to generate tangent numbers as a self-imposed programming challenge. I have succeeded in doing so, but not as efficient as I want it to be. What are tangent numbers? ... python algorithm math number-theory \u039e\u03ad\u03bd\u03b7 \u0393\u03ae\u03b9\u03bd\u03bf\u03c2 4,062 asked 3 hours ago Advice 0 votes 1 replies 35 views NL-to-SQL pipeline with PostgreSQL \u2014 join path selection, reserved word errors, and query accuracy i'm building a Natural Language to SQL system that; Connects to any PostgreSQL database and auto-introspects schema using information_schema Builds a graph of table relationships using NetworkX ... python postgresql machine-learning large-language-model Joel Joy 1 asked 4 hours ago Best practices 0 votes 3 replies 54 views Developer python environments including DLLs I am developing a python package for reusable complex task automation against a software's python interface. To develop a clean interface, I want to develop in a distinct environment. I have tried ... python python-3.x ahi 67 asked 8 hours ago Best practices 0 votes 3 replies 78 views Is using Singleton pattern in Python viable for global Configuration object? I've read quite a bit on SO and elsewhere on Singleton being anti-pattern (hard to test, thread unsafe etc), e.g.: https://www.michaelsafyan.com/tech/design/patterns/singleton However, there still ... python oop design-patterns LetMeSOThat4U 6,942 asked 9 hours ago Best practices 0 votes 2 replies 59 views Unescape string to get special character from user input I have a user input as str in a CLI like using argparse: python -m service.run --separator \\n When I collect the separator, I get the escaped version of the string \"\\\\n\", but instead I want ... python string escaping byte argparse jlandercy 11.7k asked 9 hours ago Best practices 0 votes 4 replies 63 views How to best organise python dependencies for Linux /usr/local/bin scripts I have a software application running on RHEL 9+ OS, consisting of a bunch of configuration files, shell scripts, systemd service descriptions and several python scripts (all packed in an .rpm). 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,789 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 7 views Creating a python script that calculates large permutations Not quite sure how I would go about this in an iterative way: though it should just be math.factorial() on another thread? I could also try to integrate some sort of \"finish calculate signal? ... python multithreading lflin16 1 asked 7 mins ago 0 votes 1 answer 20 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. The intent is: In PROD or STAGE: run only table_task (no ... python airflow directed-acyclic-graphs airflow-taskflow Biswa Patra 61 asked 1 hour ago 0 votes 0 answers 58 views How can I make my tangent numbers generating class resumable? I have decided to implement code to generate tangent numbers as a self-imposed programming challenge. I have succeeded in doing so, but not as efficient as I want it to be. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center March 5, 2026 DeveloperWeek 2026: Making AI tools that are actually good From interoperability to knowledge architecture to creating AI tools people can actually use, here\u2019s a recap of what we learned from DeveloperWeek 2026. Read article February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next. Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. 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Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. 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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. 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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . 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Explore Stack Internal 2,207,790 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel 0 votes 0 answers 9 views Update Pandas Series with Multiindex I am trying to update a subset of a multiindexed series with a series having the same index (see MWE below). I have a method which does not work even though it should imho. I have a slow method that ... python pandas dataframe series multi-index clueless 313 asked 12 mins ago Advice 0 votes 0 replies 17 views Creating a python script that calculates large permutations Not quite sure how I would go about this in an iterative way: though it should just be math.factorial() on another thread? I could also try to integrate some sort of \"finish calculate signal? ... python multithreading lflin16 1 asked 26 mins ago 0 votes 1 answer 21 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. The intent is: In PROD or STAGE: run only table_task (no ... python airflow directed-acyclic-graphs airflow-taskflow Biswa Patra 61 asked 1 hour ago 0 votes 0 answers 61 views How can I make my tangent numbers generating class resumable? I have decided to implement code to generate tangent numbers as a self-imposed programming challenge. I have succeeded in doing so, but not as efficient as I want it to be. What are tangent numbers? ... python algorithm math number-theory \u039e\u03ad\u03bd\u03b7 \u0393\u03ae\u03b9\u03bd\u03bf\u03c2 4,062 asked 4 hours ago Advice 0 votes 1 replies 36 views NL-to-SQL pipeline with PostgreSQL \u2014 join path selection, reserved word errors, and query accuracy i'm building a Natural Language to SQL system that; Connects to any PostgreSQL database and auto-introspects schema using information_schema Builds a graph of table relationships using NetworkX ... python postgresql machine-learning large-language-model Joel Joy 1 asked 4 hours ago Best practices 0 votes 3 replies 54 views Developer python environments including DLLs I am developing a python package for reusable complex task automation against a software's python interface. To develop a clean interface, I want to develop in a distinct environment. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center March 5, 2026 DeveloperWeek 2026: Making AI tools that are actually good From interoperability to knowledge architecture to creating AI tools people can actually use, here\u2019s a recap of what we learned from DeveloperWeek 2026. Read article February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next. Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Stack Internal \u2013 The trusted knowledge engine that powers people and AI (formerly Stack Overflow for Teams) - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert MCP Now available: Create a two-way connection with AI tools like Cursor and GitHub Copilot. Second guess less, create more with Stack Internal Always hunting for knowledge at work? Stack Internal collects, validates, and delivers trusted info, at the right time, in the right place, for your team of people (and AI). Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". You can call it peace of mind. Either way, we take it seriously. Because it's what keeps your data and your work safe. Building socially responsible AI We\u2019re building a new era of socially responsible AI. One that\u2019s human-driven, where attribution is non-negotiable, and where feedback directly informs products. Security specs Read about our AI philosophy Hear from teams building with Stack Internal All customer stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. 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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? 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      "content": "GitHub \u00b7 Change is constant. GitHub keeps you ahead. \u00b7 GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners View all resources Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... Search Clear Search syntax tips Provide feedback We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert The future of building happens together Tools and trends evolve, but collaboration endures. With GitHub, developers, agents, and code come together on one platform. Enter your email Sign up for GitHub Try GitHub Copilot free GitHub features A demonstration animation of a code editor using GitHub Copilot Chat, where the user requests GitHub Copilot to refactor duplicated logic and extract it into a reusable function for a given code snippet. Code Plan Collaborate Automate Secure Code Write, test, and fix code quickly with GitHub Copilot, from simple boilerplate to complex features. GitHub customers American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone American Airlines Duolingo Ernst and Young Ford InfoSys Mercado Libre Mercedes-Benz Shopify Philips Soci\u00e9t\u00e9 G\u00e9n\u00e9rale Spotify Vodafone Accelerate your entire workflow From your first line of code to final deployment, GitHub provides AI and automation tools to help you build and ship better software faster. A Copilot chat window with the 'Ask' mode enabled. The user switches from 'Ask' mode to 'Agent' mode from a dropdown menu, then sends the prompt 'Update the website to allow searching for running races by name.' Copilot analyzes the codebase, then explains the required edits for three files before generating them. Copilot then confirms completion and summarizes the implemented changes for the new functionality allowing users to search races by name and view paginated, filtered results. Your AI partner everywhere. Copilot is ready to work with you at each step of the software development lifecycle. Explore GitHub Copilot Duolingo boosts developer speed by 25% with GitHub Copilot Read customer story 2025 Gartner\u00ae Magic Quadrant\u2122 for AI Code Assistants Read industry report Automate your path to production Ship faster with secure, reliable CI/CD. Explore GitHub Actions Code instantly from anywhere Launch a full, cloud-based development environment in seconds. Explore GitHub Codespaces Keep momentum on the go Manage projects and assign tasks to Copilot, all from your mobile device. Explore GitHub Mobile Shape your toolchain Extend your stack with apps, actions, and AI models. Explore GitHub Marketplace Built-in application security where found means fixed Use AI to find and fix vulnerabilities so your team can ship more secure software faster. Apply fixes in seconds. Spend less time debugging and more time building features with Copilot Autofix. Explore GitHub Advanced Security Security debt, solved. Leverage security campaigns an",
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      "content": "Newest 'python' Questions - Stack Overflow Skip to main content About Products For Teams Try new site Try BETA Stack Internal Implement a knowledge platform layer to power your enterprise and AI tools. Stack Data Licensing Get access to top-class technical expertise with trusted & attributed content. Stack Ads Connect your brand to the world\u2019s most trusted technologist communities. Releases Keep up-to-date on features we add to Stack Overflow and Stack Internal. About the company Visit the blog Loading\u2026 current community Stack Overflow help chat Meta Stack Overflow your communities Sign up or log in to customize your list. more stack exchange communities company blog Log in Sign up Home Questions AI Assist Tags Challenges Chat Articles Users Companies Collectives Communities for your favorite technologies. Explore all Collectives Stack Internal Stack Overflow for Teams is now called Stack Internal . Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,623 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 2 views Django version upgrade while using Django River 3.3.0 Currently, the project I\u2019m working on uses Django River 3.3.0 and Django 3.2.19. Is it possible to upgrade Django to version 4? If we do that, are there any potential issues or risks? I\u2019ve been ... python django django-river Thanh Th\u00e1i 31 asked 1 min ago -2 votes 0 answers 25 views Chromedriver Python Selenium It is not opening my chromedriver [closed] I have problem my chrome version is 145 and it is not updating to 146 I am using sublime text please help me I am beginner. This is the error I am getting when launch chromedriver. selenium.common.... python selenium-webdriver Mr Paul Reviews 31 asked 2 hours ago -2 votes 0 answers 32 views \"ARM Cortex-m4 and memory architecture\" [closed] I have a presentation about cortex m4 but I couldn't find on any websites what is the impact of memory architecture on the speed of the cortex m4 ? javascript python java arm cortex-m Ferroudja Faghou 1 asked 10 hours ago Advice 0 votes 4 replies 82 views Data science hw problem that i cant solve Create array Array1 that contains the following elements: [1.1,1.2,1.3,1.4,\u2026,30.0][1.1,1.2,1.3,1.4,\u2026,30.0]. i.e., an array starting from 1.1 and jumps of size 0.1. Generate Array2 from Array1 that ... python Lisa J Cherifi 1 asked 11 hours ago 3 votes 0 answers 41 views Having troubles with mask collision in Pygame I'm working on a game where my character has to navigate through a cave. If the character collides with the cave walls, its position should be reset. I made a mask of the cave layout, with the main ... python pygame mask Playdohpig 39 asked 11 hours ago 0 votes 0 answers 47 views Cannot Read Data from Nested Serializer in Django REST Framework models.py class Post(models.Model): content = models.TextField() created = models.DateTimeField(auto_now_add=True) suspended = models.BooleanField(default=False) user = models.ForeignKey(User, ... python django django-rest-framework erkanunluturk 21 asked 12 hours ago 1 vote 1 answer 50 views Update Pandas Series with Multiindex I am trying to update a subset of a multiindexed series with a series having the same index (see MWE below). I have a method which does not work even though it should imho. I have a slow method that ... python pandas dataframe series multi-index clueless 323 asked 12 hours ago Advice 0 votes 3 replies 57 views Creating a python script that calculates large permutations Not quite sure how I would go about this in an iterative way: though it should just be math.factorial() on another thread? I could also try to integrate some sort of \"finish calculate signal? ... python multithreading lflin16 1 asked 13 hours ago 0 votes 1 answer 33 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. The intent is: In PROD or STAGE: run only table_task (no ... python airflow directed-acyclic-graphs airflow-taskflow Biswa Patra 61 asked 14 hours ago -1 votes 2 answers 97 views How can I make my tangent numbers generating class resumable? I have decided ",
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Bring the best of human thought and AI automation together at your work. Try for free Learn more Stack Internal Bring the best of human thought and AI automation together at your work. Learn more Collectives\u2122 on Stack Overflow Find centralized, trusted content and collaborate around the technologies you use most. Learn more about Collectives Stack Internal Knowledge at work Bring the best of human thought and AI automation together at your work. Explore Stack Internal 2,207,623 questions Newest Active Bountied Unanswered More Bountied 0 Unanswered Frequent Score Trending Week Month Unanswered (my tags) Filter Filter by No answers No upvoted or accepted answers No Staging Ground Has bounty Days old Sorted by Newest Recent activity Highest score Most frequent Bounty ending soon Trending Most activity Tagged with My watched tags The following tags: Apply filter Cancel Advice 0 votes 0 replies 2 views Django version upgrade while using Django River 3.3.0 Currently, the project I\u2019m working on uses Django River 3.3.0 and Django 3.2.19. Is it possible to upgrade Django to version 4? If we do that, are there any potential issues or risks? I\u2019ve been ... python django django-river Thanh Th\u00e1i 31 asked 1 min ago -2 votes 0 answers 25 views Chromedriver Python Selenium It is not opening my chromedriver [closed] I have problem my chrome version is 145 and it is not updating to 146 I am using sublime text please help me I am beginner. This is the error I am getting when launch chromedriver. selenium.common.... python selenium-webdriver Mr Paul Reviews 31 asked 2 hours ago -2 votes 0 answers 32 views \"ARM Cortex-m4 and memory architecture\" [closed] I have a presentation about cortex m4 but I couldn't find on any websites what is the impact of memory architecture on the speed of the cortex m4 ? javascript python java arm cortex-m Ferroudja Faghou 1 asked 10 hours ago Advice 0 votes 4 replies 82 views Data science hw problem that i cant solve Create array Array1 that contains the following elements: [1.1,1.2,1.3,1.4,\u2026,30.0][1.1,1.2,1.3,1.4,\u2026,30.0]. i.e., an array starting from 1.1 and jumps of size 0.1. 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I have a method which does not work even though it should imho. I have a slow method that ... python pandas dataframe series multi-index clueless 323 asked 12 hours ago Advice 0 votes 3 replies 57 views Creating a python script that calculates large permutations Not quite sure how I would go about this in an iterative way: though it should just be math.factorial() on another thread? I could also try to integrate some sort of \"finish calculate signal? ... python multithreading lflin16 1 asked 13 hours ago 0 votes 1 answer 33 views Airflow task_group conditional logic always enters else block even when env is \"PROD\" or \"STAGE\" Problem I have an Airflow DAG that uses a @task_group with conditional logic to set task dependencies based on an environment variable. 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      "content": "Stack Overflow Business: Solve work\u2019s biggest challenges - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert The knowledge to power your best work Grounded in human thinking. Enhanced by AI. We\u2019re building products that make your work easier, better and more secure. View products 17 years of trusted and high-quality knowledge 83 million questions and answers (and counting) 21 seconds sec. between new questions, on average 113 billion times knowledge has been reused The tool your business needs to work smarter & build quicker 15k+ Global companies using Stack Internal Stack Internal Bring the best of human thought and AI automation together to make work easier for everyone. About Stack Internal Filter your knowledge Collect, check, and structure all your enterprise knowledge in one place \u2014 ship sooner, onboard faster and get the answers to the right people. Trust your results AI tools promise \u201caccelerated productivity\u201d, but bad data kills good work. Ground copilots in verified human knowledge for quality results. Protect your data Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with enterprise-grade security. Other ways we can help The API Awards Best AI API 2024 & 2025 Stack Data Licensing License decades of verified, technical knowledge to boost AI performance and trust. How we can help 82% of devs visit multiple times per month (source) Stack Ads Engage developers where it matters \u2014 in their daily workflow. Our solutions 1 / 0 We want to be the world\u2019s most vital source for technologists To get there, we\u2019re working to cultivate community, power learning and unlock growth \u2014 for developers, teams and businesses across the world. Communities that last Tech moves fast. But technologists will always need real connections, mutual support, and places to solve problems together. We've been cultivating dev communities since 2008 \u2014 and now our enterprise products bring that collaborative spirit, and all its benefits, into the core of modern businesses. 75% of developers still want to ask another person for help when they don\u2019t trust AIs answers. Read our Dev Survey \u2192 Learning for the future AI is here to stay. But exactly how it's going to change things? That's still up for debate. Regardless, developers, teams and technologists will need to stay curious and pick up new skills to tackle the roles and opportunities ahead. We're here to help. 1 in 5 devs from the US and India struggle with upskilling at work, and so do 30% in LATAM countries. Jetbrains State of Developer Ecosystem Report \u2192 Growth built on knowledge We believe that true intelligence and growth, for people, teams and business, needs to be grounded in solid, verifiable knowledge \u2014 not just any old data. That ethos is built into the code of our company, and it informs all our products, services and initiatives. 13,000 hours of engineering time saved over six months with the help of Stack Internal. Read more from Uber \u2192 Our knowledge, shared Visit the blog Visit resource center March 5, 2026 DeveloperWeek 2026: Making AI tools that are actually good From interoperability to knowledge architecture to creating AI tools people can actually use, here\u2019s a recap of what we learned from DeveloperWeek 2026. Read article February 25, 2026 Your sneak peek at the redesigned Stack Overflow Come check out the new Stack Overflow beta experience, tell us what you think, and help shape what\u2019s next. Read article February 18, 2026 Mind the gap: Closing the AI trust gap for developers Developer trust is synonymous with a willingness to deploy AI-generated code to production systems with minimal human review, as well as assurance that AI tools aren\u2019t introducing unacceptable risks and technical debt that will burden you down the line. Read article Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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Teams are losing time, trust and patience with badly integrated AI 5.3 hours lost each week jumping between tools and looking for answers 75% of devs distrust AI answers, according to our 2025 Dev Survey 19% longer workflows due to checking and correcting bad AI intel Stack Internal Where human knowledge meets reliable AI A knowledge intelligence layer Stack Internal collects, checks and structures all your company knowledge in one place \u2014 so you can build quicker, ship sooner, onboard faster and find the answers you need, when you need them. Knowledge in, Knowledge out Our \u201cIngestion\u201d feature lets you import external content (via Confluence, Microsoft Teams and more) to keep info centralized. While our MCP delivers that knowledge back into your team\u2019s favourite tools, or creates new knowledge back into Stack Internal. The result? A high-quality knowledge loop that fuels both people and AI. Curation to suit you Stack Internal adapts to how you work. You can start with human-verified knowledge, enrich it with external sources, or automate content management as you grow. This is knowledge that adapts alongside you. Safe, secure and always private Sensitive information doesn\u2019t belong in leaky systems. Stack Internal protects your knowledge with \u201centerprise-grade security\u201d (yes, that\u2019s as serious as it sounds.) And we never train other AIs on your proprietary data, either. 1 / 0 Read customer stories A Knowledge Intelligence Layer Trusted information, powered by people and AI, in every workflow The answers you need, all in one place Scattered content is hard to find and bad data is hard to trust. Stack Internal collects, checks and stores your knowledge in one place \u2013 and our MCP server makes it easy for people and AIs to find, use and create new content. Trusted (and fun) tools to keep stacking knowledge Stack Internal makes creating knowledge easy. Familiar UX, tools and gamification helps fuel a continuous cycle where your team validates, improves, and makes everyone's expertise accessible. Data to power your people and your AIs Stack Internal structures knowledge so people and AIs can use it instantly. Votes validate quality, tags organize content and reputation establishes trust. This reduces cognitive load for employees, and delivers accurate, clean data for AIs to work with. Works where you work Stack Internal delivers trusted knowledge right into the tools your team uses. Knowledge also feeds back from those tools, creating a constant loop of up-to-date, verified data. COMING SOON Curate knowledge from direct file uploads , Confluence , Microsoft Teams and more. NEW MCP server now available \u2013 read and create content from Stack Internal with AI tools like Claude and Cursor . Dive deeper into the features Show me more Security & safety We protect your data and respect your code We call it \"enterprise-grade security\". 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Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Reach and engage developers - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 183 Unique communities to engage with Reach developers where it matters \u2014 in their daily workflow Stack Ads connects your brand to the world\u2019s most trusted developer community. Why advertise on Stack Overflow? 82% of devs visit Stack Overflow multiple times per month (source) 62% of devs have an influence in the purchase of new technology (source) Millions of average monthly unique visitors across our platforms Reach developers. Speak their language. Cut through the noise. Stack Ads lets you run targeted campaigns based on skills, tags and interests \u2014 so you can reach more of the right people. Things to note Creative guidlines Advertising policy Reach the right devs (lots of them) With communities built around every interest and millions of monthly visitors, finding and targeting the right talent just got a little easier. Track what works, make it better No more broad ad channels, wasted spend or bad dev fits. We\u2019ll give you tools to track engagement, fine-tune your approach and optimize your ROI. Build trust in your brand Show up in trusted, dev-first environments and earn the respect and recognition of discerning dev communities. How Stack Ads can help you Marketing teams Agencies Employer brand teams Talent teams Technology teams Marketing teams Find ad solutions to reach developers and technologists at scale. Run ads in the places where developers are switched-on, focused and open to new ideas. Grow your audience with interest-based targeting. Agencies Unlock the developer audience for your clients. Get discerning devs interested in your client\u2019s story, product or service. Connect your clients to the best tech talent. Employer brand teams Millions of devs want to hear your story. We\u2019ll help you tell it. Build a rich employer brand for devs already working for you \u2013 and devs who\u2019ll want to. Build and strengthen your brand rep in the wider dev community. Talent teams Build a pipeline of high quality tech talent. Find devs with the skills and experience you\u2019re looking for. Make your budget go further and speed up your hiring cycles. Give employees more reasons to care \u2014 and more reasons to stay. Technology teams Great developers are hard to find. We make it easier. Help your teams do their best work by adding the right skills to your stack. Strengthen your rep and show off your teams\u2019 talents in a thriving dev-first community. Dedicated to your success Got specific goals you want to hit, or need help building a strategy to get there? Get in touch, and we'll figure it out together. Get in touch 01 Setting the strategy Your dedicated success manager will run a session to help define your goals \u2014 and then build a strategy to meet them. 02 Checking in Support doesn't stop at strategy. In regular check-ins your account manager will track your campaign, suggest tweaks, and look for ways to save you time and money. 03 Testing and learning Your account manager will tap into analytics, reports, and the knowledge of our entire dev marketing team, to help improve your campaign. Mix and match the tools you need Targeted advertising Our targeted advertising options allow you to get ads in front of developers in their workflow in a non-intrusive way. Banner advertising Native advertising Topic Tag sponsorships Site sponsorships Dedicated company pages Build brand awareness with your own dedicated company pages & page ads which offer a compelling way for your company to stay top-of-mind with relevant developer and tech talent by telling your story. Company Pages Company Page ads Sponsored media Premium media placements get your employer brand in front of the Stack Overflow community and help position your company as a thought leader and employer of choice. Podcast advertising Sponsored podcasts Newsletter advertising Sponsored blog posts Companies already on Stack Overflow See more on stackoverflow.com American Express. London; Burgess Hill; Brighton Finance, Financial Services, Financial Technology Joining Amex Tech means discovering and shaping your contribution to something big. Here, you can work alongside talented tech teams and buil... java python hadoop Audible London; Berlin; Cambridge Agile Software Development, Content Marketing, Web Technology Imagine Your Possibilities at Audible.This is a place of invention and inspiration. For more than 25 years, we have been a leading creator and... java git jquery Ford Motor Company Dearborn; Palo Alto Automotive, Information Technology, Manufacturing Ford's engineering team is a global network of talented individuals dedicated to designing, developing, and manufacturing the next generation of Ford... angular-cli-v6 karma-runner file Capital One Cambridge; New York; Philadelphia Financial Services, Financial Technology ",
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      "content": "Partner with Stack Overflow - Stack Overflow Business Stack Internal Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Partnerships Let\u2019s build the next era of knowledge together We love working with companies shaping what\u2019s next. Let\u2019s talk about what we can build together. Merge requests: always welcome Our products run on collaboration and so do we. Want to figure out what ethical AI looks like? Need to get more out of a product? Got a harebrained scheme to run by us? We\u2019re all ears. Socially responsible AI We want to build a new era of responsible AI practice by combining human experience, data and community. And we need your help. Channel and resell partners Broaden your technological offering by providing customers with the largest source of developer knowledge. Technology and integration partners Differentiate your products, serve customers more effectively, and access the world\u2019s largest developer market. Get in touch Interested in working together? Let\u2019s talk. Fill in the form and we\u2019ll reach out. Required fields * First name * Last name * Work email * Company * Country * Select... 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Strategic Reseller / Distributor Technology / Integration I would like to receive marketing communications from Stack Overflow By submitting this form, I agree to the Terms of Service and have read and understand Stack Overflow\u2019s Privacy Policy Submit form Frequently Asked Questions For us, it all started with Q&A. Expand all What kinds of partnerships does Stack Overflow offer? Stack Overflow offers three types of partnerships: Socially responsible AI, Channel & resell, and Technology & integration partners. Who can partner with Stack Overflow? Stack Overflow partners with a wide range of organizations, including technology vendors, resellers, distributors, AI-focused companies, and integration partners. I\u2019m an AI company. Can I partner with Stack Overfl",
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      "content": "Stack Overflow Internal customers and case studies - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert Customer stories Don\u2019t just take our word for it Read for yourself how businesses are using Stack Internal to share more knowledge, ship better code and work better together. See how Stack Internal helped power a cultural transformation for 50,000+ Microsoft engineers Watch video Read story Featured stories See how Bloomberg \u2019s engineers built a culture of curiosity, openness and knowledge sharing. Read case study Discover how Dropbox saved thousands of working hours by building a simple, searchable system. Read case study See how Intuit drove a six-fold increase in development velocity by focusing on knowledge reuse. Read case study Customer case studies Technology How Stack Internal provided the foundation for a culture of continuous learning and open collaboration. Technology HP\u2018s Distinguished Technologist Evan Scheessele shares how better knowledge access is allowing HP to experiment and modernize their software development lifecycle with the help of the Stack Internal MCP Server. Media & Internet Thousands of the company\u2019s engineers, data scientists, designers, and developers have asked and answered questions about how things work inside their organization. Technology Founded in 2007, Dropbox offers secure, flexible cloud storage and file sharing for individuals, teams, and enterprise customers. Data analytics Centralizing knowledge made critical answers easier to find, allowing 84.51\u00b0 to grow a distributed team at scale. Insurance Liberty Mutual implemented a high-performing DevOps culture to increase stability, shorten release cycles, and deliver value faster. Technology Subject matter experts at Skai got a productivity boost when answers became easily available to all. Finance Engineers at Expensify go from having \u201cterrible documentation systems\u201d to feeling empowered as soon as they onboard. Technology After experimenting and researching, Grandcentrix landed on Stack Internal to help them better communicate and document cross-functionally. Insurance Technology-driven trading firm IMC leveraged Stack Overflow to share knowledge across distributed, global offices. Health & wellness Flex uses Stack Internal to capture historical context and finally rid themselves of inconsistent and disorganized documentation. Finance Machine learning company Primer used Stack Internal to fill knowledge gaps and scale institutional knowledge at pace with their growing team. Technology Stack Internal \u201ctakes off like wildfire\u201d for Microsoft\u2019s 50,000+ developers, resulting in a ripple effect out from internal questions to customer-facing support. Technology Elastic\u2019s customer support revamped the Support-to-Engineering pipeline, giving employees hours of their day back. Technology WiseTech ditched Wiki tools that lacked engagement and turned Stack Internal to boost developer productivity. Healthcare E-health service Doctolib applies its virtual mindset inward, making 100% remote onboarding a breeze. Finance Intuit wanted to help its developers and technologists break down silos between departments and improve communication across global offices. Software Box noticed Q&A was becoming a bottleneck for engineering support. They found a solution that increased collaboration and boosted productivity. G2 review site logo 4.5/5 \u201cInvaluable Tool!\u201d \u201cStack Internal is an absolute game-changer for our team.\u201d \u2014 Verified reviewer March 2025 The reviews are in Start building knowledge with Stack Internal today. Talk to sales Stay updated Subscribe to receive Stack Overflow Business content around knowledge sharing, collaboration, and AI. Receive updates Our Stack Stack Internal Features Customers Security Pricing Stack Data Licensing Stack Ads Partnerships Services Stack Overflow Company Leadership Press Careers Social Impact Support Contact Stack Overflow help Stack Internal help Terms Privacy policy Cookie policy Your Privacy Choices Elsewhere Blog Dev Newsletter Podcast Releases Dev Survey Site design / logo \u00a9 2026 Stack Exchange Inc.",
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      "content": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow Business Stack Internal Features Customers Services Security Pricing Login Try free Stack Data Licensing Stack Ads Partnerships Resources Learn Solution resources Stack Internal Stack Ads Blog Research insights Support Stack Internal Help Legal policies Talk to an expert 15k+ Global companies using Stack Internal Get the most out of Stack Internal Our experts can help you with launch, rollout strategies, comms to drive uptake and more \u2014 so you can see results on day one. Our services help you: .init() Get up and running fast Launching Stack Internal shouldn\u2019t be guesswork. We\u2019ll build a tailored plan, set up your instance, onboard your teams, and help you explain why it matters so everyone\u2019s ready to contribute from day one. .scale() Drive adoption & scale Keep momentum going after launch. We\u2019ll manage your community, monitor engagement, and provide custom playbooks to increase uptake so your knowledge base grows with your team and stays active for the long term. .build() Extend into AI workflows Connect Stack Overflow knowledge directly into your custom AI tools and enterprise systems. We\u2019ll integrate MCP Servers, build bidirectional connections, and ensure your developers access the right knowledge without switching contexts. 1 / 0 Hands-on support to make Stack Internal essential Help your teams get the most out of Stack Internal on day one. We can partner with you to launch, manage and refine the system, and get you set up for success. Launch Get your community off to a strong start Seed and structure content We\u2019ll build your knowledge foundation through contribution programs, content seeding (manual and automated), and taxonomy creation so your teams have valuable content from day one. Build healthy content habits We\u2019ll establish content health management practices, moderation workflows, and quality standards that keep your knowledge accurate and up to date. Onboard your teams We\u2019ll create role-based onboarding plans to get your teams using Stack Internal quickly, easily, and with full confidence. Enable contribution culture We\u2019ll launch contribution programs, recognition initiatives, and early success campaigns that get teams actively sharing knowledge and problem-solving together. Manage Give your team peace of mind with ongoing support Drive continuous engagement We\u2019ll manage your community day-to-day through performance monitoring, strategic communication campaigns, and enablement activities that keep users active and knowledge flowing. Maintain content health We\u2019ll monitor content quality, manage moderation activities, refine taxonomy and tagging, and ensure your knowledge base stays organized and valuable as it grows. Optimize and measure We\u2019ll provide custom analytics, identify adoption barriers, and deliver proven playbooks that continuously improve engagement and platform utilization. Build Connect knowledge across your AI ecosystem Integrate MCP Servers We\u2019ll connect your Stack Overflow knowledge to custom AI solutions through secure MCP Server integrations with OAuth flows and bidirectional access. API powered agents We\u2019ll set up API connections that enable your AI agents and enterprise tools to search, retrieve, and author Stack Overflow content programmatically. Build custom connectors We\u2019ll develop connectors that pull knowledge from external platforms into Stack Overflow and push Stack Overflow content to your enterprise systems, ensuring knowledge flows where needed. Maintain integration health We\u2019ll manage version updates, monitor connector performance, troubleshoot issues, and keep your knowledge pipelines running smoothly across all integrated systems. Join a network of leading tech companies Let\u2019s build a system that works for you. Talk to sales Frequently Asked Questions Questions? We have answers. Expand all What are Stack Overflow Professional Services? Stack Overflow Professional Services provide expert guidance and hands-on support to help organizations maximize the value of their Stack Internal deployment and integrate Stack Overflow knowledge into their broader AI and developer ecosystem. How do Community Services improve platform adoption and engagement? Community Services improve platform adoption and engagement by transforming Stack Internal from a deployed tool into an actively used knowledge hub. Organizations using Community Services typically see faster onboarding, higher question-answer rates, and measurable improvements in knowledge discovery and reuse. How do Technical Services extend Stack Internal knowledge into AI and enterprise workflows? Technical Services connect your Stack Overflow knowledge base to custom AI solutions, enterprise search platforms, and developer tools through expert-led integrations and knowledge management. Who should use Stack Overflow Professional Services? Stack Overflow Professional Services are designed for organizations that need expert support but lack the internal ban",
      "source": "https://stackoverflow.co/internal/services/",
      "title": "Onboarding & adoption for Stack Overflow Internal - Stack Overflow",
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