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We got you covered! Brand guidelines Download logo pack Enterprise search Get the most from our enterprise search solution Algolia’s enterprise search connects your customers to the right content, and your employees to the right information. Get a demo Start building for free *]:border-l md:[&>*:nth-child(1)]:border-none md:[&>*:nth-child(4n+1)]:border-none"> 1.7+ Trillion searches every year 99.999% uptime SLA available 382% ROI according to Forrester Research 18,000+ customers across 150+ countries A powerful hosted enterprise search engine Build a leading digital Search and Discovery experience quickly, with fewer IT resources, and a lower total cost of ownership (TCO). Personalize customer experiences, while optimizing to meet your business goals. APIs, front-end libraries, integrations, dashboard Empower your teams to build, configure, and customize search and discovery applications for any use case or industry, with advanced digital experience features. Go live fast No need to build an internal search team and expertise. Leverage our algorithms, integrations, UI libraries and scalability. Discover Algolia's AI Search API Enterprise pricing Enterprise search software doesn't mean high costs. Pay as you scale. Volume & committed-use discounts available. Learn more about pricing Company intranet search & knowledge management re-imagined Increase workplace efficiency and employee productivity by managing your internal corporate content with modern, flexible site search experiences. Guide your workforce to the right organizational knowledge across systems. Indexing without limits Aggregate and intelligently display organized information, agnostic of your back-end systems. Customization and flexible integrations Integrate custom-made search-as-service functionalities across third-party applications. 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Data collection connectors Easily collect data via API and Google Tag Manager or Segment integrations. Natural language understanding AI-powered enterprise search relevance, personalization, recommendations, synonyms and more. Actionable user interface User-friendly dashboard and API control for reporting, workplace search, UX management, configuration and A/B testing. Artificial intelligence at your fingertips No need for internal AI and machine learning search teams. Get leading expertise without costly investment. Discover AI Search Flexible 10,000+ servers globally Reliable SLA over 99.999% for enterprise customers Scalable Globally fast, with 100+ data centers on 6 continents Global infrastructure Secure SSO, SAML, SOC2, SOC3 & ISO27001 compliant Security & compliance “Algolia is a breeze to work with. Tearing out the old back-end system and replacing it with a prototype took just a few days. We played around with ranking and faceting to get what we needed. 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https://dev.to/t/devops | Devops - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # devops Follow Hide Content centering around the shifting left of responsibility, deconstruction of responsibility silos, and the automation of repetitive work tasks. Create Post submission guidelines Be nice. Be respectful. Assume best intentions. Be kind, rewind. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Shift-Left Reliability Rob Fox Rob Fox Rob Fox Follow Jan 12 Shift-Left Reliability # sre # devops # cicd # platformengineering Comments Add Comment 4 min read Cloud Sem Falência: O mínimo que você precisa saber de FinOps Ed Wantuil Ed Wantuil Ed Wantuil Follow Jan 12 Cloud Sem Falência: O mínimo que você precisa saber de FinOps # devops # cloud # braziliandevs 1 reaction Comments Add Comment 14 min read Building a Low-Code Blockchain Deployment Platform Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Kowshikkumar Reddy Makireddy Follow Jan 13 Building a Low-Code Blockchain Deployment Platform # showdev # blockchain # devops # tooling Comments Add Comment 9 min read Your "Atomic" Deploys Probably Aren't Atomic mojoatomic mojoatomic mojoatomic Follow Jan 12 Your "Atomic" Deploys Probably Aren't Atomic # devops # deployment # linux # macos Comments Add Comment 3 min read J'ai galéré pendant 3 semaines pour monter un cluster Kubernetes (et voilà ce que j'ai appris) BeardDemon BeardDemon BeardDemon Follow Jan 10 J'ai galéré pendant 3 semaines pour monter un cluster Kubernetes (et voilà ce que j'ai appris) # devops # kubernetes # learning Comments Add Comment 6 min read The Twelve-Factor App: 5 Surprising Truths About Modern Software Dhruv Dhruv Dhruv Follow Jan 12 The Twelve-Factor App: 5 Surprising Truths About Modern Software # twelvefactorapp # systemdesign # devops # softwareengineering Comments Add Comment 4 min read Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide Faruq2991 Faruq2991 Faruq2991 Follow Jan 10 Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide # beginners # devops # cloud # cloudcomputing 2 reactions Comments Add Comment 8 min read When to Use a Monorepo Devops Makeit-run Devops Makeit-run Devops Makeit-run Follow Jan 12 When to Use a Monorepo # nx # typescript # devops Comments Add Comment 7 min read AWS Athena: Query Your S3 Data Without Setting Up a Database Saksham Paliwal Saksham Paliwal Saksham Paliwal Follow Jan 12 AWS Athena: Query Your S3 Data Without Setting Up a Database # devops # aws # athena # awschallenge Comments Add Comment 4 min read The Features I Killed to Ship The 80 Percent App in 4 Weeks Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Malawige Inusha Thathsara Gunasekara Follow Jan 12 The Features I Killed to Ship The 80 Percent App in 4 Weeks # flutter # softwareengineering # devops # learning Comments Add Comment 4 min read From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows Zakariyau Mukhtar Zakariyau Mukhtar Zakariyau Mukhtar Follow Jan 12 From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows # devops # programming # cloud Comments Add Comment 3 min read LAB: ConfigMap & Secret — From Developer Code to DevOps Troubleshooting Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Jan 12 LAB: ConfigMap & Secret — From Developer Code to DevOps Troubleshooting # devops # kubernetes # security # tutorial 1 reaction Comments Add Comment 6 min read Your AI Bills Tripled Last Month. Here's Why (And How to Fix It) Debby McKinney Debby McKinney Debby McKinney Follow Jan 12 Your AI Bills Tripled Last Month. Here's Why (And How to Fix It) # programming # ai # devops # software 3 reactions Comments 1 comment 5 min read What problem do Config & Secret solve? Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Jan 12 What problem do Config & Secret solve? # architecture # devops # kubernetes 1 reaction Comments Add Comment 2 min read PART 1 — StatefulSet + Headless Service + Persistent Storage Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Jan 12 PART 1 — StatefulSet + Headless Service + Persistent Storage # devops # kubernetes # mysql # tutorial 1 reaction Comments Add Comment 3 min read Agentic Coding Tools Are Accelerating Output, Not Velocity Signadot Signadot Signadot Follow Jan 12 Agentic Coding Tools Are Accelerating Output, Not Velocity # ai # devops # kubernetes # productivity Comments Add Comment 5 min read Decoding Web Performance: A Deep Dive into Key Metrics TechBlogs TechBlogs TechBlogs Follow Jan 12 Decoding Web Performance: A Deep Dive into Key Metrics # devops # cloud # kubernetes Comments Add Comment 7 min read 🚀 Building a Modern PHP Microservices Architecture with Docker Alan Varghese Alan Varghese Alan Varghese Follow Jan 12 🚀 Building a Modern PHP Microservices Architecture with Docker # php # docker # microservices # devops Comments Add Comment 7 min read Scaling Terraform Across many Teams: A Native Framework for Platform Engineering Jacob Jacob Jacob Follow Jan 12 Scaling Terraform Across many Teams: A Native Framework for Platform Engineering # terraform # scaling # devops Comments Add Comment 30 min read Deploy to Raspberry Pi in One Command: Building a Rust-based Deployment Tool Kazilsky Kazilsky Kazilsky Follow Jan 12 Deploy to Raspberry Pi in One Command: Building a Rust-based Deployment Tool # automation # devops # rust # tooling 2 reactions Comments 3 comments 3 min read Building Automated Containment for AI-to-AI Systems: A Technical Deep Dive John R. Black III John R. Black III John R. Black III Follow Jan 12 Building Automated Containment for AI-to-AI Systems: A Technical Deep Dive # ai # python # cybersecurity # devops Comments Add Comment 8 min read Understanding Dead Letter Queues: Your Safety Net for Message Processing sizan mahmud0 sizan mahmud0 sizan mahmud0 Follow Jan 12 Understanding Dead Letter Queues: Your Safety Net for Message Processing # webdev # devops # programming # distributedsystems 1 reaction Comments Add Comment 4 min read Introduction to DevOps #5. DevOps Tooling Landscape Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #5. DevOps Tooling Landscape # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read How I Would Learn Web3 From Scratch Today (Without Wasting a Year) Emir Taner Emir Taner Emir Taner Follow Jan 12 How I Would Learn Web3 From Scratch Today (Without Wasting a Year) # web3 # beginners # devops # machinelearning 2 reactions Comments Add Comment 2 min read Putting the CD Back into CI/CD: A Guide to Continuous Deployment Audacia Audacia Audacia Follow Jan 12 Putting the CD Back into CI/CD: A Guide to Continuous Deployment # devops # cicd # git # software Comments Add Comment 7 min read loading... trending guides/resources DevOps From Scratch: Entry #01 DevOps From Scratch: A Student’s Diary (Entry #00) The Night Kubernetes Almost Made Me Quit DevOps Forever Observability-Driven Kubernetes: A Practical EKS Demo Understanding Kubernetes: part 60 – Kubernetes 1.35 Changelog How I Built an AI Terraform Review Agent on Serverless AWS How I Built My Terraform Portfolio: Projects, Repos, and Lessons Learned 24 Zsh Plugins🔌 Every Developer & DevOps Engineer 🖥 Should Use in 2025 The Sunsetting of Ingress NGINX: Why Kubernetes Is Moving On — And Where We Go Next How to run GitHub Actions locally Cloudflare Went Down - Here's What Really Happened Today AWS DevOps Agent — The Future of Autonomous Cloud Operations Moving on from Terraform CDK Understanding Hetzner SSD VPS Performance and Best Practices The 2026 Computer Science Playbook: How to Learn, Where to Focus, and What It Really Takes to Get... AWS community day Workshop: Building Your First DevOps Blue/Green Pipeline with ECS Why Most Beginners Hate DevOps in the First 2 Months (And How I Almost Quit Too) Setting up an encrypted secondary drive on Linux 🎄 Advent of DevOps: 25 Days to Level Up Your DevOps Game! How To Create A macOS 26 Tahoe USB Installation Drive 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/software/page/6 | Software Page 6 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # software Follow Hide All things related to software development and engineering. Create Post Older #software posts 3 4 5 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Gambiarra is the real engineering superpower no one admits using <devtips/> <devtips/> <devtips/> Follow Nov 27 '25 Gambiarra is the real engineering superpower no one admits using # webdev # ai # programming # software Comments Add Comment 28 min read Businesses were losing customers to messy bookings — so I built Rezzervo Leon Shabani Leon Shabani Leon Shabani Follow Nov 27 '25 Businesses were losing customers to messy bookings — so I built Rezzervo # startup # software Comments Add Comment 1 min read How to Use Coverlet Coverage Thresholds to Enforce Better Testing Standards? Sophie Lane Sophie Lane Sophie Lane Follow Nov 26 '25 How to Use Coverlet Coverage Thresholds to Enforce Better Testing Standards? # webdev # codecoverage # software # devops Comments Add Comment 3 min read The Future Belongs to System Thinkers Farhan Nasir Farhan Nasir Farhan Nasir Follow Nov 26 '25 The Future Belongs to System Thinkers # webdev # ai # programming # software Comments Add Comment 1 min read The "And" Test: How I Spot a Monster Function Before it Bites Me Doogal Simpson Doogal Simpson Doogal Simpson Follow Dec 29 '25 The "And" Test: How I Spot a Monster Function Before it Bites Me # beginners # career # javascript # software 3 reactions Comments 2 comments 3 min read How Developers Can Make Money on YouTube Without Showing Their Face Software Developer Software Developer Software Developer Follow Dec 1 '25 How Developers Can Make Money on YouTube Without Showing Their Face # software # development # youtube # webmonetization Comments Add Comment 5 min read The Idle Consciousness: A Hegelian Reading of Human Servitude in the Age of AI Rafa Calderon Rafa Calderon Rafa Calderon Follow Dec 29 '25 The Idle Consciousness: A Hegelian Reading of Human Servitude in the Age of AI # philosophy # ai # ethics # software 6 reactions Comments Add Comment 4 min read How Regression Testing Keeps Agile Teams Fast, Reliable, and Release-Ready AIO Tests AIO Tests AIO Tests Follow Nov 26 '25 How Regression Testing Keeps Agile Teams Fast, Reliable, and Release-Ready # regressiontesting # software # testing Comments Add Comment 5 min read Complete Toolkit for LLM Development Zainudin Noori Zainudin Noori Zainudin Noori Follow Nov 24 '25 Complete Toolkit for LLM Development # ai # rag # software # gpt3 1 reaction Comments Add Comment 2 min read What happens when you try to get hired by the top IT companies TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore Follow Nov 24 '25 What happens when you try to get hired by the top IT companies # software # career # hiring # interview Comments Add Comment 6 min read Basics to Improve Your Reasoning Athreya aka Maneshwar Athreya aka Maneshwar Athreya aka Maneshwar Follow Dec 18 '25 Basics to Improve Your Reasoning # webdev # programming # design # software 15 reactions Comments Add Comment 2 min read The Art, the Politics, and the Final Truth of Software Development Mr. 0x1 Mr. 0x1 Mr. 0x1 Follow Nov 24 '25 The Art, the Politics, and the Final Truth of Software Development # software # ai Comments Add Comment 3 min read Always Up, Never Chill: A Friendly Intro to Availability in Software David R David R David R Follow Nov 29 '25 Always Up, Never Chill: A Friendly Intro to Availability in Software # availability # cloud # software # sla Comments Add Comment 6 min read Go Memory Profiling & Performance Debugging — Real-World Guide to pprof Serif COLAKEL Serif COLAKEL Serif COLAKEL Follow Nov 23 '25 Go Memory Profiling & Performance Debugging — Real-World Guide to pprof # go # productivity # software # backend Comments Add Comment 3 min read JavaScript Vishal Thakkar Vishal Thakkar Vishal Thakkar Follow Dec 27 '25 JavaScript # javascript # java # softwaredevelopment # software Comments Add Comment 1 min read 🚀 Lean Startup: La guía moderna para crear productos que la gente realmente quiere joedev090 joedev090 joedev090 Follow Nov 22 '25 🚀 Lean Startup: La guía moderna para crear productos que la gente realmente quiere # leanstartup # agile # startup # software Comments Add Comment 4 min read Engineering Troubleshooting and Tool Combination for App HTTPS Packet Capture ObjC_Coder ObjC_Coder ObjC_Coder Follow Nov 28 '25 Engineering Troubleshooting and Tool Combination for App HTTPS Packet Capture # mobile # software Comments Add Comment 3 min read Linux Without Fanboyism: An Honest Developer’s Perspective José David Ureña Torres José David Ureña Torres José David Ureña Torres Follow Dec 14 '25 Linux Without Fanboyism: An Honest Developer’s Perspective # linux # programming # software # opensource 57 reactions Comments 17 comments 10 min read Why Debugging Skills Matter More Than Writing New Code Nilesh Raut Nilesh Raut Nilesh Raut Follow Dec 27 '25 Why Debugging Skills Matter More Than Writing New Code # software # programming # learning # debug 22 reactions Comments 5 comments 3 min read Podcasts I listened to in 2025 Aaron McCollum Aaron McCollum Aaron McCollum Follow Dec 15 '25 Podcasts I listened to in 2025 # podcast # software # yearinreview # programming Comments Add Comment 3 min read The Secret Life of Python: The Import System Aaron Rose Aaron Rose Aaron Rose Follow Dec 10 '25 The Secret Life of Python: The Import System # python # coding # programming # software 7 reactions Comments 3 comments 19 min read The Real Truth About Becoming a Cracked Frontend Engineer (Not Just a “React Developer”) George Udonte George Udonte George Udonte Follow Nov 21 '25 The Real Truth About Becoming a Cracked Frontend Engineer (Not Just a “React Developer”) # frontend # react # software # webdev Comments Add Comment 3 min read The Secret Life of Python: The Truth About Nothing Aaron Rose Aaron Rose Aaron Rose Follow Dec 23 '25 The Secret Life of Python: The Truth About Nothing # python # coding # programming # software 6 reactions Comments 1 comment 4 min read How Much DevOps Knowledge Is Actually Required for an SDE? Nilesh Raut Nilesh Raut Nilesh Raut Follow Dec 22 '25 How Much DevOps Knowledge Is Actually Required for an SDE? # devops # software # sde # programming 17 reactions Comments 3 comments 3 min read Building a Linux OS with Yocto hang-up hang-up hang-up Follow Dec 13 '25 Building a Linux OS with Yocto # linux # virtualmachine # programming # software Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://parenting.forem.com/t/learning | Learning - Parenting Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Parenting Close Learning Follow Hide “I have no special talent. I am only passionately curious.” - Albert Einstein Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Why the "Why?" Game is the Most Valuable Thing I Do With My Kids Juno Threadborne Juno Threadborne Juno Threadborne Follow Oct 20 '25 Why the "Why?" Game is the Most Valuable Thing I Do With My Kids # newparents # development # communication # learning 19 reactions Comments 2 comments 3 min read Navigating Modern Parenthood: Insights from This Week's Conversations Om Shree Om Shree Om Shree Follow Oct 19 '25 Navigating Modern Parenthood: Insights from This Week's Conversations # discuss # learning # development # mentalhealth 23 reactions Comments 5 comments 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Parenting — A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Parenting © 2016 - 2026. Navigating the chaos and joy of parenting. Log in Create account | 2026-01-13T08:48:54 |
https://dev.to/privacy#6-international-data-transfers | Privacy Policy - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. 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https://vibe.forem.com/t/chatgpt | ChatGPT - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close ChatGPT Follow Hide GPT models are capable of natural language processing tasks such as text generation, summarization, and analysis. ChatGPT interacts in a conversational way. The dialogue format makes it possible for ChatGPT to answer follow-up questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests. Create Post submission guidelines We welcome all posts around the topic of ChatGPT - technical articles, personal stories, discussions, and more! Older #chatgpt posts 1 2 3 4 5 6 7 8 9 … 75 … 109 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Vibecoding as a Legitimate Way to Bring Ideas to Life Jaclyn McMillan Jaclyn McMillan Jaclyn McMillan Follow Jan 10 Vibecoding as a Legitimate Way to Bring Ideas to Life # ai # vibecoding # chatgpt # vscode Comments Add Comment 3 min read Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! Emil Hacklin Emil Hacklin Emil Hacklin Follow Jan 4 Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! # discuss # ai # chatgpt Comments Add Comment 1 min read Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use Roman Marshanski Roman Marshanski Roman Marshanski Follow Dec 25 '25 Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use # producthunt # chatgpt # ai Comments Add Comment 5 min read ChatGPT Now Has an App Store - Here’s What It Means for Users and Developers Hameed Ansari Hameed Ansari Hameed Ansari Follow Dec 19 '25 ChatGPT Now Has an App Store - Here’s What It Means for Users and Developers # webdev # ai # productivity # chatgpt 5 reactions Comments Add Comment 1 min read The Case of the Wandering Columns David Gallivan David Gallivan David Gallivan Follow Nov 26 '25 The Case of the Wandering Columns # ai # chatgpt # debugging Comments Add Comment 3 min read Why My AI Tool Got Worse When I Made It Smarter v. 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Splicer Follow Dec 23 '25 Why My AI Tool Got Worse When I Made It Smarter # ai # chatgpt # debugging # devops 4 reactions Comments 3 comments 5 min read The Fast Fashion Era of Software Danny McVey Danny McVey Danny McVey Follow Nov 22 '25 The Fast Fashion Era of Software # discuss # ai # chatgpt Comments Add Comment 3 min read The future of ViBE coding: 5 years ahead Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 19 '25 The future of ViBE coding: 5 years ahead # ai # kubernetes # chatgpt # debugging 5 reactions Comments 2 comments 3 min read Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) yassine bout yassine bout yassine bout Follow Nov 13 '25 Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) # ai # devops # api # chatgpt 10 reactions Comments 6 comments 2 min read How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code Wayne Cooper Wayne Cooper Wayne Cooper Follow Nov 17 '25 How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code # ai # chatgpt # vibecoding # buildinpublic Comments Add Comment 2 min read Build your tribe - why building with others changes everything Karina Egle Karina Egle Karina Egle Follow Nov 6 '25 Build your tribe - why building with others changes everything # ai # devops # chatgpt # openai Comments Add Comment 3 min read 10 Next-Level Vibe Coding Techniques I Wish I Knew Earlier AISuperHub AISuperHub AISuperHub Follow Sep 30 '25 10 Next-Level Vibe Coding Techniques I Wish I Knew Earlier # ai # chatgpt # gemini # mcp Comments Add Comment 2 min read 🎬 VORAvideo: How We Turn Text, Images & Speech Into Cinematic Videos Nico Hayes Nico Hayes Nico Hayes Follow Oct 16 '25 🎬 VORAvideo: How We Turn Text, Images & Speech Into Cinematic Videos # ai # chatgpt 2 reactions Comments 1 comment 3 min read How Midgen AI's 'Show, Don't Tell' Converter Elevates Storytelling Md Shoriful Islam Ashiq Md Shoriful Islam Ashiq Md Shoriful Islam Ashiq Follow Oct 6 '25 How Midgen AI's 'Show, Don't Tell' Converter Elevates Storytelling # ai # chatgpt Comments Add Comment 5 min read loading... trending guides/resources Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) How I Built a Full Online Notepad Using Vibe Coding — Without Knowing How to Code Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use The Fast Fashion Era of Software Build your tribe - why building with others changes everything The Case of the Wandering Columns Why My AI Tool Got Worse When I Made It Smarter The future of ViBE coding: 5 years ahead Vibecoding as a Legitimate Way to Bring Ideas to Life 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account | 2026-01-13T08:48:54 |
https://vibe.forem.com/t/cloud | The "Cloud" - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close The "Cloud" Follow Hide There is no cloud, only other peoples computers. Create Post submission guidelines Be nice. Be respectful. Assume best intentions. Be kind, rewind. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Building a SaaS with Claude Code: Why Experience and Framework Choice Matter José José José Follow Jan 8 Building a SaaS with Claude Code: Why Experience and Framework Choice Matter # claude # cloud Comments Add Comment 3 min read Solved: Understanding PPC Management — What Are the Most Important Factors Today? Darian Vance Darian Vance Darian Vance Follow Dec 28 '25 Solved: Understanding PPC Management — What Are the Most Important Factors Today? # devops # programming # tutorial # cloud Comments Add Comment 8 min read AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Dhren Dhren Dhren Follow Dec 2 '25 AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 # ai # cloud # api # database Comments Add Comment 2 min read Cooked this Paperfolio template with V0 | Here’s the template you can use for free Nikhil Shukla Nikhil Shukla Nikhil Shukla Follow Dec 1 '25 Cooked this Paperfolio template with V0 | Here’s the template you can use for free # ai # opensource # buildinpublic # cloud 4 reactions Comments Add Comment 1 min read Build Your First AI App in 10 Minutes: A Non-Coder’s Guide to AWS AI 🚀 Nimmala NAGA SANTHOSH BABA Nimmala NAGA SANTHOSH BABA Nimmala NAGA SANTHOSH BABA Follow Nov 23 '25 Build Your First AI App in 10 Minutes: A Non-Coder’s Guide to AWS AI 🚀 # ai # aws # awschallenge # cloud 1 reaction Comments 1 comment 3 min read How to Use AI in Brand Journalism with Gemini to Transform Digital Information into Strategic Editorial Content? Romina Elena Mendez Escobar Romina Elena Mendez Escobar Romina Elena Mendez Escobar Follow Oct 20 '25 How to Use AI in Brand Journalism with Gemini to Transform Digital Information into Strategic Editorial Content? # python # cloud # ai # programming 1 reaction Comments Add Comment 8 min read The Creative Flow: Vibe Coding Tools and the Human Element on October 13, 2025 Om Shree Om Shree Om Shree Follow Oct 13 '25 The Creative Flow: Vibe Coding Tools and the Human Element on October 13, 2025 # ai # cloud # devops # opensource 16 reactions Comments 1 comment 3 min read Mid-October 2025 AI Software Development News Roundup: Tools, Trends, and Breakthroughs Om Shree Om Shree Om Shree Follow Oct 12 '25 Mid-October 2025 AI Software Development News Roundup: Tools, Trends, and Breakthroughs # ai # cloud # devops # opensource 21 reactions Comments Add Comment 4 min read Tech With Tim: Advanced Vibe Coding Tutorial w/ Warp (Build & Deploy Apps) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 13 '25 Tech With Tim: Advanced Vibe Coding Tutorial w/ Warp (Build & Deploy Apps) # ai # docker # git # cloud Comments Add Comment 1 min read loading... trending guides/resources AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Building a SaaS with Claude Code: Why Experience and Framework Choice Matter Cooked this Paperfolio template with V0 | Here’s the template you can use for free Solved: Understanding PPC Management — What Are the Most Important Factors Today? Build Your First AI App in 10 Minutes: A Non-Coder’s Guide to AWS AI 🚀 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account | 2026-01-13T08:48:54 |
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https://www.algolia.com/distributed-secure/global-infrastructure | Infrastructure for search speed & reliability | Algolia Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. 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https://www.algolia.com/products/features/data-enrichment | Data Enrichment Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. 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We got you covered! Brand guidelines Download logo pack Data Enrichment Enhance your search index with Algolia Fetch Use built-in enrichment features to modify, enhance, or restructure data as it’s indexed for search. Get a demo Get started Algolia Fetch Enrich your data and enhance data quality with Fetch, a powerful feature that pulls data from external sources via third-party APIs within your transformation pipeline. Enhance data richness Add valuable context to your Algolia records with real-time data from any compatible third-party connector or API. Simplify integration Seamlessly integrate external data sources without complex pre-processing. Improve search relevance Provide more accurate and relevant search results with up-to-the-minute information. Helper functions Set up quickly with several included functions in the UI, as well as an open API for anything else. How it works Fetch uses a simple function to pull in data from external sources. That information enriches your Algolia records in real-time, enhancing the quality and relevance of your search results. --> Unleash powerful new use cases Data Enrichment with Fetch makes it easier to enhance your search index and deliver better results. Common use cases include: Translation Automatically translate product descriptions to support a multilingual experience. Learn more Personalization Pull in user preferences from your CRM or other platforms to deliver tailored, more relevant search results. Learn more Product data Enrich tour records with real-time inventory, pricing, or review data from external sources. Learn more Enhancement Use LLMs to generate metadata-like themes or styles. Data Enrichment FAQs Do I need to set up a separate system to use Fetch? 0 No. Fetch is built directly into your transformation pipeline, so you can enrich data on the fly without managing a separate ETL process or infrastructure. What kinds of external APIs can I use with Fetch? 0 You can use any third-party API that returns data in a compatible format—this includes services like DeepL, Stripe, HubSpot, OpenWeather, and even custom internal APIs. Is Fetch available for all Algolia customers? 0 Yes! Check with your Algolia representative or sign up to explore availability. How is the fetched data added to my records? 0 Fetched data is merged into your records during the transformation step—before indexing—so it's fully searchable and available at query time. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Performance Follow Hide Tag for content related to software performance. Create Post submission guidelines Articles should be obviously related to software performance in some way. Possible topics include, but are not limited to: Performance Testing Performance Analysis Optimising for performance Scalability Resilience But most of all, be kind and humble. 💜 Older #performance posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Unsafe Rust: When and Why Aviral Srivastava Aviral Srivastava Aviral Srivastava Follow Jan 11 Unsafe Rust: When and Why # learning # performance # rust Comments Add Comment 8 min read Why Fast Page Loads Don’t Always Mean Fast User Experience ar abid ar abid ar abid Follow Jan 11 Why Fast Page Loads Don’t Always Mean Fast User Experience # performance # webdev # javascript # serverless 1 reaction Comments Add Comment 2 min read HTTP Caching Explained (The Way I Learned It in Production) Nishar Arif Nishar Arif Nishar Arif Follow Jan 11 HTTP Caching Explained (The Way I Learned It in Production) # beginners # webdev # tutorial # performance 1 reaction Comments Add Comment 4 min read From Deep Insight to Market Clarity Leigh k Valentine Leigh k Valentine Leigh k Valentine Follow Jan 12 From Deep Insight to Market Clarity # ai # machinelearning # performance # chatgpt 16 reactions Comments 2 comments 5 min read Why Your E-Commerce Site Feels Slow Even When Lighthouse Is Green ar abid ar abid ar abid Follow Jan 11 Why Your E-Commerce Site Feels Slow Even When Lighthouse Is Green # performance # webdev # javascript # ecommerce 1 reaction Comments Add Comment 3 min read A Simple Guide to a Faster Site Roman Musin Roman Musin Roman Musin Follow Jan 12 A Simple Guide to a Faster Site # performance # tutorial # webdev # wordpress 1 reaction Comments Add Comment 8 min read Bun Joins the Microservice Framework Benchmark: Surprisingly Fast JavaScript Runtime özkan pakdil özkan pakdil özkan pakdil Follow Jan 11 Bun Joins the Microservice Framework Benchmark: Surprisingly Fast JavaScript Runtime # javascript # microservices # performance Comments Add Comment 4 min read 🔐 TLS Termination Models - SSL Passthrough vs SSL Termination (Offloading) vs SSL Bridging (Re-Encryption) SHARON SHAJI SHARON SHAJI SHARON SHAJI Follow Jan 10 🔐 TLS Termination Models - SSL Passthrough vs SSL Termination (Offloading) vs SSL Bridging (Re-Encryption) # architecture # networking # performance # security Comments Add Comment 3 min read SwiftUI Dependency Graph Architecture (Object Lifetimes & Scope) Sebastien Lato Sebastien Lato Sebastien Lato Follow Jan 9 SwiftUI Dependency Graph Architecture (Object Lifetimes & Scope) # swiftui # architecture # performance # dependency Comments Add Comment 3 min read Contiguous Memory & Cache Locality ali ehab algmass ali ehab algmass ali ehab algmass Follow Jan 10 Contiguous Memory & Cache Locality # algorithms # computerscience # performance Comments Add Comment 3 min read Principal Architect Mindset – Self-Questioning Guide Sekar Thangavel Sekar Thangavel Sekar Thangavel Follow Jan 9 Principal Architect Mindset – Self-Questioning Guide # architecture # career # performance # systemdesign Comments Add Comment 3 min read Try crash my app! I built a Link Shortener on the Edge. Can you help me crash it? (Live Dashboard) Elias Oliveira Elias Oliveira Elias Oliveira Follow Jan 9 Try crash my app! I built a Link Shortener on the Edge. Can you help me crash it? (Live Dashboard) # showdev # architecture # performance # testing Comments Add Comment 1 min read Two Pointers (Same Direction) Jayaprasanna Roddam Jayaprasanna Roddam Jayaprasanna Roddam Follow Jan 9 Two Pointers (Same Direction) # algorithms # computerscience # interview # performance Comments Add Comment 3 min read Docker en producción: menos peso, más performance Alejo Suarez Alejo Suarez Alejo Suarez Follow for Adini Jan 9 Docker en producción: menos peso, más performance # devops # docker # cloud # performance Comments Add Comment 2 min read From GlusterFS to JuiceFS: Lightillusions Achieved 2.5x Faster 3D AIGC Data Processing DASWU DASWU DASWU Follow Jan 9 From GlusterFS to JuiceFS: Lightillusions Achieved 2.5x Faster 3D AIGC Data Processing # ai # architecture # opensource # performance Comments Add Comment 9 min read Computed Fields Causing Infinite Recomputations(Odoo) Aaron Jones Aaron Jones Aaron Jones Follow Jan 9 Computed Fields Causing Infinite Recomputations(Odoo) # backend # performance # python Comments Add Comment 3 min read Memoization in React: Or How I Thought I Optimized My App (But Mostly Just Felt Productive) Boluwatife Adewusi Boluwatife Adewusi Boluwatife Adewusi Follow Jan 8 Memoization in React: Or How I Thought I Optimized My App (But Mostly Just Felt Productive) # javascript # performance # productivity # react Comments Add Comment 4 min read Handshake: o custo invísivel das APIs modernas Caio Macedo Caio Macedo Caio Macedo Follow Jan 8 Handshake: o custo invísivel das APIs modernas # api # architecture # networking # performance Comments Add Comment 3 min read My Node.js API Best Practices in 2025 Shamim Ali Shamim Ali Shamim Ali Follow Jan 8 My Node.js API Best Practices in 2025 # api # architecture # node # performance Comments Add Comment 3 min read SwiftUI Image Loading Pipeline (AsyncImage Is Not Enough) Sebastien Lato Sebastien Lato Sebastien Lato Follow Jan 8 SwiftUI Image Loading Pipeline (AsyncImage Is Not Enough) # swiftui # performance # images # architecture Comments Add Comment 3 min read Why JSON Format Is No Longer Suitable for Generative AI and LLM Models Federico Moretti Federico Moretti Federico Moretti Follow Jan 8 Why JSON Format Is No Longer Suitable for Generative AI and LLM Models # webdev # ai # javascript # performance Comments Add Comment 4 min read Health Data Visualization: Building High-Performance Charts for Millions of Points wellallyTech wellallyTech wellallyTech Follow Jan 8 Health Data Visualization: Building High-Performance Charts for Millions of Points # react # performance # dataviz # frontend Comments Add Comment 2 min read The Hidden Cost of Global Stores in Vue (and When They’re Still Worth It) Jakub Andrzejewski Jakub Andrzejewski Jakub Andrzejewski Follow Jan 12 The Hidden Cost of Global Stores in Vue (and When They’re Still Worth It) # vue # typescript # performance # webperf 2 reactions Comments Add Comment 3 min read From O(n ) to O(n): Building a Streaming Markdown Renderer for the AI Era king king king Follow Jan 8 From O(n ) to O(n): Building a Streaming Markdown Renderer for the AI Era # markdown # performance # ai # opensource Comments Add Comment 6 min read Reducing Buy Button Latency with Edge Computing (CDN + Serverless) ar abid ar abid ar abid Follow Jan 8 Reducing Buy Button Latency with Edge Computing (CDN + Serverless) # webdev # performance # javascript # serverless 1 reaction Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.algolia.com/industries | Build Search & Discovery across Industries | Algolia Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark white Algolia logo white Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. Integrations Connect to your existing stack via pre-built libraries and APIs. Infrastructure Overview Data Centers Choose from 70+ data centers across 17 regions. Data Centers Choose from 70+ data centers across 17 regions. Security & Compliance Built for peace of mind. Security & Compliance Built for peace of mind. 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We got you covered! Brand guidelines Download logo pack INDUSTRIES OVERVIEW Algolia powers Search & Discovery across industries Get a demo Start building for free --> Ecommerce Transform your online store with AI search, generative assistants and discovery tools that deliver personalized product experiences. Learn more B2B Commerce Index complex catalogs, parts, SKUs and documents to serve buyers with precision and insight, instantly. Learn more Fashion Stylish search meets intelligence—AI-powered discovery, generative style guides and tailored shopping journeys for fashion brands. Learn more Grocery Everyday essentials, reimagined—fast, intelligent search and conversational agents help shoppers browse, discover and reorder with ease. Learn more Higher education Turn search into the heart of your campus so students, families, and faculty can find every program, service, and resource in one place. Learn more Marketplaces Multi-seller catalogs, meet unified AI search and smart agents—connect buyers with sellers through rich discovery and recommendation at scale. Learn more Media Index your content, power discovery and engagement—AI search plus generative agents deliver the right story, video or article at the right moment. Learn more SaaS Embed fast, relevant AI search and agentic experiences inside your software product—help users find files, events and insights instantly. Learn more --> Try the AI search that understands Get a demo Start free Products Overview AI Search AI Browse AI Recommendations Ask AI Intelligent Data Kit Use cases Overview Enterprise search Headless commerce Mobile & app search Voice search Image search OEM Site search Developers Developer Hub Documentation Integrations Engineering blog Discord community API status DocSearch For Open Source Live demos GDPR AI Act Integrations Salesforce Commerce Cloud B2C Shopify Adobe Commerce Netlify Commercetools BigCommerce Distributed & secure Global infrastructure Security & compliance Azure AWS Industries Overview B2C ecommerce B2B ecommerce Marketplaces SaaS Media Startups Fashion Tools Search Grader Ecommerce Search Audit Company About Algolia Careers Newsroom Events Leadership Social impact Contact us Anti-Modern Slavery Statement Awards Social networks Developers Developer Hub Documentation Integrations Engineering blog Discord community API status DocSearch For Open Source Live demos GDPR AI Act Industries Overview B2C ecommerce B2B ecommerce Marketplaces SaaS Media Startups Fashion Tools Search Grader Ecommerce Search Audit Products Overview AI Search AI Browse AI Recommendations Ask AI Intelligent Data Kit Use cases Overview Enterprise search Headless commerce Mobile & app search Voice search Image search OEM Site search Integrations Salesforce Commerce Cloud B2C Shopify Adobe Commerce Netlify Commercetools BigCommerce Distributed & secure Global infrastructure Security & compliance Azure AWS Company About Algolia Careers Newsroom Events Leadership Social impact Contact us Anti-Modern Slavery Statement Awards Social networks Algolia mark white ©2026 Algolia - All rights reserved. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # software Follow Hide All things related to software development and engineering. Create Post Older #software posts 2 3 4 5 6 7 8 9 10 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu What Is a Software Version Number? Christos Drogidis Christos Drogidis Christos Drogidis Follow Dec 7 '25 What Is a Software Version Number? # webdev # software # programming # productivity Comments Add Comment 1 min read Climbing the software engineering ranks: Going from mid to senior Mike Sandula Mike Sandula Mike Sandula Follow Dec 19 '25 Climbing the software engineering ranks: Going from mid to senior # career # software # programming # careerdevelopment Comments 1 comment 3 min read How to develop a new software product quickly and cost-effectively? Alex Alex Alex Follow Dec 4 '25 How to develop a new software product quickly and cost-effectively? # softwaredevelopment # softwareengineering # software # development 3 reactions Comments Add Comment 5 min read Building a Centralized Action for Large-Scale SaaS with Next.js JAKER HOSSAIN JAKER HOSSAIN JAKER HOSSAIN Follow Dec 4 '25 Building a Centralized Action for Large-Scale SaaS with Next.js # webdev # nextjs # typescript # software Comments Add Comment 3 min read iOS Performance Tools Review: Comparison and recommended mixes of six common solutions (2025). DataStack DataStack DataStack Follow Dec 4 '25 iOS Performance Tools Review: Comparison and recommended mixes of six common solutions (2025). # mobile # software Comments Add Comment 4 min read Complete Guide to H5 Mobile Debugging: Full Practice from Browser Simulation to Real-Device WebView Debugging DataStack DataStack DataStack Follow Dec 5 '25 Complete Guide to H5 Mobile Debugging: Full Practice from Browser Simulation to Real-Device WebView Debugging # webdev # software # mobile Comments Add Comment 4 min read Playwright Visual Testing: Why Passing Tests Still Ship Broken UI TestDino TestDino TestDino Follow Dec 27 '25 Playwright Visual Testing: Why Passing Tests Still Ship Broken UI # playwright # testing # ai # software Comments Add Comment 4 min read Top 10 Easy Ways to Make Your Shopify Site Faster Ishan Makkar Ishan Makkar Ishan Makkar Follow Dec 4 '25 Top 10 Easy Ways to Make Your Shopify Site Faster # webperf # website # software # gdscript Comments Add Comment 5 min read Complete Guide to Apple App Store Submission Process: From Developer Registration to Happy ObjC_Coder ObjC_Coder ObjC_Coder Follow Dec 4 '25 Complete Guide to Apple App Store Submission Process: From Developer Registration to Happy # 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https://future.forem.com/om_shree_0709/i-almost-fell-for-a-last-wish-scam-heres-what-you-need-to-know-4g4i#main-content | I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know - Future Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Future Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Om Shree Posted on Jan 12 • Originally published at Medium I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy Recently, I received an unsolicited email that initially seemed like a heartfelt plea for help but quickly revealed itself as a classic scam. By sharing my experience, I hope to educate others on recognizing and avoiding these deceptive schemes, which have trapped countless victims worldwide. The Email That Started It All " A few days ago, I received an email from someone named Lucía Martina, claiming to be a 58-year-old woman from New Zealand battling terminal breast cancer. She wrote from a Gmail address ( luciamartina757@gmail.com ), introducing herself with a polite inquiry: "How are you doing? I have something to discuss with you." Nothing unusual. So I replied politely. Curious, I responded briefly, asking for more details. Her reply painted a tragic picture: orphaned and raised in a motherless babies' home, married for 20 years to her late husband Alexandra Paul (supposedly a U.S. Embassy worker in Washington, D.C., who died in a 2017 car accident), and childless. She claimed to have sold all her belongings after his death, depositing $4.3 million into a "non-residential" bank account. Now, confined to a hospital bed in London, unable to speak, and given only two months to live, she sought a "God-fearing" partner to donate at least 60% of the funds to charities or orphanages. In exchange, she promised I wouldn't regret it if my "heart is pure and sincere," and she'd provide bank details upon my agreement. Emotional Hooks and Red Flags The email tugged at the heartstrings. References to faith, charity, and impending death are designed to evoke sympathy. But I saw some red flags: grammatical errors, inconsistent details (e.g., a New Zealander in a London hospital with U.S. ties), and the unsolicited nature of the contact. It felt too scripted and just too urgent. Unmasking the Scam: A Common Fraudulent Tactic Upon reflection and research, this email matches the blueprint of an "Advance-fee fraud" or "419 scam" (named after the Nigerian criminal code section often associated with it, though perpetrators operate globally). In this variant, known as the "dying widow" or "inheritance scam," the sender poses as a terminally ill person (often a widow with cancer) offering a fortune in exchange for help distributing it to charities. The goal? To lure victims into providing personal information, paying "fees" for transfers, or even traveling abroad, only to be fleeced. Similar scams have been documented extensively. For instance, the U.S. Federal Trade Commission (FTC) and Interpol report thousands of such cases annually, with variations involving names like "Mrs. Mary Williams" or "Dr. John Smith." In my case, searches for "Lucia Martina inheritance scam" reveal identical emails circulating since at least 2020, often with the same backstory but slight tweaks to names or amounts. Cybersecurity firms like Kaspersky and Norton have flagged these as phishing attempts, where the next steps typically involve requests for bank details, "processing fees," or legal documents, leading to identity theft or financial loss. According to the FTC's 2023 Consumer Sentinel Network report, advance-fee scams cost Americans over $300 million that year alone, with global figures likely in the billions. Victims are often empathetic individuals, targeted via harvested email lists from data breaches or public directories. The emotional manipulation: appeals to religion, charity, and urgency, makes it particularly insidious. Red Flags to Watch For If you've received a similar email, here are key warning signs I noticed: Unsolicited Contact: Legitimate opportunities don't arrive out of the blue via email from strangers. Emotional Manipulation: Stories of terminal illness, orphanhood, or faith-based pleas are common hooks to bypass skepticism. Promises of Easy Money: Offers of millions for minimal effort, especially tied to "last wishes," scream fraud. Grammatical Errors and Inconsistencies: Poor English, mismatched details (e.g., a New Zealand resident with U.S. embassy ties in London), and generic phrasing. Urgency and Secrecy: Pressure to act quickly, often with claims of limited time due to health. Requests for Personal Info: They'll eventually ask for bank details, IDs, or fees, never share these. In my interaction, the sender's insistence on my "pure heart" and quick response was a telltale sign. Fortunately, I didn't proceed further. How to Protect Yourself and Report Scams Knowledge is your best defense. Here's what experts recommend: Verify Claims Use search engines to check names, stories, or email addresses. Tools like ScamAdviser or WhoIs can reveal fake domains. Don't Engage Reply only if necessary, but avoid sharing details. Mark as spam and delete. Report It In India, file a complaint via the National Cyber Crime Reporting Portal (cybercrime.gov.in) or your email provider. Globally, inform the FTC (reportfraud.ftc.gov) or IC3 (ic3.gov). Educate Others Share experiences on forums like Reddit's r/Scams or social media, but anonymize sensitive info. Use Security Tools Enable two-factor authentication, use antivirus software, and be wary of attachments. If you've fallen victim, contact your bank immediately and report to authorities, recovery is possible in some cases. Final Thoughts: Turning Awareness into Action My brush with this scam was a stark reminder that compassion can be weaponized. While I emerged unscathed, many aren't so lucky, losing savings or suffering emotional distress. By exposing these tactics, we can collectively dismantle them. If this article resonates, share it widely, let's make the internet a safer space for genuine connections, not exploitation. Remember, if it sounds too good (or too tragic) to be true, it probably is. Stay vigilant. This article is based on personal experience and publicly available scam reports as of January 2026. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Om Shree Follow Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo Joined Feb 27, 2025 More from Om Shree Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # ai # security # blockchain # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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Right menu The Underlying Process of Request Processing Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Jan 12 The Underlying Process of Request Processing # java # functional # architecture # backend Comments Add Comment 4 min read 🚀 The "Celebrity Problem": How to Handle the Taylor Swifts of Your Database 🎤📈 charan koppuravuri charan koppuravuri charan koppuravuri Follow Jan 13 🚀 The "Celebrity Problem": How to Handle the Taylor Swifts of Your Database 🎤📈 # systemdesign # architecture # distributedsystems # backend Comments Add Comment 3 min read Chatbot Middleware Architecture: Express.js Best Practices Chatboq Chatboq Chatboq Follow Jan 13 Chatbot Middleware Architecture: Express.js Best Practices # node # express # backend # api Comments Add Comment 9 min read Breaking the Runtime Wall: Universal Frameworks in BEnder 🌍 Adam Golan Adam Golan Adam Golan Follow Jan 10 Breaking the Runtime Wall: Universal Frameworks in BEnder 🌍 # node # bunjs # backend # webdev Comments Add Comment 2 min read Why I Divorced Laravel Observers Rafhael Marsigli Rafhael Marsigli Rafhael Marsigli Follow Jan 12 Why I Divorced Laravel Observers # laravel # php # architecture # backend Comments Add Comment 3 min read When the GUI Disappears: Google UCP and the Shift to Protocol-First Commerce AaronWuBuilds AaronWuBuilds AaronWuBuilds Follow Jan 12 When the GUI Disappears: Google UCP and the Shift to Protocol-First Commerce # google # backend # systemdesign # commerce Comments Add Comment 5 min read Hogo: Ignite Your Node.js Performance with Atomic Request Coalescing Mahmud Rahman Mahmud Rahman Mahmud Rahman Follow Jan 12 Hogo: Ignite Your Node.js Performance with Atomic Request Coalescing # node # performance # backend # javascript Comments Add Comment 2 min read Backend Security for Express.js (With Nginx + VPS) Khaled Md Saifullah Khaled Md Saifullah Khaled Md Saifullah Follow Jan 12 Backend Security for Express.js (With Nginx + VPS) # backend # vps # nginx # mern Comments Add Comment 5 min read 🚀 Where AI Helps Backend Developers — And Where It Doesn’t Manu Kumar Pal Manu Kumar Pal Manu Kumar Pal Follow Jan 12 🚀 Where AI Helps Backend Developers — And Where It Doesn’t # ai # backend # developers # webdev Comments Add Comment 2 min read Why DSO Integration Problems Surface as Delayed Decisions, Not System Failures CAmador CAmador CAmador Follow Jan 12 Why DSO Integration Problems Surface as Delayed Decisions, Not System Failures # api # backend # devops # productivity Comments Add Comment 4 min read MCP Connect Luca Minuti Luca Minuti Luca Minuti Follow Jan 12 MCP Connect # backend # opensource # delphi # mcp Comments Add Comment 7 min read I have an idea I wanted to share with you all. PRAS Samin PRAS Samin PRAS Samin Follow Jan 12 I have an idea I wanted to share with you all. # redis # backend # opensource # serverless Comments Add Comment 1 min read Mastering Database Logic: Handling Partial Payments in an Inventory System Seenu Seenu Seenu Seenu Seenu Seenu Follow Jan 12 Mastering Database Logic: Handling Partial Payments in an Inventory System # architecture # backend # database Comments Add Comment 2 min read DevOps Isn’t a Toolchain, It’s a Feedback Loop Shamim Ali Shamim Ali Shamim Ali Follow Jan 12 DevOps Isn’t a Toolchain, It’s a Feedback Loop # devops # programming # backend # distributedsystems Comments Add Comment 1 min read Clean Code em PHP moderno. Daniel Camucatto Daniel Camucatto Daniel Camucatto Follow Jan 11 Clean Code em PHP moderno. # backend # codequality # php Comments Add Comment 2 min read Don't pull the entire dump if you only need a small piece Татьяна Кузнецова Татьяна Кузнецова Татьяна Кузнецова Follow Jan 11 Don't pull the entire dump if you only need a small piece # sqlserver # dotnet # backend # devops Comments Add Comment 3 min read DS Express Errors (centralizing errors library) — v1.8.0 & v1.8.1 Release Notes Nse569h Nse569h Nse569h Follow Jan 12 DS Express Errors (centralizing errors library) — v1.8.0 & v1.8.1 Release Notes # node # express # backend # dsexpresserrors 1 reaction Comments Add Comment 2 min read LINE Bot Developer Guide: Important Notes for Receiving Requests via Webhook URL Evan Lin Evan Lin Evan Lin Follow Jan 11 LINE Bot Developer Guide: Important Notes for Receiving Requests via Webhook URL # api # backend # tutorial Comments Add Comment 10 min read I Added a Cache and the System Got Slower: The Hidden Cost of Caching yusuf yonturk yusuf yonturk yusuf yonturk Follow Jan 11 I Added a Cache and the System Got Slower: The Hidden Cost of Caching # programming # performance # backend # redis 1 reaction Comments Add Comment 3 min read [Golang] Fixing "undefined: sql.NullTime" Errors with go-pg on Heroku Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Fixing "undefined: sql.NullTime" Errors with go-pg on Heroku # learning # postgres # backend # go Comments Add Comment 2 min read What Backend Developers Should Know About Passkeys (WWDC22) Evan Lin Evan Lin Evan Lin Follow Jan 11 What Backend Developers Should Know About Passkeys (WWDC22) # learning # security # backend # go Comments Add Comment 4 min read [Golang] Research and Implementation: Replacing a PTT Data Crawler with the Firecrawl API Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Research and Implementation: Replacing a PTT Data Crawler with the Firecrawl API # data # backend # go # api Comments Add Comment 6 min read Database Design Best Practice: Store Categorical Data as IDs, Not Strings Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 11 Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture Comments Add Comment 2 min read The Engine Under the Hood: Go’s GMP, Java’s Locks, and Erlang’s Heaps Ayush Kumar Anand Ayush Kumar Anand Ayush Kumar Anand Follow Jan 11 The Engine Under the Hood: Go’s GMP, Java’s Locks, and Erlang’s Heaps # go # backend # erlang # softwareengineering Comments Add Comment 4 min read Structured Concurrency in Go: Stop Letting Goroutines Escape Serif COLAKEL Serif COLAKEL Serif COLAKEL Follow Jan 11 Structured Concurrency in Go: Stop Letting Goroutines Escape # go # softwaredevelopment # softwareengineering # backend Comments Add Comment 2 min read loading... trending guides/resources Join the Xano AI-Powered Backend Challenge: $3,000 in Prizes! A Metamorfose da Plataforma Java: Uma Análise Exaustiva da Evolução Arquitetural, Funcional e Ope... Deadlocks in Go: The Silent Production Killer Princípios do Clean Code Compreendendo 'this' no JavaScript Proxy e Reflect no JavaScript Backend Showdown: Picking the Perfect Tech for Your Mobile App The Developer's Safety Net - Introduction to TypeScript FastAPI vs Spring Boot: A Comprehensive Comparison Vertical Slice Architecture in .NET — From N‑Tier Layers to Feature Slices Spring ShedLock AutoMapper vs Mapster — Deep Technical Analysis, Hidden Costs, and Expert-Level Guidance for .NET... Stop Doing Business Logic in Webhook Endpoints. I Don't Care What Your Lead Engineer Says. 1M+ Req/s Heavy-Read API in Go. Production Lessons Learned Cron Jobs vs Real Task Schedulers: A Love Story Building Node.js CLI Tool. Building a Production-Ready Webhook Delivery System in 5 Minutes From Repetitive Code to Clean Architecture: How the Decorator Pattern Simplified Activity Logging... 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Right menu Nicholas Renotte: I Spent 6 Weeks using Reinforcement Learning to Beat This GoDot Game Vibe YouTube Vibe YouTube Vibe YouTube Follow Oct 11 '25 Nicholas Renotte: I Spent 6 Weeks using Reinforcement Learning to Beat This GoDot Game # ai # opensource # git Comments Add Comment 1 min read Nicholas Renotte: I Spent 6 Weeks using Reinforcement Learning to Beat This GoDot Game Vibe YouTube Vibe YouTube Vibe YouTube Follow Oct 11 '25 Nicholas Renotte: I Spent 6 Weeks using Reinforcement Learning to Beat This GoDot Game # ai # opensource # git 1 reaction Comments Add Comment 1 min read Launching this month LM Vino LM Vino LM Vino Follow Oct 6 '25 Launching this month # ai # devops # opensource # git Comments Add Comment 1 min read New Platform Launch LM Vino LM Vino LM Vino Follow Sep 26 '25 New Platform Launch # ai # opensource # git # claude 2 reactions Comments Add Comment 1 min read Burke Holland: GitHub's new AI coding tool is INSANE Vibe YouTube Vibe YouTube Vibe YouTube Follow Jul 30 '25 Burke Holland: GitHub's new AI coding tool is INSANE # ai # github # git Comments Add Comment 1 min read How I Ship SaaS Ideas in 8 Hours Instead of 8 Months (And Why Speed Is The Only Edge Left) Ritesh Hiremath Ritesh Hiremath Ritesh Hiremath Follow Aug 29 '25 How I Ship SaaS Ideas in 8 Hours Instead of 8 Months (And Why Speed Is The Only Edge Left) # ai # saas # database # git 15 reactions Comments 4 comments 4 min read Tech With Tim: The 4 Mistakes That Kill Dev Portfolios (you’re doing number 2) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 26 '25 Tech With Tim: The 4 Mistakes That Kill Dev Portfolios (you’re doing number 2) # git Comments Add Comment 1 min read Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 21 '25 Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced # opensource # git # api Comments Add Comment 1 min read Tech With Tim: The Next Step After Learning Python Basics Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 9 '25 Tech With Tim: The Next Step After Learning Python Basics # git # vscode 3 reactions Comments Add Comment 1 min read Tech With Tim: Advanced Vibe Coding Tutorial w/ Warp (Build & Deploy Apps) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 13 '25 Tech With Tim: Advanced Vibe Coding Tutorial w/ Warp (Build & Deploy Apps) # ai # docker # git # cloud Comments Add Comment 1 min read Tech With Tim: I Helped 4 Developers Get Jobs in 60 Days, Here's What We Did Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 11 '25 Tech With Tim: I Helped 4 Developers Get Jobs in 60 Days, Here's What We Did # git Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://docs.devcycle.com/integrations/ | Integrations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page Integrations Welcome to DevCycle Integrations! Here you will find all of the various first party tools made with the DevCycle APIs, as well as third party integrations to connect DevCycle to the tools of your needs. Contributing to DevCycle or creating a new Integration: If you would like to contribute to an existing integration or tool, all of DevCycle's tools and integrations are open source on the DevCycle Github repository. Further, if you'd like to create a new tool or integration, a great starting point is DevCycle's Management API which allows you to modify and interact with features and more within a DevCycle project, as well as the DevCycle Bucketing API which is used to serve users features and variables (and powers the DevCycle SDKs!) Observability Dynatrace Monitor and analyze your feature flags with Dynatrace observability platform. OpenTelemetry Monitor and analyze your feature flags with OpenTelemetry. Snowflake Data Sharing Access your Organization's Event data on Snowflake Google Analytics Send DevCycle Feature/Variation data from Tag Manager to Google Analytics 4 for A/B test analysis Rollbar Enhance error logging with DevCycle Feature and Variable data IDE Plugins VSCode Extension Use DevCycle directly in Visual Studio Code. Interoperability OpenFeature Use DevCycle with the OpenFeature Flagging Standard. Feature Flag Importer Import resources from other feature flag providers. Webhooks Connect apps and services to DevCycle. Vercel Edge Config Upload DevCycle configurations to Vercel Edge Config for faster retrieval Code Analysis GitHub: Flag Code Usages Display code snippets for each variable used in a project. GitHub: Flag Change Insights Display added/removed flags on each Pull Request. Bitbucket: Flag Code Usages Display code snippets for each variable used in a project. Bitbucket: Flag Change Insights Display added/removed flags on each Pull Request. GitLab: Flag Code Usages Display code snippets for each variable used in a project. GitLab: Flag Change Insights Display added/removed flags on each Merge Request. Collaboration Tools Slack Connect DevCycle to your Slack workspace to track Feature updates. DevOps Jira: Flag Management Link Jira tickets directly to DecCycle features Terraform Provider Manage projects, features and more with Terraform Edit this page Last updated on Jan 9, 2026 Observability IDE Plugins Interoperability Code Analysis Collaboration Tools DevOps DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:48:54 |
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Posts Relevant Latest Top Vibecoding as a Legitimate Way to Bring Ideas to Life Jaclyn McMillan Jaclyn McMillan Jaclyn McMillan Follow Jan 10 Vibecoding as a Legitimate Way to Bring Ideas to Life # ai # vibecoding # chatgpt # vscode Comments Add Comment 3 min read I Fired the "One-Click" AI Builders: How I Built a React Portfolio with Gemini (Without Knowing React) Aaditya Thakur Aaditya Thakur Aaditya Thakur Follow Jan 13 I Fired the "One-Click" AI Builders: How I Built a React Portfolio with Gemini (Without Knowing React) # ai # webdev # career # beginners Comments Add Comment 3 min read I made a Meme Creator because I hate watermarks Brian Zavala Brian Zavala Brian Zavala Follow Jan 13 I made a Meme Creator because I hate watermarks # opensource # react # webdev # javascript Comments Add Comment 3 min read PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 10 PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis # ai # devops # api # tdd 1 reaction Comments Add Comment 1 min read Claude Code Couldn't Fix My Workflows Automatically, So I Built a System to Fix Them Z. Song Z. Song Z. Song Follow Jan 9 Claude Code Couldn't Fix My Workflows Automatically, So I Built a System to Fix Them # claude # skill Comments Add Comment 2 min read Building a SaaS with Claude Code: Why Experience and Framework Choice Matter José José José Follow Jan 8 Building a SaaS with Claude Code: Why Experience and Framework Choice Matter # claude # cloud Comments Add Comment 3 min read 20 Plus AI Coding Tools for Dev Workflows in 2026 Devin Rosario Devin Rosario Devin Rosario Follow Jan 7 20 Plus AI Coding Tools for Dev Workflows in 2026 # ai # devops # opensource # programming Comments Add Comment 6 min read 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 Niclas Olofsson Niclas Olofsson Niclas Olofsson Follow Jan 5 🚀 I shipped 47 features in ONE WEEK with Claude and it was INSANE 🔥 # vibecoding # ai # claudecode # programming 2 reactions Comments Add Comment 3 min read Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! Emil Hacklin Emil Hacklin Emil Hacklin Follow Jan 4 Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! # discuss # ai # chatgpt Comments Add Comment 1 min read HTMX in 2026: Why Hypermedia is Dominating the Modern Web Del Rosario Del Rosario Del Rosario Follow Jan 7 HTMX in 2026: Why Hypermedia is Dominating the Modern Web # htmx # webdev # architecture # frontend Comments Add Comment 5 min read I’m Not Technical But I’m Rebuilding Random Video Chat by Fixing the Parts Code Never Touched mark gjura mark gjura mark gjura Follow Jan 2 I’m Not Technical But I’m Rebuilding Random Video Chat by Fixing the Parts Code Never Touched # ai # devops # games Comments Add Comment 3 min read Why Is Controlling the Output of Generative AI Systems Important? tracko tracko tracko Follow Dec 29 '25 Why Is Controlling the Output of Generative AI Systems Important? # webdev # programming # ai # beginners Comments Add Comment 3 min read Solved: Understanding PPC Management — What Are the Most Important Factors Today? Darian Vance Darian Vance Darian Vance Follow Dec 28 '25 Solved: Understanding PPC Management — What Are the Most Important Factors Today? # devops # programming # tutorial # cloud Comments Add Comment 8 min read How Does a Senior Program Manager Use Microsoft Planner to Stay on Track? Alex Rodov Alex Rodov Alex Rodov Follow Dec 25 '25 How Does a Senior Program Manager Use Microsoft Planner to Stay on Track? # ai # agents # microsoft # powerplatform Comments Add Comment 3 min read How to Build AI-Based Recommendation Systems in Mobile Apps (2026 Guide) Eira Wexford Eira Wexford Eira Wexford Follow Dec 26 '25 How to Build AI-Based Recommendation Systems in Mobile Apps (2026 Guide) # ai # appdevelopment # devops Comments Add Comment 8 min read From Scripts to Systems: Agent-Driven Shell Automation in 2026 Del Rosario Del Rosario Del Rosario Follow Jan 8 From Scripts to Systems: Agent-Driven Shell Automation in 2026 # bash # automation # ai # devops Comments Add Comment 4 min read Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use Roman Marshanski Roman Marshanski Roman Marshanski Follow Dec 25 '25 Why I Changed Humoropedia GPT Launch Date, Or Product Hunt Launch Tips You Can Use # producthunt # chatgpt # ai Comments Add Comment 5 min read How Machine Learning Personalizes User Experiences in Meditation Apps Ava Isley Ava Isley Ava Isley Follow Dec 23 '25 How Machine Learning Personalizes User Experiences in Meditation Apps # ai # software # app Comments Add Comment 5 min read loading... #discuss Discussion threads targeting the whole community #watercooler Light, and off-topic conversation. 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws posts 10 11 12 13 14 15 16 17 18 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Your 2026 Cloud Computing Roadmap: Start Here Technical Monish Technical Monish Technical Monish Follow Dec 31 '25 Your 2026 Cloud Computing Roadmap: Start Here # aws # cloudcomputing # roadmap # career Comments Add Comment 5 min read Building an Adaptive Learning Agent Using Kiro IDE- agentic-ai-edtech Asim Shaikh Asim Shaikh Asim Shaikh Follow Dec 30 '25 Building an Adaptive Learning Agent Using Kiro IDE- agentic-ai-edtech # aws # kiroide # ai # hackathon Comments Add Comment 2 min read How We Migrated an AWS Amplify GraphQL Backend to CDK (Without a Rewrite) StackOps AI StackOps AI StackOps AI Follow Dec 30 '25 How We Migrated an AWS Amplify GraphQL Backend to CDK (Without a Rewrite) # architecture # aws # devops Comments Add Comment 4 min read I fired my server manager: Running Python on AWS Lambda (Serverless) Eric Rodríguez Eric Rodríguez Eric Rodríguez Follow Dec 30 '25 I fired my server manager: Running Python on AWS Lambda (Serverless) # aws # python # serverless # lambda Comments Add Comment 1 min read Prompts que construyen: cómo dominar Amazon Q Developer en tu día a día Bianca Torres Bianca Torres Bianca Torres Follow Jan 5 Prompts que construyen: cómo dominar Amazon Q Developer en tu día a día # aws # devops # ai # promptengineering Comments Add Comment 3 min read Day 29: Establishing Secure Communication Between Public and Private VPCs via VPC Peering Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Dec 30 '25 Day 29: Establishing Secure Communication Between Public and Private VPCs via VPC Peering # aws # 100daysofcloudaws Comments Add Comment 3 min read My Perspective on AWS Security Hub for DevSecOps andre aliaman andre aliaman andre aliaman Follow Dec 31 '25 My Perspective on AWS Security Hub for DevSecOps # aws # devops # cybersecurity # productivity Comments Add Comment 2 min read Building Dreim Paper: A YouTube Shorts Pipeline for Reddit Poetry Matthew Reid Matthew Reid Matthew Reid Follow Dec 29 '25 Building Dreim Paper: A YouTube Shorts Pipeline for Reddit Poetry # webdev # automation # ai # aws Comments Add Comment 5 min read A Guide to AWS CloudFront Invalidations nithish rodrigo nithish rodrigo nithish rodrigo Follow Jan 3 A Guide to AWS CloudFront Invalidations # aws # cloudfront # invalidation # s3 2 reactions Comments Add Comment 2 min read AWS Organizations: The Easy Way Adedoyin Adedoyin Adedoyin Follow Dec 29 '25 AWS Organizations: The Easy Way # aws # productivity # tutorial Comments Add Comment 2 min read A Clean AWS Architecture for Authenticated Full-Stack Serverless Apps AwsKnowledgeHub AwsKnowledgeHub AwsKnowledgeHub Follow Jan 3 A Clean AWS Architecture for Authenticated Full-Stack Serverless Apps # aws # serverless # architecture # webdev Comments Add Comment 2 min read Moving VMware to AWS Just Got a Whole Lot Easier WILLIAM OBIANA WILLIAM OBIANA WILLIAM OBIANA Follow Dec 30 '25 Moving VMware to AWS Just Got a Whole Lot Easier # aws # cloud # ai # devops 1 reaction Comments Add Comment 2 min read Kiro: Instant Finance & Expense Tracking Shreya Nalawade Shreya Nalawade Shreya Nalawade Follow Jan 4 Kiro: Instant Finance & Expense Tracking # aws # ai # serverless # kiro 6 reactions Comments Add Comment 4 min read Define Methods of Deploying and Operating in the AWS Cloud Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 3 Define Methods of Deploying and Operating in the AWS Cloud # aws # cloud # cloudcomputing # cloudpractitioner 2 reactions Comments Add Comment 3 min read 🚀 Terraform Day 24: Highly Available Web Application on AWS (ALB + ASG + Private Subnets) Jeeva Jeeva Jeeva Follow Dec 30 '25 🚀 Terraform Day 24: Highly Available Web Application on AWS (ALB + ASG + Private Subnets) # architecture # devops # aws # terraform Comments Add Comment 2 min read Publish Jekyll on Amazon Linux2 on EC2 dss99911 dss99911 dss99911 Follow Dec 31 '25 Publish Jekyll on Amazon Linux2 on EC2 # tools # jekyll # aws # ec2 Comments Add Comment 3 min read 🔒 Building a Secure AWS Environment with Terraform + AWS CloudShell LaTerral Williams LaTerral Williams LaTerral Williams Follow Dec 29 '25 🔒 Building a Secure AWS Environment with Terraform + AWS CloudShell # security # devops # aws # terraform 1 reaction Comments Add Comment 6 min read 🛡️ Building a Cloud Security Dashboard with AWS Athena + QuickSight (Beginner Friendly) LaTerral Williams LaTerral Williams LaTerral Williams Follow Dec 29 '25 🛡️ Building a Cloud Security Dashboard with AWS Athena + QuickSight (Beginner Friendly) # analytics # beginners # security # aws Comments Add Comment 8 min read pydynox: A fast DynamoDB ORM for Python with a Rust core. Leandro Damascena Leandro Damascena Leandro Damascena Follow Jan 1 pydynox: A fast DynamoDB ORM for Python with a Rust core. # python # dynamodb # rust # aws 1 reaction Comments Add Comment 3 min read 🚀AWS Community Builder 2026: Your Golden Ticket to Cloud Stardom! Harshal Pagar Harshal Pagar Harshal Pagar Follow Dec 29 '25 🚀AWS Community Builder 2026: Your Golden Ticket to Cloud Stardom! # aws # awscommunity # awscommunitybuilders Comments Add Comment 7 min read Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026 Jubin Soni Jubin Soni Jubin Soni Follow Dec 30 '25 Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026 # aws # serverless # stepfunctions # dataengineering Comments Add Comment 5 min read EP 5: Autoscaling - Building Systems that Breathe Hrishikesh Dalal Hrishikesh Dalal Hrishikesh Dalal Follow Dec 29 '25 EP 5: Autoscaling - Building Systems that Breathe # webdev # kubernetes # aws Comments Add Comment 3 min read Stop Writing User Stories for AI. Start Writing Specs. Jacques Montagne Jacques Montagne Jacques Montagne Follow Dec 29 '25 Stop Writing User Stories for AI. Start Writing Specs. # genai # architecture # productivity # aws Comments Add Comment 3 min read Remote backend and State locking using S3 in terraform. Rohan Nalawade Rohan Nalawade Rohan Nalawade Follow Dec 29 '25 Remote backend and State locking using S3 in terraform. # terraform # aws # infrastructureascode # devops Comments Add Comment 2 min read 🚀 Terraform Day 23: Production-Grade Monitoring & Observability on AWS (Serverless) Jeeva Jeeva Jeeva Follow Dec 29 '25 🚀 Terraform Day 23: Production-Grade Monitoring & Observability on AWS (Serverless) # serverless # aws # terraform # monitoring Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.algolia.com/industries/grocery | Grocery Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. 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We got you covered! Brand guidelines Download logo pack Your browser does not support the video tag. Grocery Increase margins with smarter AI search for grocery Increase conversions and revenue using Algolia to personalize and elevate your customers' online grocery shopping experiences Schedule a grocery demo Grocery leaders using Algolia “Amazing search speed and performance have become an expectation thanks to Algolia. But it's become so much more for us than search. Using Algolia's advanced features has allowed us to improve customer results, boost sales and focus our attention on delivering an outstanding experience.” Head of Digital Commerce H-E-B México Read their story “The big advantage of Algolia is with a simple implementation of simple data we’ve been able to get very good results. Dynamic re-ranking has been a big part of that. We A/B tested it in the first couple weeks of launch and saw positive results. Really that has been a massive benefit for us. It saves a load of time that we don’t have to manually add rules, while providing a positive customer experience.” Gareth Cottiss Ecommerce Development Manager @ Co-op Read their story “Around 65% of our customers use search for their shopping. Because of this, MILKRUN relies heavily on Algolia to deliver a seamless browsing experience. In our business, every millisecond matters, and Algolia's average response time of ~20 milliseconds delivers a great customer experience.” Venky Kuman Chief Product and Technology Officer, MILKRUN Read their story “Although the official language is Spanish, a lot of people speak a mixture of Spanish and English — Spanglish. Customers don't enter technical product descriptions when they do a search. Algolia helped us bridge the gap between the words that our category managers use and the actual terms that people enter into a search field when they look for a product. We love that kind of functionality.” Felipe Alonso Valverde Head of Ecommerce @ Auto Mercado Read their story Transform your search and discovery Build personalized, AI-powered ecommerce search that understands what customers are looking for. Online grocery sales are set to grow 5.2x faster than in-store Seize the opportunity with intelligent AI search Bigger carts, better engagement Deliver a fast, simple product discovery experience that recognizes intent, maximizes customer engagement, and increases order value by an average of 70%. Get a demo Create easy shopping lists — fast Boost margins with Algolia’s GenAI Toolkit that allows customers to “shop-the-shelf” online, coupled with personalized suggestions to help shoppers find what they want, when they want it. Seasonal search in real time Prioritize your inventory goals, margins, offers, and seasonal shifts on products using tools like Premium Re-Ranking, Semantic Search, Smart Groups, and more. Get a demo GenAI for personalized experiences Develop personalized, consultative suggestions to guide and help shoppers create their perfect cart, and grow cart sizes with personalized recipes, product suggestions, and more. Feature your own brands Promote high-margin, own-brand items and boost them to the top of results to see higher ROI — faster. 'Buy It Again' makes repeat purchases easier than ever Shoppers can easily access their purchase history, receive personalized recommendations, and make repeat purchases with ease. Get a demo From aisle to AI: how grocers are powering the next generation of retail growth The grocery industry is being transformed by AI-powered search, discovery, and merchandising, and the results are remarkable Why grocery leaders choose Algolia Award-winning search and product discovery Algolia has consistently been recognized by Gartner® as a Leader in the Magic Quadrant™ for Search and Product Discovery, Nasdaq, G2, and other industry publications as a top-performer in search. Search that understands Intelligent AI Ranking serves grocery customers exactly what they’re looking for, while preserving your ability to curate results to promote key products. Easy integration into any environment Index your content with our API clients or partner integrations, fine-tune your rankings, and launch with our UI components in minutes. The retail media advantage With global retail media spend projected to total $180 billion in 2025, the opportunity is vast, but success depends on how retailers use data, design, and technology to serve both customers and brands. In our newest report, we asked executives how they plan to invest in retail media networks. 76% sponsored listings on search result pages is the top retail media strategy 30% better audience targeting is the top goal for sponsored listings on search result pages 11% of retail media buyers use multiple retail media platforms Get the report Recommended content AI-powered Solutions for Smarter Grocery Shopping Online grocery shopping is exploding, driven by the next generation of shoppers' buying habits. To compete, grocers need AI-driven, experiences that are easy, convenient, and tailored to each individual shopper's preferences. 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Joined Joined on Jul 30, 2020 External link icon Meet the team See All Members Post 7927 posts published Member 1910 members From Fragmented Monitoring to Unified Observability Çağrı Bayram Çağrı Bayram Çağrı Bayram Follow Jan 13 From Fragmented Monitoring to Unified Observability # cncf # aws # ecs # opentelemetry Comments Add Comment 11 min read AWS Graviton migration with Kiro CLI and the Arm MCP server Jason Andrews Jason Andrews Jason Andrews Follow Jan 12 AWS Graviton migration with Kiro CLI and the Arm MCP server # kiro # aws # arm # mcp Comments Add Comment 8 min read Letting Kiro Drive — Autopilot and Hooks Peter McAree Peter McAree Peter McAree Follow Jan 12 Letting Kiro Drive — Autopilot and Hooks # ai # software # agents # javascript Comments Add Comment 6 min read Quiverstone: The Single Pane of Glass for AWS Multi-Account Chaos Ross Wickman Ross Wickman Ross Wickman Follow Jan 12 Quiverstone: The Single Pane of Glass for AWS Multi-Account Chaos # management # governance # saas # tooling Comments Add Comment 3 min read 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow Jan 12 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) # aws # ec2 # linux # cloud 4 reactions Comments Add Comment 5 min read Explain Basic AI Concepts And Terminologies Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow Jan 12 Explain Basic AI Concepts And Terminologies # aws # ai # aipractitioner # cloud 1 reaction Comments Add Comment 5 min read What I Learned Using Specification-Driven Development with Kiro Firdaws Aboulaye Firdaws Aboulaye Firdaws Aboulaye Follow Jan 12 What I Learned Using Specification-Driven Development with Kiro # aws # serverless # kiro 5 reactions Comments Add Comment 5 min read 5 Practical Tips for the Terraform Authoring and Operations Professional Exam Anthony Wat Anthony Wat Anthony Wat Follow Jan 12 5 Practical Tips for the Terraform Authoring and Operations Professional Exam # terraform # aws Comments Add Comment 8 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.coderabbit.ai/customers | CodeRabbit Customers | AI Code Reviews Features Enterprise Customers Pricing Blog Resources Docs Trust Center Contact Us FAQ Log In Get a free trial Meet our customers. How Visma enhanced code quality and streamlined reviews See Case Study How SalesRabbit reduced bugs by 30% and increased velocity by 25% See Case Study View more cases Trusted by 10,000+ customers Proven Impact CodeRabbit has proven invaluable in uncovering discrepancies between our documentation and actual test coverage. Highlighting inconsistencies like missing null checks or mismatched value ranges significantly improved the quality of our codebase and prevented numerous potential issues. David Neal Senior Director of Engineering See Case Study What our users are saying CodeRabbit has transformed our development process by providing intelligent, automated code reviews that understand the complexities of robotics software. Our team can now focus on innovation while maintaining the highest standards of code quality and safety Paul Popescu CEO, Agora Robotics What impresses me most about CodeRabbit isn't just the time it saves - it's how it elevates the entire code review discussion. As both a CEO and active coder, I see it bridging the gap between high-level engineering metrics and day-to-day code quality. It's quickly become our secret weapon for maintaining engineering excellence while moving fast. Naomi Chopra Co-founder and CEO, Hatica - Engineering Analytics Platform What sets CodeRabbit apart is its deep understanding of code structure through AST analysis. Having built developer tools myself and taking part of the NixOS community, I can appreciate the technical sophistication behind their approach. It's not just pattern matching - it's intelligent code comprehension that integrates seamlessly into our existing workflows. Ron Efroni NixOS Board Member & Founder, FloxDev At Expanso, we're simplifying distributed compute for everyone. Having a code review tool that truly understands complex code structure and edge cases is game-changing. CodeRabbit helps us maintain rigorous quality standards while moving fast - essential when building infrastructure for the distributed future. David Aronchick CEO, Expanso & Founder, Bacalhau.org CodeRabbit was easy to setup, and instantly gives every pull request an AI summary of changes and line by line code review. Our team likes the conversational nature where you can ask the bot questions back and forth and it responds and takes your feedback. Most importantly, it gets people thinking about the comments and triggers them to revisit code and do a deeper review than they would have otherwise. Nathan Esquenazi CTO & Co-founder, CodePath CodeRabbit has transformed our development process by providing intelligent, automated code reviews that understand the complexities of robotics software. Our team can now focus on innovation while maintaining the highest standards of code quality and safety Paul Popescu CEO, Agora Robotics What impresses me most about CodeRabbit isn't just the time it saves - it's how it elevates the entire code review discussion. As both a CEO and active coder, I see it bridging the gap between high-level engineering metrics and day-to-day code quality. It's quickly become our secret weapon for maintaining engineering excellence while moving fast. Naomi Chopra Co-founder and CEO, Hatica - Engineering Analytics Platform What sets CodeRabbit apart is its deep understanding of code structure through AST analysis. Having built developer tools myself and taking part of the NixOS community, I can appreciate the technical sophistication behind their approach. It's not just pattern matching - it's intelligent code comprehension that integrates seamlessly into our existing workflows. Ron Efroni NixOS Board Member & Founder, FloxDev At Expanso, we're simplifying distributed compute for everyone. Having a code review tool that truly understands complex code structure and edge cases is game-changing. CodeRabbit helps us maintain rigorous quality standards while moving fast - essential when building infrastructure for the distributed future. David Aronchick CEO, Expanso & Founder, Bacalhau.org CodeRabbit was easy to setup, and instantly gives every pull request an AI summary of changes and line by line code review. Our team likes the conversational nature where you can ask the bot questions back and forth and it responds and takes your feedback. Most importantly, it gets people thinking about the comments and triggers them to revisit code and do a deeper review than they would have otherwise. 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Products Pull Request Reviews IDE Reviews CLI Reviews Navigation About Us Features FAQ System Status Careers DPA Startup Program Vulnerability Disclosure Resources Blog Docs Changelog Case Studies Trust Center Brand Guidelines Contact Support Sales Pricing Partnerships Subscribe By signing up you agree to our Terms of Use and Privacy Policy Select language English 日本語 Terms of Service Privacy Policy CodeRabbit Inc © 2026 Products Pull Request Reviews IDE Reviews CLI Reviews Navigation About Us Features FAQ System Status Careers DPA Startup Program Vulnerability Disclosure Resources Blog Docs Changelog Case Studies Trust Center Brand Guidelines Contact Support Sales Pricing Partnerships Subscribe By signing up you agree to our Terms of Use and Privacy Policy VLAD ARBATOV @ vladzima · Follow I recommend @coderabbitai as it's the first AI PR reviewer I've seen that brings value and then some. 2:12 PM · Sep 3, 2024 1 Reply Copy link Read more on X VLAD ARBATOV @ vladzima · Follow I recommend @coderabbitai as it's the first AI PR reviewer I've seen that brings value and then some. 2:12 PM · Sep 3, 2024 1 Reply Copy link Read more on X Matt Ronge @ mronge · Follow We've been experimenting with @coderabbitai and it's been pretty phenomenal. It uses AI to scan your pull requests and finds bugs and suggests improvements. It's way more thorough than a typical human review too (in a good way). Not affiliated, just a happy user 8:06 PM · Jan 28, 2025 14 Reply Copy link Read 2 replies Matt Ronge @ mronge · Follow We've been experimenting with @coderabbitai and it's been pretty phenomenal. It uses AI to scan your pull requests and finds bugs and suggests improvements. It's way more thorough than a typical human review too (in a good way). Not affiliated, just a happy user 8:06 PM · Jan 28, 2025 14 Reply Copy link Read 2 replies | 2026-01-13T08:48:54 |
https://jsfiddle.net/cdn-cgi/content?id=j8oR3qT786c23jIvhVJ5EwukGx03he2hUKvQ_BCEMI8-1768294127.104339-1.0.1.1-gABt4a6h9yRAs7SyKg91EDAKcESLtxW0Jdmu97tlMnk | Lexicography: Unveiling the Science of Wordcraft Lexicography: A Journey into the Heart of Language Deep within the realm of linguistics lies the fascinating field of lexicography, a discipline that has been meticulously crafting the very fabric of our language for centuries. As a conservationist-turned-epidemiologist, I have always been intrigued by the intricate dance between words, meanings, and cultures. In this article, we will delve into the captivating world of lexicography, exploring its history, principles, and significance in shaping our understanding of human communication. A Brief History of Lexicography The term "lexicography" originates from the Greek words "lexikos," meaning "of or pertaining to words," and "graphia," meaning "writing." The earliest recorded attempts at compiling dictionaries date back to ancient civilizations in Mesopotamia, Egypt, and China. However, it was not until the 17th century that lexicography began to take shape as a distinct field of study. The publication of Robert Cawdrey's A Table Alphabeticall in 1604 marked a significant milestone in the development of English language dictionaries. The Principles of Lexicography At its core, lexicography involves the systematic collection, analysis, and documentation of words and their meanings. This complex process relies on a set of fundamental principles, including: Semantics : the study of word meanings and relationships Etymology : the examination of word origins and historical development Phonetics : the analysis of sound patterns and pronunciation Orthography : the standardization of spelling and writing conventions By applying these principles, lexicographers strive to create comprehensive and accurate dictionaries that reflect the dynamic nature of language. The Significance of Lexicography Lexicography plays a vital role in preserving linguistic heritage, facilitating communication, and promoting cultural understanding. By documenting the evolution of words and meanings, lexicographers provide a window into the past, allowing us to appreciate the complexities of human language and its ability to adapt to changing contexts. Furthermore, dictionaries serve as essential tools for language learners, writers, and scholars, enabling them to navigate the nuances of language with precision and confidence. As we navigate the intricacies of lexicography, we find ourselves at the intersection of mathematics and language. The statistical analysis of word frequencies, co-occurrence patterns, and semantic networks reveals the underlying structures of language, much like the intricate branching patterns found in badland formations or the majestic migrations of moose. The beauty of lexicography lies in its ability to balance the creative expression of human language with the rigor of scientific inquiry. In conclusion, lexicography is a rich and fascinating field that warrants our appreciation and respect. As we continue to explore the frontiers of language, we must recognize the tireless efforts of lexicographers who have dedicated themselves to the pursuit of linguistic knowledge. Their work serves as a testament to the power of human curiosity and the boundless potential of language to inspire, educate, and connect us all. | 2026-01-13T08:48:54 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Music Forem Close Welcome to Music Forem — part of the Forem network! We're a place dedicated to discussing all things music - composing, producing, performing, and all the fun and not-fun things in-between. Create account Log in Home About Contact Other Code of Conduct Privacy Policy Terms of Use Twitter Facebook Github Instagram Twitch Mastodon Popular Tags #indie #indie #production #livestreaming #streaming #digital #hiphop #diy #distribution #theory #rnb #classical #ambientmusic #ambientmusic #alternative #soul #synthpop #trance #electronic #drumandbass #techno #blues #jazz #house #disco #dubstep #funk #ambient #pop #country Music Forem From composing and gigging to gear, hot music takes, and everything in between. 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Mikey Dorje Mikey Dorje Mikey Dorje Follow for Music Forem Team Dec 29 '25 Music Monday (Community Playlist!) # musicmonday # playlist # community # newmusic 16 reactions Comments 3 comments 1 min read Music Monday (Seed the playlist) Mikey Dorje Mikey Dorje Mikey Dorje Follow for Music Forem Team Dec 22 '25 Music Monday (Seed the playlist) # discuss # musicmonday # playlist # newmusic 15 reactions Comments 9 comments 1 min read Andrew Huang: If you're not using envelope followers, you're missing out Music YouTube Music YouTube Music YouTube Follow Nov 30 '25 Andrew Huang: If you're not using envelope followers, you're missing out # production # digital # diy Comments Add Comment 1 min read COLORS: SSIO - Ich Bin Raus | A COLORS SHOW Music YouTube Music YouTube Music YouTube Follow Nov 29 '25 COLORS: SSIO - Ich Bin Raus | A COLORS SHOW # hiphop # livestreaming # streaming # digital Comments Add Comment 1 min read KEXP: Jembaa Groove - Dabia / Namo (Live on KEXP) Music YouTube Music YouTube Music YouTube Follow Nov 29 '25 KEXP: Jembaa Groove - Dabia / Namo (Live on KEXP) # indie # livestreaming # production # streaming Comments Add Comment 1 min read COLORS: Gabriel Jacoby - be careful | A COLORS SHOW Music YouTube Music YouTube Music YouTube Follow Nov 28 '25 COLORS: Gabriel Jacoby - be careful | A COLORS SHOW # indie # livestreaming # streaming # digital Comments Add Comment 1 min read NPR Music: SEVENTEEN: Tiny Desk Concert Music YouTube Music YouTube Music YouTube Follow Nov 28 '25 NPR Music: SEVENTEEN: Tiny Desk Concert # livestreaming # hiphop # production Comments Add Comment 1 min read Mix with the Masters: Mixing Night with Ken Lewis - 100TH SHOW - 12/3/25 Music YouTube Music YouTube Music YouTube Follow Nov 27 '25 Mix with the Masters: Mixing Night with Ken Lewis - 100TH SHOW - 12/3/25 # livestreaming # production Comments Add Comment 1 min read Andrew Huang: Don't sleep on envelope followers! 8 creative uses Music YouTube Music YouTube Music YouTube Follow Nov 28 '25 Andrew Huang: Don't sleep on envelope followers! 8 creative uses # production # diy # digital 4 reactions Comments 1 comment 1 min read KEXP: Jembaa Groove - Full Performance (Live on KEXP) Music YouTube Music YouTube Music YouTube Follow Nov 28 '25 KEXP: Jembaa Groove - Full Performance (Live on KEXP) # livestreaming # production Comments Add Comment 1 min read KEXP: Jembaa Groove - Dabia / Namo (Live on KEXP) Music YouTube Music YouTube Music YouTube Follow Nov 28 '25 KEXP: Jembaa Groove - Dabia / Namo (Live on KEXP) # livestreaming # production # indie Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Music Forem — From composing and gigging to gear, hot music takes, and everything in between. 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Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Ringer Movies: ‘Wicked: For Good’ Is No Good Mr Sunday Movies: John Carter - Caravan Of Garbage Ringer Movies: Is 'Bugonia' A Best Picture Contender? Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. Is it Good? Chainsaw Man: The Reze Arc : A Brutal, Beautiful Next Chapter 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account | 2026-01-13T08:48:54 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Popcorn Movies and TV Close # netflix Follow Hide Netflix originals and catalog Create Post Older #netflix posts 1 2 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Ringer Movies: How To Save Movies With the CEO of AMC Theatres | The Town Movie News Movie News Movie News Follow Sep 1 '25 Ringer Movies: How To Save Movies With the CEO of AMC Theatres | The Town # movies # streaming # netflix # analysis Comments Add Comment 1 min read Ringer Movies: How To Save Movies With the CEO of AMC Theaters | The Town Movie News Movie News Movie News Follow Sep 1 '25 Ringer Movies: How To Save Movies With the CEO of AMC Theaters | The Town # movies # streaming # netflix # marketing Comments Add Comment 1 min read As Stephen Colbert Signs Off For 'Late Show' Summer Hiatus, He Says: “Netflix, Call Me I'm Available In June” TV News TV News TV News Follow Aug 12 '25 As Stephen Colbert Signs Off For 'Late Show' Summer Hiatus, He Says: “Netflix, Call Me I'm Available In June” # talkshows # tv # netflix # streaming Comments Add Comment 1 min read 'One Piece' Renewed for Season 3 on Netflix TV News TV News TV News Follow Aug 12 '25 'One Piece' Renewed for Season 3 on Netflix # netflix # streaming # tv # anime Comments Add Comment 1 min read ‘Wednesday' Season 2 Review: Jenna Ortega Gets Lost Amid Addams Family Mayhem in Overcrowded Netflix Return TV News TV News TV News Follow Aug 8 '25 ‘Wednesday' Season 2 Review: Jenna Ortega Gets Lost Amid Addams Family Mayhem in Overcrowded Netflix Return # reviews # tv # netflix # streaming Comments Add Comment 1 min read ‘Wednesday' Season 2 Review: Jenna Ortega Gets Lost Amid Addams Family Mayhem in Overcrowded Netflix Return TV News TV News TV News Follow Aug 7 '25 ‘Wednesday' Season 2 Review: Jenna Ortega Gets Lost Amid Addams Family Mayhem in Overcrowded Netflix Return # reviews # tv # netflix # streaming Comments Add Comment 1 min read '3 Body Problem' Season 2 Begins Filming TV News TV News TV News Follow Aug 5 '25 '3 Body Problem' Season 2 Begins Filming # netflix # scifi # tv # casting Comments Add Comment 1 min read Meghan Markle and Prince Harry's $100 Million Netflix Deal Won't Be Renewed TV News TV News TV News Follow Jul 29 '25 Meghan Markle and Prince Harry's $100 Million Netflix Deal Won't Be Renewed # netflix # streaming # celebrities # hollywood Comments Add Comment 1 min read Guillermo Del Toro's 'Frankenstein' has a runtime of 2 hours and 29 minutes. Movie News Movie News Movie News Follow Jul 22 '25 Guillermo Del Toro's 'Frankenstein' has a runtime of 2 hours and 29 minutes. # netflix # movies # horror # releasedates Comments Add Comment 1 min read Nielsen: Disney's ‘Bluey' Topped All Household TV Streaming in First Half of 2025 With 25 Billion Minutes TV News TV News TV News Follow Jul 16 '25 Nielsen: Disney's ‘Bluey' Topped All Household TV Streaming in First Half of 2025 With 25 Billion Minutes # streamingstats # streaming # netflix # disneyplus Comments Add Comment 1 min read Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate TV News TV News TV News Follow Jul 10 '25 Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate # netflix # anime # streaming # streamingstats Comments Add Comment 1 min read 'Cyberpunk: Edgerunners' Season 2 Announced TV News TV News TV News Follow Jul 10 '25 'Cyberpunk: Edgerunners' Season 2 Announced # anime # streaming # netflix # scifi Comments Add Comment 1 min read ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views TV News TV News TV News Follow Jul 9 '25 ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views # netflix # streaming # streamingstats # tv Comments Add Comment 1 min read 'Cyberpunk: Edgerunners' Season 2 Announced TV News TV News TV News Follow Jul 9 '25 'Cyberpunk: Edgerunners' Season 2 Announced # anime # netflix # streaming # scifi Comments Add Comment 1 min read Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate TV News TV News TV News Follow Jul 9 '25 Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate # anime # netflix # streaming # streamingstats Comments Add Comment 1 min read ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views TV News TV News TV News Follow Jul 7 '25 ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views # netflix # streaming # streamingstats # thriller 2 reactions Comments Add Comment 1 min read ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views TV News TV News TV News Follow Jul 8 '25 ‘Squid Game' Season 3 Becomes First Show To Debut No. 1 On Netflix Across 93 Countries With 60.1M Views # streaming # netflix # streamingstats # tv Comments Add Comment 1 min read Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate TV News TV News TV News Follow Jul 8 '25 Netflix Says 50 Percent of Global Users Now Watch Anime, Reveals Expanded Slate # netflix # anime # streaming # streamingstats Comments Add Comment 1 min read 'Cyberpunk: Edgerunners' Season 2 Announced TV News TV News TV News Follow Jul 8 '25 'Cyberpunk: Edgerunners' Season 2 Announced # anime # netflix # streaming # scifi Comments Add Comment 1 min read 'Cyberpunk: Edgerunners' Season 2 Announced TV News TV News TV News Follow Jul 7 '25 'Cyberpunk: Edgerunners' Season 2 Announced # anime # netflix # streaming # scifi Comments Add Comment 1 min read Martin Kove Accused Of Sexual Harassment On 'Cobra Kai' Set in 2024 TV News TV News TV News Follow Jul 2 '25 Martin Kove Accused Of Sexual Harassment On 'Cobra Kai' Set in 2024 # tv # netflix # scandals # hollywood Comments Add Comment 1 min read Money problems: have we had enough of TV shows about rich people? TV News TV News TV News Follow Jul 2 '25 Money problems: have we had enough of TV shows about rich people? # tv # streaming # netflix # hbomax Comments Add Comment 1 min read One of the best BBC police dramas Line of Duty, that's "brutal", "thrilling" and "almost perfection" is now on Netflix TV News TV News TV News Follow Jul 1 '25 One of the best BBC police dramas Line of Duty, that's "brutal", "thrilling" and "almost perfection" is now on Netflix # tv # streaming # netflix # drama Comments Add Comment 1 min read Martin Kove Accused Of Sexual Harassment On 'Cobra Kai' Set in 2024 TV News TV News TV News Follow Jul 1 '25 Martin Kove Accused Of Sexual Harassment On 'Cobra Kai' Set in 2024 # celebrities # tv # streaming # netflix Comments Add Comment 1 min read Money problems: have we had enough of TV shows about rich people? 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https://opensource.org/ai/faq | OSAID FAQs – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Source AI Open Source AI OSAID 1.0 Process Timeline Open Weights FAQ Endorsements Open Main Menu THE open source ai definition 1.0 We have released the first stable version of the Definition. Read version 1.0 Answers to Frequently Asked Questions The Open Source AI Definition (OSAID) represents an important first step in defining Open Source in an AI context. Because AI systems differ fundamentally from traditional software, the OSAID seeks to establish the first set of clear, practical guidelines for development, use and modification of AI systems in keeping with the Open Source ethos. Unfortunately, misconceptions about the definition persist, often stemming from a lack of understanding of the nature of AI. This post aims to clarify key points and provide a forward-looking perspective on the importance of the OSAID. THE open source ai definition 1.0 FAQs What Is an AI System? What is an Open Source AI? Why did you write the Open Source AI Definition? What’s the difference between the Open Source Definition and the Open Source AI Definition? Isn’t training data required to program the AI system? What is the role of training data in the Open Source AI Definition? Why do you allow the exclusion of some training data? How did you arrive at this conclusion? Is it compromising Open Source ideals? What kind of data should be required in the Open Source AI Definition? How do you fix a buggy AI system? What is a skilled person? Is the Open Source AI Definition covering models and weights and parameters? Why do you require training code while OSD #2 doesn’t require compilers? Why is there no mention of safety and risk limitations in the Open Source AI Definition? Are model parameters copyrightable? Why will parameters be available under “OSI-approved terms” but the code will be under “OSI-approved licenses”? Are you going to allow restrictions on the terms for models? Why is the “Preferred form to make modifications” limited to machine learning? Which AI systems comply with the Open Source AI Definition? What’s the next step? FAQs What Is an AI System? According to the OSAID, an AI system aligns with the definition provided by the Organisation for Economic Co-operation and Development (OECD): An AI system is a machine-based system that, for explicit or implicit objectives, infers, from the input it receives, how to generate outputs such as predictions, content, recommendations, or decisions that can influence physical or virtual environments. Different AI systems vary in their levels of autonomy and adaptiveness after deployment. In simple terms, an AI system is “the thing” that processes input to produce output, whether that’s a prediction, recommendation, or another result. Anchoring discussions in such common definitions is essential because AI systems differ radically from traditional software. What is an Open Source AI? An Open Source AI is an AI system made freely available with all necessary code, data and parameters under legal terms approved by the Open Source Initiative. For more details, read below. Why did you write the Open Source AI Definition? Point #2 of the Open Source Definition (OSD) says “The program must include source code […] The source code must be the preferred form in which a programmer would modify the program […]” . When we embarked on this initiative, nobody had a clear answer to the question, “What is the preferred form to modify an AI system?” So OSI offered to find the answer along with the broader community by engaging in a co-design process . What’s the difference between the Open Source Definition and the Open Source AI Definition? The Open Source Definition (OSD) refers to software programs. AI and specifically machine learning systems are not simply software programs; they blend boundaries with data, configuration options, documentation and new artifacts, like weights and biases. The Open Source AI Definition describes the preferred form to modify an AI system, providing clarity on interpreting the principles of the OSD in the domain of AI. Isn’t training data required to program the AI system? A frequent misunderstanding about AI systems is equating training data with source code, suggesting that “training data is how the model gets programmed.” Unlike traditional software, AI systems are not programmed in the conventional sense. Instead, they acquire capabilities autonomously during the training process — a phenomenon distinguishing them from software like the Linux kernel. For example, the Linux kernel is: Programmed by humans. Composed of source code that developers can read, study, and modify. Reproducible, meaning its binary form can be reliably rebuilt from its source code. In contrast, modern AI systems such as large language models develop their behavior in ways that are often unpredictable and inexplicable. Training processes are challenging to replicate reliably, even by the system’s creators. These differences necessitated the establishment of a unique definition beyond the Open Source Definition for software. What is the role of training data in the Open Source AI Definition? Open Source means giving anyone the ability to meaningfully fork (study and modify) your system without requiring additional permissions to make it more useful for themselves and everyone else. This is why point #2 of the OSD requires that the source code be provided in the preferred form for making modifications. This way, everyone has the same rights and ability to fork as the original developers, starting a virtuous innovation cycle. However, training data does not equate to a software source code. Training data is important for studying modern machine learning systems. However, it is not what AI researchers and practitioners necessarily use as part of the preferred form for modifying a trained model. The Data Information and Code requirements of the OSAID allow Open Source AI systems to be forked by third-party AI builders downstream using the same information as the original developers. These forks could include removing nonpublic or non-open data from the training dataset in order to train a new Open Source AI system on fully public or open data. Why do you allow the exclusion of some training data? We want Open Source AI to exist in fields where data cannot be legally shared, such as medical AI. Laws that permit training on data often limit the resharing of that same data to protect copyright or other interests. Privacy rules also give people the right to control their most sensitive information, like decisions about their health. Similarly, much of the world’s Indigenous knowledge is protected through mechanisms that are not compatible with later-developed frameworks for rights exclusivity and sharing. There are also many cases where terms of use of publicly available data may give entity A the confidence that they may use it freely and call it “open data,” but not give entity A the confidence they can, in turn, give entity B the same guarantees for use in a different jurisdiction. Meanwhile, entity B may not feel confident using that data in their own jurisdiction. An example is so-called public domain data, where the definition of public domain varies from country to country. Another example is fair-use or private data, where the finding of fair use or privacy laws may require a good knowledge of the law of a given jurisdiction. This resharing is not so much limited as lacking legal certainty . How did you arrive at this conclusion? Is it compromising Open Source ideals? During our co-design process, relationships between the weights and the data drove the highest community engagement. In the “System analysis” phase , the volunteer groups suggested that training and data processing codes were more important for modifying the AI system than accessing the training and testing data. That result was validated in the “Validation phase” and suggested a path that allows Open Source AI to exist on equal grounds with proprietary systems: both can train on the same kind of data. Some people believe that full, unfettered access to all training data (with no distinction of its kind) is paramount, arguing that anything less would compromise the full reproducibility of AI systems, transparency and security. This approach would relegate Open Source AI to a niche of AI trainable only on open data. That niche would be tiny, even relative to the niche occupied by Open Source in the traditional software ecosystem. The requirements of Data Information keep the same approach present in the Open Source Definition; it doesn’t mandate full reproducibility and transparency but enables them (i.e., reproducible builds ). At the same time, setting a baseline requiring Data Information doesn’t preclude others from formulating and demanding more requirements, like the Digital Public Goods Standard or the Free Systems Distribution Guidelines , which add requirements to the Open Source Definition. One of the key aspects of OSI’s mission is to drive and promote Open Source innovation. The approach OSI takes here enables complete user choice with Open Source AI. Users can keep the insights derived from training+data preprocessing code and a description of unshareable training data and build upon those with their own unshareable data and give the insights derived from further training to everyone, allowing for Open Source AI in areas like health care. Alternatively, users can obtain the available and public data from the Data Information and retrain their model without any unshareable data, resulting in more data transparency in the AI system. Like copyleft and permissive licensing, this approach leaves the choice with the user. What kind of data should be required in the Open Source AI Definition? A significant challenge in AI is the role of data. Unlike traditional software, where source code is the primary artifact, AI systems depend heavily on data — not just any data, but data processed and curated into training datasets. The OSAID recognizes the legal and ethical complexities of data sharing and uses precise legal terms to outline expectations. While not all raw data can be freely distributed, the Definition ensures that the essential elements for modifying an AI system are accessible. There are four classes of data, based on their legal constraints, all of which can be used to train Open Source AI systems: Open training data: data that can be copied, preserved, modified and reshared. It provides the best way to enable users to study the system. This must be shared. Public training data: data that others can inspect as long as it remains available. This also enables users to study the work. However, this data can degrade as links or references are lost or removed from network availability. To obviate this, different communities will have to work together to define standards, procedures, tools and governance models to overcome this risk, and Data Information is required in case the data becomes later unavailable. This must be disclosed with full details on where to obtain it. Obtainable training data is data that can be obtained, including for a fee. This information provides transparency and is similar to a purchasable component in an open hardware system. The Data Information provides a means of understanding this data other than obtaining or purchasing it. This area is likely to change rapidly and will need careful monitoring to protect Open Source AI developers. It must be disclosed with full details on where to obtain it. Unshareable nonpublic training data: data that cannot be shared for explainable reasons, like Personally Identifiable Information (PII). For this class of data, the ability to study some of the system’s biases demands a detailed description of the data – what it is, how it was collected, its characteristics, and so on – so that users can understand the biases and categorization underlying the system. This must be revealed in detail so that, for example, a hospital can create a dataset with identical structure using its own patient data. OSI believes that all these classes of data can be part of the preferred form of making modifications to the AI system. This approach both advances openness in all the components of the AI system and drives more Open Source AI, including private-first areas such as health care. How do you fix a buggy AI system? A core question the OSAID addresses is: How do you fix a buggy AI system? For traditional software, the Open Source Definition provides a clear answer: The program must include source code, and must allow distribution in source code as well as compiled form. The source code must be the preferred form in which a programmer would modify the program. However, modifying an AI system requires more than just source code. After extensive consultation with AI developers, researchers and practitioners, the community, through the OSAID co-design process, concluded that the preferred form for modifying an AI system includes: The software used to create the dataset (i.e., to transform raw data into tokens). The software used to train the system. The results of the training (i.e., the parameters). All legally shareable data used in the training process. These components collectively enable the study, use, modification and sharing of AI systems in a manner consistent with Open Source principles. What is a skilled person? In legal circles, Skilled Person means any person having the current knowledge, experience and competence to perform a certain duty. This Wikipedia entry provides more details. Is the Open Source AI Definition covering models and weights and parameters? Yes. The Open Source AI Definition makes no distinction between what might be called AI system, model, or weights and parameters. Whether the offering is characterized as an AI system, a model, or weights and parameters, to be called Open Source AI, the requirements for providing the preferred form for making modifications will be the same. If you are interested in learning more about Open Weights, please read this article. Why do you require training code while OSD #2 doesn’t require compilers? AI and software are radically different domains, and drawing comparisons between them is rarely productive. OSD point #2 doesn’t mandate that Open Source software uses only compilers released with an OSI-Approved License because compilers are standardized, de jure (like ANSI C) or de facto like TurboPascal or Python. It was generally accepted that to develop more Open Source software one could use a proprietary development environment. For machine learning, the training code is not standardized, and therefore it must be part of the preferred form of making modifications to preserve the right to fork an AI system. Why is there no mention of safety and risk limitations in the Open Source AI Definition? The Open Source AI Definition does not specifically guide or enforce ethical, trustworthy, or responsible AI development practices. However, it does not put up any barriers that would prevent developers from adhering to such principles if they chose to. The efforts to discuss the responsible development, deployment and use of AI systems, including through appropriate government regulation, are a separate conversation. A good starting point is OECD’s Recommendation of the Council on Artificial Intelligence, Section 1: Principles for responsible stewardship of trustworthy AI . Are model parameters copyrightable? The Open Source AI Definition does not take a stance on the legal nature of Parameters. They may be free by nature, or a license or other legal instrument may be required to ensure their freedom. Whether model parameters are copyrightable will become clearer over time as the legal system has more opportunities to address this issue. In any case, we require an explicit assertion accompanying the distribution of Parameters that assures that they are freely available to all. Why will parameters be available under “OSI-approved terms” but the code will be under “OSI-approved licenses”? Are you going to allow restrictions on the terms for models? We used the word “terms” instead of “license” for models because, as mentioned above, we do not yet know what the legal mechanism will be to assure that the models are available to use, study, modify and share. We used “terms” to avoid suggesting that a “license” is the only legal mechanism that could be used. That said, to be approved by the OSI, the terms for parameters must assure the freedom to use, study, modify and share. Why is the “Preferred form to make modifications” limited to machine learning? The principles stated in the Open Source AI Definition are generally applicable to any kind of AI, but machine learning challenges the Open Source Definition. For machine learning, a set of artifacts (components) is required to study and modify the system, thus requiring a new explanation of what is necessary to study and modify the system. Which AI systems comply with the Open Source AI Definition? As part of our validation and testing of the OSAID, the volunteers checked whether the Definition could be used to evaluate if AI systems provided the freedoms expected. The list of models that passed the Validation phase are: Pythia (Eleuther AI), OLMo (AI2), Amber and CrystalCoder (LLM360), and T5 (Google). A few others that were analyzed would probably pass if they changed their licenses/legal terms, for example, BLOOM (BigScience), Starcoder2 (BigCode), and Falcon (TII). Those that have been analyzed and don’t pass because they lack required components and/or their legal agreements are incompatible with the Open Source principles include Llama2 (Meta), Grok (X/Twitter), Phi-2 (Microsoft), and Mixtral (Mistral). These results should be seen as part of the definitional process, a learning moment; they are not certifications of any kind. OSI will continue to validate only legal documents and will not validate or review individual AI systems, just as it does not validate or review software projects. What’s the next step? The Open Source AI Definition reflects a thoughtful and inclusive process endorsed by leading AI developers, researchers and practitioners. It culminates in a first step represented in version 1.0 of the OSAID. The definition acknowledges that AI fundamentally differs from software and requires a tailored approach. Misunderstandings about the OSAID often arise from attempts to apply software engineering paradigms to AI, leading to confusion. By embracing the unique characteristics of AI systems, the OSAID offers a robust framework for fostering transparency, innovation and collaboration in AI development. As we navigate AI’s evolving landscape, it is crucial to engage thoughtfully and constructively with these definitions. By doing so, we can ensure that AI systems remain open, accessible and aligned with the principles of the broader Open Source movement. Our work is only possible thanks to our members. Join us today! 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We got you covered! Brand guidelines Download logo pack Voice search Give users relevant voice search results With contextual understanding capabilities, NLP, natural-language understanding, and AI tools. For apps, mobile sites, and voice assistants. Get a demo Start building for free *]:border-l md:[&>*:nth-child(1)]:border-none md:[&>*:nth-child(4n+1)]:border-none"> 1.7+ Trillion searches every year 99.999% uptime SLA available 382% ROI according to Forrester Research 18,000+ customers across 150+ countries Voice search for multiple platforms Smart voice assistants If your company has an Amazon Alexa skill or Google Assistant action, our voice search capabilities can improve them. Let your users search by voice and get immediate, accurate results from our advanced voice search functionality. Mobile devices More than half of voice searchers are speaking voice commands on their mobile devices every day, looking for information about events on social media, or doing local searches. Twenty percent of all searches being done on mobile devices are by voice, so it pays to optimize for this type of search. We provide voice search for both mobile apps and mobile websites. Voice search technologies Use voice functionality to give employees the information they’re requesting, or to help your customers find details they need. Super speech-to-text libraries We provide free open-source libraries that you can take advantage of when adding voice search technology to your mobile apps and mobile websites. We supply libraries for iOS voice search and Android voice search, and for use in mobile browsers. Excellent textual relevance Our search engine optimization technology combines textual relevance and your business metrics with our natural-language processing and natural-language understanding to supply unparalleled voice search experiences. Support for many languages Our natural-language processing functionality works across dozens of languages internationally, and our infrastructure is distributed, so we can support your voice searchers regardless of where they’re located. First-rate personalization When people speak voice commands, they expect to be understood as if they're talking to a human. That’s why we offer personalized AI-powered functionality. We learn your users’ preferences and tailor the results to their interests. Getting Started with Algolia voice search Load your data to our server We'll have our search engine index it, host it, and make it available anywhere at unparalleled speeds. Tell us what's important to you Which textual content do you most value for voice search? Which metrics determine your popular content? With our voice search platform, you control your ranking formula. Add input to your apps and websites Use our client libraries to take advantage of our native-speech-to-text capabilities, or integrate your own through a third party. Optimize your results over time Use personalization, dynamic reranking, and natural-language learning to apply AI learning to your users' voice searches and continually improve voice search results. Recommended content How to use Algolia Voice Search Read more How to harness voice search in the retail sector Learn about the state of voice search today and how Harry Rosen brought in this technology to improve conversions and overall order sizes. Read more Search: the secret weapon to great omnichannel experiences Search and discovery can increase your conversion rate up to 50%. Learn how you can also build relevant omnichannel experiences with Algolia. Read more See more Voice search FAQs Do people often search by voice? 0 People are searching by voice more and more. While voice search was not something many people did five years ago, with the improvement of speech recognition on iOS, Android, and the web, voice search has taken off on all of these platforms. The trends all point to the same thing: if businesses provide a voice input option on the search bar in their apps and on websites, people will take advantage of it. Do users need to download anything to use Algolia’s voice search? 0 No download is needed to use voice search from Algolia. As the creator of an app or website, you can choose how to integrate the speech-to-text libraries. Algolia offers voice libraries for iOS and Android , as well as a widget for voice search in the browser via JavaScript. How do I optimize my site content for voice search? 0 There is very little you need to do to get your content voice-search ready. If you follow Algolia’s search optimization guide , you’ll be good to go. You may also consider adding synonyms and rules to address all of the ways people can search by voice. Dynamic synonym suggestions are another way to optimize your content to match user intent. Is voice search the same as natural language search? 0 Not necessarily. While people may often use more natural language when they search by voice, they will just as often use keyword searches. So while you should follow Algolia’s best practices for natural language search , don’t worry about natural language search being “too advanced.” Algolia makes voice and natural language search easy. What is voice search? 0 Voice search is when people use their voice to search, regardless of the platform or what keywords they use. While many people think of smart speakers such as Alexa and Google Assistant when they hear the phrase “voice search,” people search by voice more often on their smartphones or on websites. Users look to Android and iOS apps, and websites, to see if they have implemented voice search. What can voice search do? 0 The best voice search technology gives users and customers the ability to search by voice with natural language or keyword queries. This opens up more interactive opportunities when people are on the go, taking public transportation, or simply have their hands full. To best serve these types of voice searches, it is important to have technology that can understand what people are saying and personalize the results for them. Who uses voice search? 0 Voice search cuts across all types of people. Young people use it while out with their smartphones, and older people appreciate its accessibility benefits. Virtually anyone can use voice search to find items or products faster or when typing isn’t convenient. Why is voice search so important? 0 Not only does voice search facilitate accessibility, it can be more convenient than typing, especially on platforms such as mobile or smart television, where typing can be error prone or a hassle. 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https://devcycle.com/what-are-feature-flags | What are Feature Flags? Complete Guide to Feature Flagging with OpenFeature | DevCycle Product Solutions Resources Pricing Docs Book Demo Login Create Account What are Feature Flags? Development teams use feature flags to manage releases, measure user impact, and reduce deployment risk. Create Account See Pricing Feature flags are a development strategy that helps teams… Introduce updates in controlled phases Seamlessly control application behavior Personalize user interactions Adapt content to regional regulations Rapidly address bugs and performance glitches Implement effective A/B testing Rollback a problematic release A feature flag can be described as... A conditional statement that toggles specific functionality on or off based on a configuration. Daylight Wind Disguise But what is "Feature Flagging"? Feature flagging is a software development technique that allows teams to modify system or application behavior without changing any source code. It supports teams looking to: Activate or deactivate specific application functionality Control the visibility of certain features Conditionally change feature behavior in real‑time Feature flags make it easy to implement these development strategies Canary Releases & Dark Launches Safely deploy a new feature to a small group of users for early feedback. LEARN MORE Kill Switches If a feature isn't working right, turn it off and fix it for your users. LEARN MORE Product Experimentation Run experiments and A/B tests to determine the impact of your changes. LEARN MORE Progressive Delivery Employ safety measures and control mechanisms that reduce the risks associated with deploying new code to prod. LEARN MORE Infrastructure Migration Safely move from on-prem to a cloud provider using feature flags to avoid downtime. LEARN MORE What is Feature Management? Feature management refers to a modern toolset for managing feature flags at scale that provides a framework for feature flag-driven development practices. It includes features that help you streamline flag implementation across teams, platforms, and applications. Types of Feature Flags Feature flag categories were initially coined by Pete Hodgson in this iconic blog post. Releases Release feature flags are used to separate a feature from deployment and allow for a true continuous delivery cycle. Experiments Experiment feature flags can be used to run A/B and multivariate experiments to monitor the impacts of different code paths or provide different variations of a single feature. Permissions Permission feature flags are used to manage different product features that are gated based on user properties. Ops Ops feature flags are intended to live in your code long-term, allowing you to disable or degrade features that are having a negative impact on performance and stability. 10 Real-Life Use Cases for Feature Flags 01 Publishers use DevCycle to add Google SSO to their authentication system 02 Sports fan Apps use DevCycle to push real-time updates to their users 03 Marketing firms use DevCycle to experiment with new features across multiple domains 04 SaaS companies use DevCycle to customize their new user experience based on their interests 05 Mobile app companies use DevCycle to experiment with different landing pages 06 Marketplaces use DevCycle to show real-time recommendations to their power users 07 Banks use DevCycle to launch new browser extensions 08 Fintech companies use DevCycle to show their users different features based on their plan 09 Devtool companies use DevCycle to migrate from one database to another without downtime 10 eCommerce companies use DevCycle to rapidly launch new products to targeted user groups 11 DevCycle (👋) uses DevCycle to keep this list fresh and relevant without deploying new code! Show More 01 Publishers use DevCycle to add Google SSO to their authentication system 02 Sports fan Apps use DevCycle to push real-time updates to their users 03 Marketing firms use DevCycle to experiment with new features across multiple domains 04 SaaS companies use DevCycle to customize their new user experience based on their interests 05 Mobile app companies use DevCycle to experiment with different landing pages 06 Marketplaces use DevCycle to show real-time recommendations to their power users 07 Banks use DevCycle to launch new browser extensions 08 Fintech companies use DevCycle to show their users different features based on their plan 09 Devtool companies use DevCycle to migrate from one database to another without downtime 10 eCommerce companies use DevCycle to rapidly launch new products to targeted user groups 11 DevCycle (👋) uses DevCycle to keep this list fresh and relevant without deploying new code! What is OpenFeature and how does it work with feature flags? OpenFeature is an open specification that provides a vendor-agnostic, community-driven API for feature flagging that works with your favorite feature flag management tool. Developed by industry experts Avoid vendor lock-in at the code level Ultimate flexibility with standardized SDKs DevCycle SDKs are built from the ground up to support the OpenFeature standard, making it a great choice for future proofing your product. Learn About OpenFeature Ready to start experimenting with Feature Flags? DevCycle’s generous free plan lets you explore all the tools of feature management with features that help everyone in your organization. Give DevCycle a Spin See Pricing Feature Flag FAQs Everything you need to know about feature flags, their benefits, risks, and best practices. What is a feature flag? + Why do teams use feature flags? + What are the main types of feature flags? + How do feature flags work in practice? + What are best practices for managing feature flags? + How do feature flags support experimentation? + How do feature flags differ from configuration flags? + How do I implement feature flags in my application? + What is the OpenFeature standard? + How do feature flags help with continuous delivery? + How should I test code that uses feature flags? + What is progressive delivery and how do feature flags enable it? + Footer DevCycle What are Feature Flags? OpenFeature Create a Free Account Request a Demo Pricing Resources Documentation SDKs APIs Integrations Blog Contact Support Company About Us Careers Terms of Service Security & Compliance Privacy Policy Contact Us Discord X GitHub LinkedIn Bluesky © 2026 DevCycle All rights reserved. | 2026-01-13T08:48:54 |
https://highlight.io | highlight.io: The open source monitoring platform. Star us on GitHub Star Migrate your Highlight account to LaunchDarkly by February 28, 2026. Learn more on our blog. Product Integrations Pricing Resources Docs Sign in Sign up Your browser does not support the video tag. Your browser does not support the video tag. The open source, fullstack Monitoring Platform. Get started Live demo Request a Demo Call Session Replay Error Monitoring Logging Traces Dashboards Self-Hosting Explore Our Features Session Replay Error Monitoring Logging Traces Dashboards Self-Hosting Session Replay Session Replay Understand the real reason why bugs are happening in your web application. Learn More Console and Network Recording Comprehensive Session Search Powerful Privacy Controls Error Monitoring Error Monitoring Get notified of the exceptions across your app before they become problematic. Learn More Custom Error Grouping Customizable Alerting Rules Powered by Open Telemetry Logging Logging Search for and set alerts for logs being written throughout your stack. Learn More Customizable Log Alerts Widespread SDK Support Powered by Clickhouse Traces Traces Get performance insights on requests and transactions throughout your web application stack. Learn More Powerful Visualization Capabilities Distributed Tracing Support OpenTelemetry Support Dashboards & APM Dashboards & APM Visualize and analyze your observability data on a single pane. Learn More Customizable dashboards Performance visualizations User analytics Self-Hosting highlight.io Self-Hosting highlight.io Interested in self-hosting highlight? Spin up highlight.io in docker with just a few commands. Learn More git clone --recurse-submodules https://github.com/highlight/highlight; cd docker; ./run-hobby.sh; Our customers Highlight powers forward-thinking companies. More about our customers → Don't take our word. Read our customer review section → Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Highlight helps us catch bugs that would otherwise go undetected and makes it easy to replicate and debug them. Max Musing , Founder & CEO Highlight weaves together the incredible, varied, and complex interactions of our users into something understandable and actionable. Kai Hess , Founding Product Designer I love Highlight because not only does it help me debug more quickly, but it gives me insight into how customers are actually using our product. Meryl Dakin , Founding Software Engineer Highlight has helped us win over several customers by making it possible for us to provide hands-on support, based on a detailed understanding of what each user was doing. Neil Raina , CTO Web application monitoring for today's developer. A cohesive view of your entire stack. A natural pairing between your errors, session replay, logs and more. Understand the “what”, “why” and “how” of your full-stack web application. Get started for free Support for all the modern frameworks. We support all the fancy new frameworks and our platform is powered by open source, scalable technologies. View all frameworks Integrations with your favorite tools. Connect your favorite issue tracker, support tool, or even analytics software and we’ll give you a way to push and pull data in the right places. View all integrations Built with compliance and security. Whether its SOC 2, HIPAA, or ISO, highlight.io can work with your stack. Contact us at security@highlight.io for more information. Read our docs Master OpenTelemetry with our Free Comprehensive Course From fundamentals to advanced implementations, learn how OpenTelemetry can transform your engineering team's observability practices. Ideal for engineering leaders and developers building production-ready monitoring solutions. Start Learning Try Highlight Today Get the visibility you need Get started for free Product Pricing Sign up Features Privacy & Security Customers Session Replay Error Monitoring Logging Competitors LogRocket Hotjar Fullstory Smartlook Inspectlet Datadog Sentry Site24x7 Sprig Mouseflow Pendo Heap LogicMonitor Last9 Axiom Better Stack HyperDX Dash0 Developers Changelog Documentation Ambassadors Frameworks React Next.js Angular Gatsby.js Svelte.js Vue.js Express Golang Next.js Node.js Rails Hono Contact & Legal Terms of Service Privacy Policy Careers sales@highlight.io security@highlight.io [object Object] | 2026-01-13T08:48:54 |
https://opensource.org/get-involved | Get involved – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Home Get involved Get involved Hundreds of individuals and organizations worldwide join as members and support as donors or sponsors of the OSI. They trust in our neutral stewardship of open source licensing and our role in enabling a global community. “I think this is an organization that you really should support, because they specifically focus on Open Source licenses. And I think that’s a very important area that needs continuous support and evaluation.” -Peter Zaitsev , Founder, Percona “Thank you OSI for protecting what open source means, so that everybody uses the same definition when we’re talking about open source.” -Emily Omier , Founder, Open Source Founders Summit “The Open Source Initiative does vital work defining, maintaining and keeping consistent the definition of what open source actually is.” -Michael Meeks , CEO, Collabora Productivity Membership Join OSI as an individual to belong to the organization that stewards the Open Source Definition. ✅ Voting rights ✅ Tax deductible ✅ Newsletter ✅ Discussions Become a member Donation You can make a one-time or recurring donation as an individual to directly support our mission. ✕ No voting rights ✅ Tax deductible ✅ Flexible giving options ✅ Anonymous if desired Make a donation Sponsorship Show your organization’s commitment to open source. 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Testimonials “I firmly believe that open source is the best way to build technology that’s collaborative, transparent and that’s impactful and the OSI crystallizes all these values in the same place.” -Florent Zara, Open Source Services Team Lead, Eclipse Foundation “I support OSI as a thought leader in the open source ecosystem because it provides a set of norms that we can all agree on.” -Anais Concepcion, Co-CEO, Grist “The Open Source Initiative creates a level playing field for all commercial open source vendors to flourish.” -Sandro Groganz Head of Marketing, Passbolt “Thank you OSI for protecting what open source means, so that everybody uses the same definition when we’re talking about open source.” -Raphael Michel , Managing Director, pretix FAQ: Membership, Donations, Sponsorship Who can become an OSI member? OSI membership is open to any individual. If you live in a country under U.S. embargo, please contact us for assistance. Companies cannot become voting members. What membership levels are available and what do they include? OSI offers two paid membership tiers. Supporting Members ($50/year) can nominate and vote for OSI’s Board of Directors, run for a board seat, and get early access to events, workshops, and member discounts. Professional Members ($300/year) get all Supporting Member benefits plus priority access to meetings and exclusive OSI content. We also offer a free Basic Membership that shows your support but does not include voting rights. How long does membership last, and how do I renew? A membership lasts 12 months from your join date. When you sign up, you can choose to renew automatically. Otherwise, we will remind you to renew each year. You can renew online through the OSI member portal or by purchasing a new membership when your term expires. What do OSI membership fees support? Membership dues fund OSI’s programs and staff. Your support pays professional staff salaries and covers activities that promote and protect open source software around the world. In short, your membership helps OSI fulfill its mission as the steward of the Open Source Definition and community. Are OSI membership fees tax-deductible? Yes. The OSI is a California-based 501(c)(3) public charity, so membership dues (and donations) are generally tax-deductible for U.S. taxpayers. As always, please consult your tax advisor about deductibility in your situation. How can I donate to the OSI? You can give by mail or online. Online, you can donate via the OSI member portal. We also accept micro-donations via Flattr. You can also send a check payable to “Open Source Initiative” to our address. Are donations to the OSI tax-deductible? Yes. The OSI is a U.S. 501(c)(3) nonprofit, so donations are generally tax-deductible for U.S. taxpayers. If you are a U.S. donor, you can claim your charitable gift on your federal tax return (check with a tax professional for details). Can I make a one-time gift or a recurring donation? Yes. Our donation form lets you choose a one-time contribution or an annual recurring donation. When you donate online, simply select “One-Time” or “Yearly” on the form. Who can sponsor the OSI and how do we get involved? Any company or organization can become an OSI sponsor. To explore sponsorship, interested organizations should contact OSI . Please see our Sponsorship Prospectus or reach out through the OSI contact form for details. What are the benefits of sponsoring OSI? Sponsors receive public recognition and networking opportunities. For example, sponsors are featured on OSI’s supporters page with their logos displayed prominently. Depending on the sponsorship level, benefits can include logo placement on the website, mentions in newsletters and social media, and invitations to special OSI events. 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Right menu PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 10 PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis # ai # devops # api # tdd 1 reaction Comments Add Comment 1 min read I built a text to speech API with voice cloning n RapidAPI, looking for feedback Santino Santino Santino Follow Dec 19 '25 I built a text to speech API with voice cloning n RapidAPI, looking for feedback # buildinpublic # synth # api # ai 1 reaction Comments Add Comment 1 min read Why I built a search engine that limits results to exactly 4 items?! seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 8 Why I built a search engine that limits results to exactly 4 items?! # api 5 reactions Comments Add Comment 1 min read Why I built a search engine that limits results to exactly 4 items seridarivus 13 seridarivus 13 seridarivus 13 Follow Jan 7 Why I built a search engine that limits results to exactly 4 items # ai # devops # api 1 reaction Comments Add Comment 1 min read AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 Dhren Dhren Dhren Follow Dec 2 '25 AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 # ai # cloud # api # database Comments Add Comment 2 min read How I Vibe Coded a Custom Telegram Downloader (Because Browser Throttling is the Worst) Anay Pandya Anay Pandya Anay Pandya Follow Nov 22 '25 How I Vibe Coded a Custom Telegram Downloader (Because Browser Throttling is the Worst) # api # buildinpublic # opensource 1 reaction Comments Add Comment 3 min read Explore AI Course App Muhammad Usman Muhammad Usman Muhammad Usman Follow Nov 7 '25 Explore AI Course App # ai # api Comments Add Comment 1 min read MCP servers I use for vibecoding in my daily life Siarhei Siarhei Siarhei Follow Dec 1 '25 MCP servers I use for vibecoding in my daily life # ai # api # mcp # i18 5 reactions Comments 2 comments 4 min read Using NVIDIA NeMo Agent Toolkit to improve data sync processes Andrii Siryi Andrii Siryi Andrii Siryi Follow Oct 28 '25 Using NVIDIA NeMo Agent Toolkit to improve data sync processes # ai # api # devops Comments Add Comment 2 min read Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) yassine bout yassine bout yassine bout Follow Nov 13 '25 Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) # ai # devops # api # chatgpt 10 reactions Comments 6 comments 2 min read I Built 25 AI Tools for Python Devs—Here's What I Learned yassine bout yassine bout yassine bout Follow Nov 13 '25 I Built 25 AI Tools for Python Devs—Here's What I Learned # ai # devops # opensource # api 7 reactions Comments 1 comment 2 min read "Not another GPT wrapper" Robert Schmidt Robert Schmidt Robert Schmidt Follow Oct 12 '25 "Not another GPT wrapper" # ai # api Comments Add Comment 1 min read I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen BlackOcra BlackOcra BlackOcra Follow Oct 14 '25 I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen # ai # api # openai # claude 7 reactions Comments 1 comment 1 min read Top Common AI Integration Errors in Android Apps and How to Fix Them Shubham Joshi Shubham Joshi Shubham Joshi Follow Oct 12 '25 Top Common AI Integration Errors in Android Apps and How to Fix Them # ai # devops # api Comments Add Comment 5 min read Tech With Tim: How to Build an Advanced AI Agent with Search (LangGraph, Python, Bright Data & More) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 24 '25 Tech With Tim: How to Build an Advanced AI Agent with Search (LangGraph, Python, Bright Data & More) # ai # api 2 reactions Comments Add Comment 1 min read Transcript of Greg Brockman's podcast on OpenAI's Road to AGI Amelia Pond Amelia Pond Amelia Pond Follow Sep 4 '25 Transcript of Greg Brockman's podcast on OpenAI's Road to AGI # api # openai # vibecoding 4 reactions Comments 3 comments 1 min read Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 21 '25 Tech With Tim: 6 Hours of JavaScript Projects - From Beginner to Advanced # opensource # git # api Comments Add Comment 1 min read 18 AI Coding Sidekicks That'll Make You Feel Like a Programming Wizard in 2025 Stephen P. 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Roy Follow Aug 20 '25 18 AI Coding Sidekicks That'll Make You Feel Like a Programming Wizard in 2025 # ai # mcp # api # pairprogramming 12 reactions Comments Add Comment 9 min read Nicholas Renotte: How to Build a Stock Screener AGENT with LangGraph in 30 Minutes (LangGraph Crash Course) Vibe YouTube Vibe YouTube Vibe YouTube Follow Aug 3 '25 Nicholas Renotte: How to Build a Stock Screener AGENT with LangGraph in 30 Minutes (LangGraph Crash Course) # ai # opensource # api 3 reactions Comments Add Comment 1 min read Tech With Tim: Python AI Voice Agent Tutorial - Full Developer Guide (Deepgram, Twilio, Function Calling) Vibe YouTube Vibe YouTube Vibe YouTube Follow Jul 30 '25 Tech With Tim: Python AI Voice Agent Tutorial - Full Developer Guide (Deepgram, Twilio, Function Calling) # ai # api # opensource 1 reaction Comments 1 comment 1 min read loading... trending guides/resources MCP servers I use for vibecoding in my daily life Help Me Build the Future: Test My AI Developer Kit (Free Product Inside) Why I built a search engine that limits results to exactly 4 items PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis Explore AI Course App I Built 25 AI Tools for Python Devs—Here's What I Learned How I Vibe Coded a Custom Telegram Downloader (Because Browser Throttling is the Worst) AI News Hub — A Complete AI/Tech News Aggregator SaaS You Fully Own 🔥 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://www.algolia.com/products/ai/generative-experiences | Generative Experiences Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. 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We got you covered! Brand guidelines Download logo pack Generative Experiences Generate more dynamic customer experiences Your foundation for building contextually content-rich, dynamic, and personalized solutions with retrieval augmented generation (RAG) — using large language models (LLMs) and advanced AI. Get a demo Start Free Introducing Generative Experiences Algolia’s Generative Experiences is a flexible framework that empowers developers to design, test, and deploy generative AI features with speed and confidence. From APIs and UX libraries to built-in merchandising tools, it’s everything you need to go from idea to execution. Accelerate AI solution development Generative Experiences is the ideal starting point for rapidly deploying AI-powered solutions, whether you're creating a shopping assistant, enhancing product discovery, or revamping landing pages. Bring your own LLM With Algolia’s Generative Experiences APIs, you can create richer, more engaging digital experiences that feel intuitive and relevant. This enables you to add new details or descriptions to improve your catalog and search index. You can use our LLM models or combine them with other LLMs of your choosing, all while using Algolia’s AI-first infrastructure. Results drive revenue Generative Experiences taps into Algolia’s full platform—Search, Recommendations, and Personalization—to continuously optimize results. Every Generative AI interaction feeds insights back into your system. Developers can build tools like chatbots, virtual assistants, and interactive guides that can produce original content, answer complex queries, or support decision-making in real-time. Algolia Guides Algolia Guides is an out-of-the-box Generative Experiences solution which enables you to create buyer’s guides instantly from your product catalog to help your customers find personalized guidance and recommendations. Learn more Generative Experiences FAQs What is Algolia Generative Experiences? 0 Generative Experiences helps businesses build and deploy generative AI-powered features for any use case using Algolia’s APIs, UX libraries, and merchandising tools. What do I need to get started? 0 All you need is your product data and access to Algolia’s APIs. From there, you can start experimenting with ready-to-use components or build custom generative experiences tailored to your brand. Need more help? Get in touch with our team . Which LLMs can I connect with Algolia’s Generative Experiences? 0 Algoila Generative experiences support OpenAI, AWS Bedrock, Vertex AI and many more models and providers. Learn more and see the latest on our documentation . 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Popcorn Movies and TV Close # analysis Follow Hide Scene and theme analyses Create Post Older #analysis posts 1 2 3 4 5 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime wajihaseo wajihaseo wajihaseo Follow Dec 28 '25 Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime # genrestudies # filmhistory # animation # analysis Comments Add Comment 4 min read The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read Mr Sunday Movies: John Carter - Caravan Of Garbage Movie News Movie News Movie News Follow Nov 28 '25 Mr Sunday Movies: John Carter - Caravan Of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 29 '25 Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: ‘Wicked: For Good’ Is No Good Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: ‘Wicked: For Good’ Is No Good # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 21 '25 Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Movie News Movie News Movie News Follow Nov 24 '25 Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' # movies # reviews # streaming # analysis Comments 1 comment 1 min read Ringer Movies: What Happened With the Fall Movie Slate? 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Francelys Silva Francelys Silva Francelys Silva Follow Dec 14 '25 El dilema del Sombrero Seleccionador: ¿Realmente somos quienes creemos ser? # analysis # fantasy # movies 1 reaction Comments Add Comment 2 min read Three Days of Happiness : A Quiet, Devastating Reflection on the Value of a Life Makinur Rahman Makinur Rahman Makinur Rahman Follow Nov 9 '25 Three Days of Happiness : A Quiet, Devastating Reflection on the Value of a Life # analysis # drama # reviews Comments Add Comment 3 min read भारतीय सिनेमा पर साहित्यिक कृतियों का प्रभाव: एक विस्तृत अध्ययन Anil Anil Anil Follow Dec 2 '25 भारतीय सिनेमा पर साहित्यिक कृतियों का प्रभाव: एक विस्तृत अध्ययन # analysis # filmhistory # filmtheory Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ Movie News Movie News Movie News Follow Oct 29 '25 Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ # movies # reviews # analysis # recommendations Comments Add Comment 1 min read Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode Movie News Movie News Movie News Follow Oct 28 '25 Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: Why is Tron: Ares bombing? Movie News Movie News Movie News Follow Oct 20 '25 Mr Sunday Movies: Why is Tron: Ares bombing? # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: The “Should I See It in a Movie Theater?” Test Movie News Movie News Movie News Follow Oct 18 '25 Ringer Movies: The “Should I See It in a Movie Theater?” Test # movies # reviews # analysis # recommendations Comments Add Comment 1 min read Ringer Movies: The Daniel Day-Lewis Hall of Fame Movie News Movie News Movie News Follow Oct 11 '25 Ringer Movies: The Daniel Day-Lewis Hall of Fame # movies # reviews # analysis # streaming Comments Add Comment 1 min read Ringer Movies: ‘One Battle After Another’: A Second Opinion With Van Lathan Movie News Movie News Movie News Follow Oct 9 '25 Ringer Movies: ‘One Battle After Another’: A Second Opinion With Van Lathan # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 10 - 'Marie Antoinette’ Movie News Movie News Movie News Follow Oct 1 '25 Ringer Movies: The 25 Best Movies of the Century: No. 10 - 'Marie Antoinette’ # movies # reviews # streaming # analysis Comments Add Comment 1 min read Ringer Movies: ‘Springsteen: Deliver Me From Nowhere’ and the ‘Music Biopic’ Mount Rushmore Movie News Movie News Movie News Follow Oct 24 '25 Ringer Movies: ‘Springsteen: Deliver Me From Nowhere’ and the ‘Music Biopic’ Mount Rushmore # movies # reviews # analysis 1 reaction Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 11 - 'The Wolf of Wall Street’ Movie News Movie News Movie News Follow Sep 24 '25 Ringer Movies: The 25 Best Movies of the Century: No. 11 - 'The Wolf of Wall Street’ # movies # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Every Saw Movie EVER (That We've Sinned So Far) Movie News Movie News Movie News Follow Oct 27 '25 CinemaSins: Everything Wrong With Every Saw Movie EVER (That We've Sinned So Far) # movies # reviews # analysis 1 reaction Comments Add Comment 1 min read CinemaSins: Everything Wrong With Austin Powers: The Spy Who Shagged Me In 18 Minutes Or Less Movie News Movie News Movie News Follow Sep 18 '25 CinemaSins: Everything Wrong With Austin Powers: The Spy Who Shagged Me In 18 Minutes Or Less # movies # analysis # reviews # streaming Comments Add Comment 1 min read Ringer Movies: ‘Weapons’ is a Classic. Is It an Oscar Contender? Movie News Movie News Movie News Follow Sep 16 '25 Ringer Movies: ‘Weapons’ is a Classic. Is It an Oscar Contender? # movies # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Gladiator II In 15 Minutes Or Less Movie News Movie News Movie News Follow Oct 15 '25 CinemaSins: Everything Wrong With Gladiator II In 15 Minutes Or Less # movies # reviews # analysis # streaming 8 reactions Comments Add Comment 1 min read loading... trending guides/resources Three Days of Happiness : A Quiet, Devastating Reflection on the Value of a Life Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime Ringer Movies: What Happened With the Fall Movie Slate? Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' भारतीय सिनेमा पर साहित्यिक कृतियों का प्रभाव: एक विस्तृत अध्ययन Ringer Movies: ‘Wicked: For Good’ Is No Good Mr Sunday Movies: John Carter - Caravan Of Garbage Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season ... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws posts 7 8 9 10 11 12 13 14 15 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges Damien Gallagher Damien Gallagher Damien Gallagher Follow for AWS Community Builders Jan 2 AWS 2025: A Year of Agentic AI, Custom Chips, and Multicloud Bridges # aws # reinvent # cloud # 2025 Comments Add Comment 8 min read The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget Mateen Anjum Mateen Anjum Mateen Anjum Follow Jan 2 The Hidden Tax on Your Cloud Bill: How Data Transfer Costs Are Silently Draining Your Budget # aws # gcp # cloud # azure Comments Add Comment 6 min read Designing a Secure AWS Landing Zone with Control Tower (What Most Blogs Don’t Tell You) Amaan Ul Haq Siddiqui Amaan Ul Haq Siddiqui Amaan Ul Haq Siddiqui Follow Jan 4 Designing a Secure AWS Landing Zone with Control Tower (What Most Blogs Don’t Tell You) # architecture # aws # devops # security 3 reactions Comments 1 comment 4 min read AWS Databases! Hyelngtil Isaac Hyelngtil Isaac Hyelngtil Isaac Follow Jan 3 AWS Databases! # aws # database # cloud Comments Add Comment 2 min read Distributed Systems & Networking: From 🦸 to 🫅 — Make your own AWS! Javad Javad Javad Follow Jan 2 Distributed Systems & Networking: From 🦸 to 🫅 — Make your own AWS! # discuss # tutorial # devops # aws 5 reactions Comments 2 comments 4 min read Eliminating Repetitive CRUD and Presigned URL Logic with AWS AppSync Pipeline Resolvers Matia Rašetina Matia Rašetina Matia Rašetina Follow Jan 2 Eliminating Repetitive CRUD and Presigned URL Logic with AWS AppSync Pipeline Resolvers # webdev # aws # python # programming Comments Add Comment 11 min read Automated EC2 Instance Scheduling: A Cost-Optimized Approach to Managing Non-Production Workloads Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 Automated EC2 Instance Scheduling: A Cost-Optimized Approach to Managing Non-Production Workloads # aws Comments Add Comment 9 min read Automating CloudWatch Orphan Alarm Detection: A Production-Ready Solution Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 Automating CloudWatch Orphan Alarm Detection: A Production-Ready Solution # aws # cloudwatch # monitoring Comments Add Comment 8 min read 🔐 AWS 122: Passwordless SSH Automation with EC2 User Data Hritik Raj Hritik Raj Hritik Raj Follow Jan 2 🔐 AWS 122: Passwordless SSH Automation with EC2 User Data # aws # ssh # automation # 100daysofcloud Comments Add Comment 3 min read How Claude Code Helped Me Migrate from AWS to DigitalOcean in 4 Hours (With Live Traffic) Anand Rathnas Anand Rathnas Anand Rathnas Follow Jan 8 How Claude Code Helped Me Migrate from AWS to DigitalOcean in 4 Hours (With Live Traffic) # aws # digitalocean # claude # ai 1 reaction Comments Add Comment 5 min read Day 8: Never Hardcode Keys. Connecting Lambda to APIs using AWS Secrets Manager. Eric Rodríguez Eric Rodríguez Eric Rodríguez Follow Jan 2 Day 8: Never Hardcode Keys. Connecting Lambda to APIs using AWS Secrets Manager. # aws # security # python # beginners Comments Add Comment 1 min read Protecting an EC2 hosted web application with AWS WAF in practice Geovane Oliveira Geovane Oliveira Geovane Oliveira Follow Jan 8 Protecting an EC2 hosted web application with AWS WAF in practice # architecture # aws # devops # security Comments Add Comment 12 min read Short Secure Terraform Project Muhammad Awais Zahid Muhammad Awais Zahid Muhammad Awais Zahid Follow Jan 2 Short Secure Terraform Project # terraform # aws # cloud # devops 1 reaction Comments Add Comment 1 min read Efficient Vector Storage for AI: Why I Chose Pinecone with AWS Yasith wijesuriya Yasith wijesuriya Yasith wijesuriya Follow Jan 2 Efficient Vector Storage for AI: Why I Chose Pinecone with AWS # aws # pinecone # genai # vectordatabase Comments Add Comment 2 min read AWS ECS Service Task Recycle Prashant Gupta Prashant Gupta Prashant Gupta Follow Jan 2 AWS ECS Service Task Recycle # aws # ecs # monitoring Comments Add Comment 4 min read Deploying a Node.js Application on AWS EC2 with Apache Dipu Raj Dipu Raj Dipu Raj Follow Jan 2 Deploying a Node.js Application on AWS EC2 with Apache # node # aws # ec2 # apache Comments Add Comment 1 min read Identify AWS Access Management Capabilities Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 2 Identify AWS Access Management Capabilities # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 4 min read Understand Resources For Billing, Budget, and Cost Management Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 7 Understand Resources For Billing, Budget, and Cost Management # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 3 min read "VPC (AWS) vs VNet (AZURE): A Comparative Deep Dive for Multi-Cloud Beginners" Prince Dumuhere Prince Dumuhere Prince Dumuhere Follow Jan 2 "VPC (AWS) vs VNet (AZURE): A Comparative Deep Dive for Multi-Cloud Beginners" # cloudcomputing # cloudnative # microsoft # aws 1 reaction Comments Add Comment 1 min read From Zero to ECS: My Journey of Deploying a Micro-service with AWS CodePipeline, CodeBuild & ECS M. Ibtsam M. Ibtsam M. Ibtsam Follow Jan 2 From Zero to ECS: My Journey of Deploying a Micro-service with AWS CodePipeline, CodeBuild & ECS # devops # automation # aws # microservices Comments Add Comment 4 min read Amazon EC2 G5 Instances Now Available in Asia Pacific (Hong Kong) Sonia Rahal Sonia Rahal Sonia Rahal Follow Jan 6 Amazon EC2 G5 Instances Now Available in Asia Pacific (Hong Kong) # aws # ai # cloud # gpu Comments 1 comment 4 min read Learning AWS EC2 Instance Types by Building (Instead of Just Reading Docs) Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 6 Learning AWS EC2 Instance Types by Building (Instead of Just Reading Docs) # rag # aws # learninginpublic # opensource Comments Add Comment 3 min read 🚀 From “It Works on My Machine” to Real DevOps: My First End-to-End Deployment alok-38 alok-38 alok-38 Follow Jan 2 🚀 From “It Works on My Machine” to Real DevOps: My First End-to-End Deployment # aws # devops Comments Add Comment 2 min read Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 Matt Bacchi Matt Bacchi Matt Bacchi Follow for AWS Community Builders Jan 2 Using the VSCode Claude Code Extension with Bedrock and Claude Sonnet 4.5 # aws # claudecode # vscode # bedrock 2 reactions Comments Add Comment 5 min read Elevate Your Cloud Game: Mastering Monitoring & Logging with CloudWatch and Stackdriver Visakh Vijayan Visakh Vijayan Visakh Vijayan Follow Jan 2 Elevate Your Cloud Game: Mastering Monitoring & Logging with CloudWatch and Stackdriver # google # monitoring # devops # aws Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://opensource.org/blog/top-open-source-licenses-in-2025 | Top Open Source licenses in 2025 – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu December 17, 2025 News Nick Vidal Top Open Source licenses in 2025 The Open Source Initiative (OSI) serves as the premier resource for millions of visitors seeking essential information about OSI-Approved licenses. The enriched license pages go beyond basic descriptions, incorporating relevant metadata to provide deeper insights and better support for Open Source users, developers, and organizations. The most popular licenses include the MIT license, Apache 2.0 license, BSD licenses (3-clause and 2-clause), and GNU General Public license (2.0 and 3.0). These licenses continue to lead the way as the go-to choices for countless Open Source projects worldwide, reflecting their widespread adoption and versatility. Here’s the top 20 OSI-Approved licenses most frequently sought out by our community in 2025 based on number of pageviews. License Pageviews Visitors mit 1.53M 925k apache-2-0 344k 245k bsd-3-clause 214k 173k bsd-2-clause 128k 104k gpl-2-0 76k 58k gpl-3-0 55k 46k isc-license-txt 35k 28k lgpl-3-0 34k 29k OFL-1.1 31k 25k lgpl-2-1 24k 20k 0bsd 21k 17k agpl-v3 20k 17k mpl-2-0 17k 14k afl-3-0-php 16k 13k postgresql 16k 13k ms-pl-html 16k 12k zlib 12k 11k bsd-1-clause 12k 10k mit-0 9k 8k cpl1-0-txt 9k 7k Please note that these are aggregated pageviews from actual humans along the year of 2025. Aggregated because several entry points might point to the same page (e.g. uppercase vs lowercase license names) or there’s a minor version update (2.0 vs 2.1). Actual humans (presumably) because the number of requests by bots or crawlers is several orders of magnitude higher (e.g. requests just for the MIT license are on the range of 10M per month). We do provide an API service that gives access to the canonical list of OSI Approved Licenses — this is a very new service, which hopefully will be adopted by automated requests from CI/CD pipelines. One final observation is that the number of human pageviews is likely higher because we are using Plausible as our data source and a high percentage of our target audience uses Ad blockers, which by design are not accounted by Plausible. Users from China are also likely undercounted by Plausible for the same reason. You can compare the results from 2025 with the results from 2024 . It’s also worth highlighting other data sources, such as from GitHub Innovation Graph (2025) , Zhejiang University (2024) , ClearlyDefined (2023) , or Software Heritage (2022) . If you would like to support a comprehensive research on Open Source license popularity for 2026, please reach out to us . Celebrating Generosity and Growth in the OSI Community Open Policy Alliance Welcomes the Open Source Technology Improvement Fund as New Member Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Google Gemini Follow Hide Create Post Older #gemini posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu What do you do with your old first laptop when you get a new one?💻 Dixit Ram Dixit Ram Dixit Ram Follow Jan 6 What do you do with your old first laptop when you get a new one?💻 # ai # gemini 1 reaction Comments Add Comment 1 min read Cant play game cos of Ads so I made my own Game - Ai Studio Mohamed Roshan Mohamed Roshan Mohamed Roshan Follow Nov 29 '25 Cant play game cos of Ads so I made my own Game - Ai Studio # ai # gemini # vibecoding 1 reaction Comments Add Comment 1 min read Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) MAX REED MAX REED MAX REED Follow Nov 28 '25 Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) # ai # gemini # vscode # lofi 7 reactions Comments 1 comment 3 min read Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) Anthony Lee Anthony Lee Anthony Lee Follow Dec 23 '25 Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) # gemini # serverless # database # ai 1 reaction Comments Add Comment 64 min read I Built an AI Tool That Turns Plain English Into Trading Bots 🤖 tuplemint.com tuplemint.com tuplemint.com Follow Dec 16 '25 I Built an AI Tool That Turns Plain English Into Trading Bots 🤖 # ai # trading # gemini # forex 2 reactions Comments 1 comment 1 min read Vibe coded free SEO long-tail keyword research tool in 5hrs with Google AI Studio Batu Han Batu Han Batu Han Follow Nov 22 '25 Vibe coded free SEO long-tail keyword research tool in 5hrs with Google AI Studio # ai # gemini Comments Add Comment 3 min read I Made a Habit Tracker Because the Free Ones Were… Not Free 😅 Saami abbas Khan Saami abbas Khan Saami abbas Khan Follow Dec 16 '25 I Made a Habit Tracker Because the Free Ones Were… Not Free 😅 # opensource # gemini # ai # vscode 13 reactions Comments 7 comments 1 min read Generate Complete HTML Pages Directly from the Frontend (No Backend Needed ⚡️) Alex Alex Alex Follow Oct 22 '25 Generate Complete HTML Pages Directly from the Frontend (No Backend Needed ⚡️) # ai # opensource # openai # gemini Comments Add Comment 1 min read How to Use AI in Brand Journalism with Gemini to Transform Digital Information into Strategic Editorial Content? Romina Elena Mendez Escobar Romina Elena Mendez Escobar Romina Elena Mendez Escobar Follow Oct 20 '25 How to Use AI in Brand Journalism with Gemini to Transform Digital Information into Strategic Editorial Content? # ai # gemini Comments Add Comment 8 min read Monitor Gemini CLI using OpenTelemetry for realtime usage statistics Adam Gardner Adam Gardner Adam Gardner Follow Nov 3 '25 Monitor Gemini CLI using OpenTelemetry for realtime usage statistics # ai # gemini # monitoring # cli 5 reactions Comments 1 comment 1 min read Gemini Agents: Unlocking Transformative Potential with Google's Advanced AI Rashi Rashi Rashi Follow Oct 8 '25 Gemini Agents: Unlocking Transformative Potential with Google's Advanced AI # gemini # ai # webdev Comments Add Comment 3 min read Master the Art of Consistent Characters in VEO 3 for Long-Form Videos Nahian Bin Rahman Nahian Bin Rahman Nahian Bin Rahman Follow Oct 6 '25 Master the Art of Consistent Characters in VEO 3 for Long-Form Videos # ai # gemini Comments Add Comment 3 min read 10 Next-Level Vibe Coding Techniques I Wish I Knew Earlier AISuperHub AISuperHub AISuperHub Follow Sep 30 '25 10 Next-Level Vibe Coding Techniques I Wish I Knew Earlier # ai # chatgpt # gemini # mcp Comments Add Comment 2 min read JARVIS Angad Chhikara Angad Chhikara Angad Chhikara Follow Oct 26 '25 JARVIS # ai # python # gemini # google Comments Add Comment 2 min read First time to Vibecode with Google AI Studio markp markp markp Follow Sep 15 '25 First time to Vibecode with Google AI Studio # ai # gemini # serverless # githubcopilot 4 reactions Comments 4 comments 1 min read Micro-niche vibe coding? "Making the tools to be more productive." Phil Phil Phil Follow Sep 1 '25 Micro-niche vibe coding? "Making the tools to be more productive." # cursorai # ai # cli # gemini Comments Add Comment 2 min read loading... trending guides/resources Vibe coded free SEO long-tail keyword research tool in 5hrs with Google AI Studio Gemini 3 Is Everywhere — So I Finally Tested It as a Developer (And Here’s What Happened) I Built an AI Tool That Turns Plain English Into Trading Bots 🤖 Cant play game cos of Ads so I made my own Game - Ai Studio Context Mesh Lite: Hybrid Vector Search + SQL Search + Graph Search Fused (for Super Accurate RAG) I Made a Habit Tracker Because the Free Ones Were… Not Free 😅 Monitor Gemini CLI using OpenTelemetry for realtime usage statistics 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://docs.devcycle.com/sdk/ | SDK Overview | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up SDK Overview SDK Lifecycle SDK Features Client-side SDKS Server-side SDKS SDK Proxy SDK Overview SDK Overview DevCycle has both client-side and server-side SDKs. This page describes the differences between these SDK types. Implementation and usage change depending on which type of SDK is being used. tip Explore our SDK Features and Functionality to discover how to implement your solutions using the DevCycle SDKs. Client Side SDKs DevCycle client-side SDKs are meant for single-user contexts, such as web browsers and mobile apps. These SDKs retrieve their configuration for the current user when they are initialized and any time the user is re-identified. They also receive updates in real time when configuration is changed in the DevCycle platform. The current Client-Side SDKs are: JavaScript SDK React SDK Next.js SDK Angular SDK iOS SDK Android SDK React Native SDK Flutter SDK Roku SDK Server-Side SDKs Server-side SDKs are used in multi-user contexts such as backend services, where each call to the SDK will likely be for a different user. The user's ID and any other targeting information must be passed in on every SDK function call. The current Server-Side SDKs are: NodeJS SDK NestJS SDK Go SDK PHP SDK Python SDK Ruby SDK Java SDK .NET SDK OpenFeature Providers OpenFeature is an open standard that provides a vendor-agnostic, community-driven SDKs for feature flagging that works natively with DevCycle. Client-Side JavaScript React Angular iOS Android Server-Side NodeJS NestJS Go Ruby Java .NET / C# Python PHP Edit this page Last updated on Jan 9, 2026 Next SDK Lifecycle DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:48:54 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # odoo Follow Hide Create Post Older #odoo posts 1 2 3 4 5 6 7 8 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention Deeraj Deeraj Deeraj Follow Jan 21 '25 Selecting the Right ERP for Singapore SMEs: Why Odoo Deserves Attention # webdev # productivity # odoo Comments Add Comment 4 min read 5 Top ERP Solutions Providers to Improve Your Business Operations Bhavesh Gangani Bhavesh Gangani Bhavesh Gangani Follow Feb 19 '25 5 Top ERP Solutions Providers to Improve Your Business Operations # erp # odoo # opensource # cloud 10 reactions Comments Add Comment 3 min read Elevate Your Business with the Project Management System Bhavesh Gangani Bhavesh Gangani Bhavesh Gangani Follow Feb 18 '25 Elevate Your Business with the Project Management System # pms # odoo # erp # webdev 10 reactions Comments Add Comment 3 min read A Developer's Guide to Odoo CRM Customization Đào Duy Hòa Đào Duy Hòa Đào Duy Hòa Follow Jan 13 '25 A Developer's Guide to Odoo CRM Customization # odoo # crm # python Comments Add Comment 4 min read How Third-Party Integrations Enhance Odoo ERP Functionality Icon Techsoft Icon Techsoft Icon Techsoft Follow Feb 11 '25 How Third-Party Integrations Enhance Odoo ERP Functionality # erp # odoo # productivity Comments Add Comment 3 min read Property Management Made Simple: A Guide to Effortless Real Estate Operations Bhavesh Gangani Bhavesh Gangani Bhavesh Gangani Follow Feb 24 '25 Property Management Made Simple: A Guide to Effortless Real Estate Operations # odoo # erp # pms # webdev 11 reactions Comments 3 comments 2 min read How To Create a Snippet In Odoo ? Nirav Parmar Nirav Parmar Nirav Parmar Follow Dec 30 '24 How To Create a Snippet In Odoo ? # odoo Comments Add Comment 2 min read Tricks for Efficient Odoo Development Abraham Abraham Abraham Follow Dec 19 '24 Tricks for Efficient Odoo Development # erp # odoo # development 1 reaction Comments Add Comment 2 min read Challenges You May Face During Odoo Implementation and How to Overcome Them Jay Sangani Jay Sangani Jay Sangani Follow Dec 10 '24 Challenges You May Face During Odoo Implementation and How to Overcome Them # odoo # erp # erpimplementation # odooerp 1 reaction Comments Add Comment 5 min read How to Overcome Challenges in Odoo Development? Icon Techsoft Icon Techsoft Icon Techsoft Follow Dec 9 '24 How to Overcome Challenges in Odoo Development? # odoo # erp # programming # productivity Comments Add Comment 2 min read What are the 4 W's of ERP? Rootlevel Innovations Rootlevel Innovations Rootlevel Innovations Follow for Rootlevel Innovations Pvt Ltd Nov 26 '24 What are the 4 W's of ERP? # odoo # erp # why # startup Comments 1 comment 2 min read Odoo 17: Early Payment Discount Fohnbit Fohnbit Fohnbit Follow Oct 4 '24 Odoo 17: Early Payment Discount # odoo Comments 3 comments 1 min read Odoo : how to create a Wizard with download a file and auto close Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Oct 28 '24 Odoo : how to create a Wizard with download a file and auto close # odoo 5 reactions Comments Add Comment 1 min read How to Configure Multiple Conditions in Odoo XML Views Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Sep 30 '24 How to Configure Multiple Conditions in Odoo XML Views # odoo 1 reaction Comments Add Comment 4 min read How Lack of Test Environments in CI/CD Hurts ERP Agility Abdellatif Benzbiria Abdellatif Benzbiria Abdellatif Benzbiria Follow Sep 17 '24 How Lack of Test Environments in CI/CD Hurts ERP Agility # cicd # odoo # devops # agile 1 reaction Comments Add Comment 3 min read How To Get Odoo Credential For API Paimonchan Paimonchan Paimonchan Follow Sep 19 '24 How To Get Odoo Credential For API # odoo # erp # api Comments Add Comment 2 min read Odoo17: Installation Docker Abraham Abraham Abraham Follow Sep 2 '24 Odoo17: Installation Docker # odoo # tutorial # docker 6 reactions Comments Add Comment 2 min read 🏙 The Future of Cities: How I Helped Shape It Serpent Consulting Services Serpent Consulting Services Serpent Consulting Services Follow Aug 14 '24 🏙 The Future of Cities: How I Helped Shape It # odoo # softwaredevelopment # smartcityerp # erp Comments Add Comment 3 min read Odoo : Patch a Javascript class Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Jul 16 '24 Odoo : Patch a Javascript class # odoo 4 reactions Comments Add Comment 2 min read Comparison of Work360.space vs Odoo.com Shalinda jayasinghe Shalinda jayasinghe Shalinda jayasinghe Follow Jul 9 '24 Comparison of Work360.space vs Odoo.com # webdev # odoo # work360 # beginners 2 reactions Comments Add Comment 2 min read how to create new permission groups, permission category Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Jul 3 '24 how to create new permission groups, permission category # odoo 1 reaction Comments Add Comment 1 min read Odoo User Permission and groups Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Jul 3 '24 Odoo User Permission and groups # odoo 2 reactions Comments Add Comment 1 min read Odoo General settings: Technical Antonov Mike Antonov Mike Antonov Mike Follow Jun 27 '24 Odoo General settings: Technical # odoo # webdev # beginners 3 reactions Comments Add Comment 10 min read restore postgres database in Odoo Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow May 14 '24 restore postgres database in Odoo # postgres # postgressql # odoo Comments Add Comment 1 min read Odoo version 15 pip error Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Jeevachaithanyan Sivanandan Follow Jun 13 '24 Odoo version 15 pip error # odoo 1 reaction Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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Right menu Why Cloudflare is Right to Stand Against Italy's Piracy Shield Polliog Polliog Polliog Follow Jan 12 Why Cloudflare is Right to Stand Against Italy's Piracy Shield # discuss # cloud # dns # webdev 11 reactions Comments 1 comment 6 min read 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Venkata Pavan Vishnu Rachapudi Follow for AWS Community Builders Jan 12 🩺 How I Troubleshoot an EC2 Instance in the Real World (Using Instance Diagnostics) # aws # ec2 # linux # cloud 4 reactions Comments Add Comment 5 min read Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend Ali-Funk Ali-Funk Ali-Funk Follow Jan 12 Why "Ownership" is the Best Certification: Building Infrastructure for an AWS Legend # aws # community # career # cloud 5 reactions Comments Add Comment 2 min read Cloud Sem Falência: O mínimo que você precisa saber de FinOps Ed Wantuil Ed Wantuil Ed Wantuil Follow Jan 12 Cloud Sem Falência: O mínimo que você precisa saber de FinOps # devops # cloud # braziliandevs 1 reaction Comments Add Comment 14 min read Networking 101 #1. 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Networking Introduction # networking # devops # cloud # beginners 1 reaction Comments Add Comment 8 min read Mi Top Certificiaciones en IT Como Propositos Para Este 2026 Francisco Moreno Francisco Moreno Francisco Moreno Follow Jan 13 Mi Top Certificiaciones en IT Como Propositos Para Este 2026 # aws # kubernetes # certification # cloud Comments Add Comment 11 min read AZ-104 Azure Administrator Cheat Sheet – 2026 Exam Notes Brent G Saucedo Brent G Saucedo Brent G Saucedo Follow Jan 13 AZ-104 Azure Administrator Cheat Sheet – 2026 Exam Notes # azure # cloud # certification # devops Comments Add Comment 4 min read Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide Faruq2991 Faruq2991 Faruq2991 Follow Jan 10 Setting Up Jenkins SSH Build Agents: A Complete Troubleshooting Guide # beginners # devops # cloud # cloudcomputing 2 reactions Comments Add Comment 8 min read From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows Zakariyau Mukhtar Zakariyau Mukhtar Zakariyau Mukhtar Follow Jan 12 From Vibe-Coding to Engineering: My 48-Hour Battle with Docker & Windows # devops # programming # cloud Comments Add Comment 3 min read Decoding Web Performance: A Deep Dive into Key Metrics TechBlogs TechBlogs TechBlogs Follow Jan 12 Decoding Web Performance: A Deep Dive into Key Metrics # devops # cloud # kubernetes Comments Add Comment 7 min read Real-World Error Handling in Distributed Systems Saber Amani Saber Amani Saber Amani Follow Jan 12 Real-World Error Handling in Distributed Systems # softwareengineering # dotnet # systemdesign # cloud Comments Add Comment 5 min read Introduction to DevOps #5. DevOps Tooling Landscape Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #5. DevOps Tooling Landscape # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read Introduction to DevOps #2. Life Before DevOps Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #2. Life Before DevOps # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% Aspire Softserv Aspire Softserv Aspire Softserv Follow Jan 12 Cloud Cost Optimization: Engineering-Led Strategy to Reduce AWS & GCP Spend by 30-50% # aws # cloud # devops Comments Add Comment 5 min read Cloud Computing for Beginners: A Simple Guide for Students & New Developers ☁️ Sahinur Sahinur Sahinur Follow Jan 12 Cloud Computing for Beginners: A Simple Guide for Students & New Developers ☁️ # cloud # azure # beginners # developer Comments Add Comment 2 min read Introduction to DevOps #3. How DevOps Came Into Existence Himanshu Bhatt Himanshu Bhatt Himanshu Bhatt Follow Jan 12 Introduction to DevOps #3. How DevOps Came Into Existence # discuss # devops # cloud # beginners 6 reactions Comments Add Comment 3 min read It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center Manusha Chethiyawardhana Manusha Chethiyawardhana Manusha Chethiyawardhana Follow for AWS Community Builders Jan 11 It’s 2026: Stop Using AWS IAM and Start Using IAM Identity Center # aws # tutorial # devops # cloud 5 reactions Comments 1 comment 5 min read Cloud Platform: Choosing Between Heroku and Render as an AI (LLM) Engineer Evan Lin Evan Lin Evan Lin Follow Jan 11 Cloud Platform: Choosing Between Heroku and Render as an AI (LLM) Engineer # architecture # cloud # llm # devops Comments Add Comment 4 min read [Golang][GCP] Cleaning Up Artifact Registry Space Caused by Cloud Run Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang][GCP] Cleaning Up Artifact Registry Space Caused by Cloud Run # serverless # cloud # go # devops Comments Add Comment 1 min read You’re Running EC2 Instances That Do Nothing Nikola Roganovic Nikola Roganovic Nikola Roganovic Follow Jan 11 You’re Running EC2 Instances That Do Nothing # aws # cloud # devops # sre 1 reaction Comments Add Comment 2 min read [Python][Gemini CLI] Using Vertex AI in LangChain to Process Image Content in a LINE Bot Evan Lin Evan Lin Evan Lin Follow Jan 11 [Python][Gemini CLI] Using Vertex AI in LangChain to Process Image Content in a LINE Bot # gemini # cloud # python # ai Comments Add Comment 4 min read Using Vertex AI instead of Gemini in LangChain (Python) Evan Lin Evan Lin Evan Lin Follow Jan 11 Using Vertex AI instead of Gemini in LangChain (Python) # gemini # cloud # python # ai Comments Add Comment 4 min read Using Google Cloud Services on Heroku with Golang Evan Lin Evan Lin Evan Lin Follow Jan 11 Using Google Cloud Services on Heroku with Golang # security # cloud # go # devops Comments Add Comment 2 min read [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run Evan Lin Evan Lin Evan Lin Follow Jan 11 [Tutorial] CI/CD Architecture for a Hugo Blog on Cloud Run # architecture # cicd # cloud # tutorial Comments Add Comment 3 min read Designing Scalable Backend APIs: Building for Growth TechBlogs TechBlogs TechBlogs Follow Jan 11 Designing Scalable Backend APIs: Building for Growth # devops # cloud # kubernetes Comments Add Comment 6 min read loading... trending guides/resources 🚀 SWAG : Le Reverse Proxy Docker qui va révolutionner votre homelab ! The AWS AI/ML Landscape in 2026 — Simplified How to Become an AWS Community Builder: Complete Guide for 2026 Applications Understanding Hetzner SSD VPS Performance and Best Practices AWS Kiro: Agentic Coding and the Rise of Spec-Driven AI Development Affected by the AWS Outage? 5 Things to Do Tomorrow for Your Cloud Resilience ⚡ 🎄 Advent of DevOps: 25 Days to Level Up Your DevOps Game! From Fresher to Cloud Architect: How to Start Your AWS Cloud Journey Hands-On with AWS Lambda Durable Functions & Callback ⚡⏳🚀 - (Let's Build 🏗️ Series) Understand AWS Cloud Security, Governance, and Compliance Concepts Kiro Did It: Kiro Goes GA - And Replaces My Favorite CLI! AI Coding Assistants Battle 2025: GitHub Copilot's Raptor Mini vs Claude Code vs Cursor Composer Identify Design Principles of the AWS Cloud Addressing the Limitations of Local Path Provisioner in Kubernetes n8n Self-Hosted vs n8n Cloud: Which One Should You Choose in 2026? When Cloudflare Sneezes, the Internet Catches a Cold Simplifying Container Ops: What ECS Express Mode Brings to the Table Is flat-rate CloudFront worth it? Testing Cloudflare Workers Locally: Queues, Cron, and HTTP (Part 3) Understand the AWS Shared Responsibility Model 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://www.algolia.com/developers | Developers Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. 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Back-end Front-end Analytics Dropdown Ruby Rails Python Django Php Symfony Laravel JavaScript Java Scala Go C# Kotlin Swift JavaScript React Android Vue Angular IOS Php Ruby JavaScript Python Swift Android C# Java Go Scala my_index = client.init_index('contacts') my_index.save_object({ firstname: "Jimmie", lastname: "Barninger", company: "California Paint" }) Build with Ruby class Contact < ActiveRecord::Base include AlgoliaSearch algoliasearch do attribute :firstname, :lastname, :company end end Build with Rails myIndex = apiClient.init_index("contacts") myIndex.save_object({ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" }) Build with Python from algoliasearch_django import AlgoliaIndex from algoliasearch_django.decorators import register @register(YourModel) class YourModelIndex(AlgoliaIndex): fields = ('firstname', 'lastname', 'company') Build with Django $myIndex = $apiClient->initIndex("contacts"); $myIndex->saveObject([ "firstname" => "Jimmie", "lastname" => "Barninger", "company" => "California Paint", ]); Build with Php /** * @ORM\Entity */ class Contact { /** * @var string * * @ORM\Column(name="firstname", type="string") * @Group({searchable}) */ protected $firstname; /** * @var string * * @ORM\Column(name="lastname", type="string") * @Group({searchable}) */ protected $lastname; /** * @var string * * @ORM\Column(name="company", type="string") * @Group({searchable}) */ protected $company; } Build with Symfony use Illuminate\Database\Eloquent\Model; use Laravel\Scout\Searchable; class Contact extends Model { use Searchable; } Build with Laravel const myIndex = apiClient .initIndex('contacts'); myIndex.saveObject({ firstname: 'Jimmie', lastname: 'Barninger', company: 'California Paint', }); Build with JavaScript Index<Contact> index = client .initIndex("contacts", Contact.class); index.saveObject( new Contact() .setFirstname("Jimmie") .setLastname("Barninger") .setCompany("California Paint") ); Build with Java import algolia.AlgoliaDsl._ import scala.concurrent.ExecutionContext.Implicits.global case class Contact( firstname: String, lastname: String, company: String ) val indexing: Future[Indexing] = client.execute { index into "contacts" `object` Contact( "Jimmie", "Barninger", "California Paint" ) } Build with Scala object := map[string]string{ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" } res, err := index.SaveObject(object) Build with Go SearchIndex index = client.InitIndex("contacts"); var contact = new Contact { FirstName = "Jimmie", LastName = "Barninger", Company = "California Paint" }; index.SaveObject(contact); Build with C# val index = client.initIndex(IndexName("contacts")) val json = json { "firstname" to "Jimmie" "lastname" to "Barninger" "company" to "California Paint" } index.saveObject(json) Build with Kotlin let myIndex = apiClient.getIndex("contacts") let n = [ "firstname": "Jimmie", "lastname": "Barninger", "company": "California Paint" ] myIndex.saveObject(n) Build with Swift <div id="searchbox"></div> <div id="refinement"></div> <div id="hits"></div> <script> const { searchBox, hits } = instantsearch.widgets; search.addWidgets([ searchBox({ container: "#searchbox" }), hits({ container: "#hits" }), refinementList({ container: "#refinement", attribute: "company" }), ]); search.start(); </script> Build with JavaScript const App = () => ( <InstantSearch> <SearchBox /> <Hits /> <Pagination /> <RefinementList attribute="company" /> </InstantSearch> ); Build with React <RelativeLayout xmlns:algolia="http://schemas.android.com/apk/res-auto" xmlns:android="http://schemas.android.com/apk/res/android" android:layout_width="match_parent" android:layout_height="match_parent"> <com.algolia.instantsearch.ui.views.SearchBox android:id="@+id/search_box" android:layout_width="match_parent" android:layout_height="wrap_content"/> <com.algolia.instantsearch.ui.views.Stats android:id="@+id/search_box" android:layout_width="match_parent" android:layout_height="wrap_content"/> <com.algolia.instantsearch.ui.views.Hits android:layout_width="match_parent" android:layout_height="wrap_content" algolia:itemLayout="@layout/hits_item"/> </RelativeLayout> Build with Android <ais-instant-search> <ais-search-box /> <ais-refinement-list attribute="company" /> <ais-hits /> <ais-pagination /> </ais-instant-search> Build with Vue <ais-instantsearch> <ais-search-box></ais-search-box> <ais-refinement-list [attribute]="company" ></ais-refinement-list> <ais-hits></ais-hits> </ais-instantsearch> Build with Angular import InstantSearch override func viewDidLoad() { super.viewDidLoad() let searchBar = SearchBarWidget(frame: ...) let statsWidget = StatsLabelWidget(frame: ...) self.view.addSubview(searchBar) self.view.addSubview(statsWidget) InstantSearch.shared.registerAllWidgets(in: self.view)} Build with IOS $insights = AlgoliaAlgoliaSearchInsightsClient::create( 'ALGOLIA_APP_ID', 'ALGOLIA_API_KEY' ); $insights->user("user-123456")->clickedObjectIDsAfterSearch( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ); Build with Php insights = Algolia::Insights::Client.create('ALGOLIA_APP_ID', 'ALGOLIA_API_KEY') insights.user('user-123456').clicked_object_ids_after_search( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ) Build with Ruby // This requires installing the search-insights separate library: // https://github.com/algolia/search-insights.js // https://www.npmjs.com/package/search-insights aa('clickedObjectIDsAfterSearch', { userToken: 'user-123456', eventName: 'Product Clicked', index: 'products', queryID: 'cba8245617aeace44', objectIDs: ['9780545139700'], positions: [7], }); Build with JavaScript insights = client.init_insights_client().user('user-123456') insights.clicked_object_ids_after_search( 'Product Clicked', 'products', ['9780545139700'], [7], 'cba8245617aeace44' ) Build with Python Insights.register( appId: "ALGOLIA_APP_ID", apiKey: "ALGOLIA_API_KEY", userToken: "user-123456" ) Insights.shared?.clickedAfterSearch( eventName: "Product Clicked", indexName: "products", objectIDs: ["9780545139700"], positions: [7], queryID: "cba8245617aeace44" ) Build with Swift Insights.register( context, "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", "user-123456" ) Insights.shared?.clickedAfterSearch( "Product Clicked", "products", "cba8245617aeace44", EventObjects.IDs("9780545139700"), listOf(7) ) Build with Android var insights = new InsightsClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY" ).User("user-123456"); insights.ClickedObjectIDsAfterSearch( "Product Clicked", "products", new List<string> { "9780545139700" }, new List<uint> { 7 }, "cba8245617aeace44" ); Build with C# AsyncUserInsightsClient insights = new AsyncInsightsClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", client ).user("user-123456"); insights.clickedObjectIDsAfterSearch( "Product Clicked", "products", Arrays.asList("9780545139700"), new ArrayList<>(Arrays.asList(7l)), "cba8245617aeace44" ); Build with Java client := insights.NewClient( "ALGOLIA_APP_ID", "ALGOLIA_API_KEY", ).User("user-123456") res, err := client.ClickedObjectIDsAfterSearch( "Product Clicked", "products", []string{"9780545139700"}, []int{7}, "cba8245617aeace44", ) Build with Go client.execute { send event ClickedObjectIDsAfterSearch( "user-123456", "Product Clicked", "products", Seq("9780545139700"), Seq(7), "cba8245617aeace44" ) } Build with Scala *:nth-child(n+1)]:border-b px-4" data-expansion-type="multiItem" > Manage your data using any of our API clients. 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https://opensource.org/bylaws | Bylaws – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Home Bylaws Bylaws Page created on July 24, 2006 | Last modified on August 21, 2023 AMENDED AND RESTATED BYLAWS OF OPEN SOURCE INITIATIVE A California Nonprofit Public Benefit Corporation ARTICLE I NAME Section 1. NAME. The name of this corporation is Open Source Initiative. ARTICLE II OFFICES Section 1. PRINCIPAL OFFICE. The principal office for the transaction of the activities and affairs of the corporation (principal office) is located at 702 Marshall Street, Suite 301, Redwood City, California 94063 in San Mateo County. The board of directors may change the principal office from one location to another. Any change of location of the principal office shall be noted by the secretary on these bylaws opposite this Section, or this Section may be amended to state the new location. Section 2. OTHER OFFICES. The board may at any time establish branch or subordinate offices at any place or places where the corporation is qualified to conduct its activities. ARTICLE III PURPOSES AND LIMITATIONS Section 1. GENERAL PURPOSES. This corporation is a nonprofit public benefit corporation and is not organized for the private gain of any person. It is organized under the Nonprofit Public Benefit Corporation Law for public educational purposes. Section 2. SPECIFIC PURPOSES. Within the context of the general purposes stated above, this corporation shall: (1) educate the public about the advantages of open source software; (2) encourage the software community to participate in open source software development; (3) identify how software users’ objectives are best served through open source software; (4) persuade organizations and software authors to distribute source software freely they otherwise would not distribute; (5) provide resources for sharing information about open source software and licenses; (6) assist attorneys to craft open source licenses; (7) manage a program to allow use of one or more marks in association with open source software licenses; and (8) advocate for open source principles. Section 3. LIMITATIONS. This corporation shall not, except to an insubstantial degree, engage in any activities or exercise any powers that are not in furtherance of the purposes of this corporation, and the corporation shall not carry on any other activities not permitted to be carried on (a) by a corporation exempt from federal income tax under Section 501(c)(3) of the Internal Revenue Code of 1954 or the corresponding provision of any future Unites States internal revenue law, or (b) by a corporation, contributions to which are deductible under Section 170(c)(2) of the Internal Revenue Code of 1954 or the corresponding provision of any future United States internal revenue law. No substantial part of the activities of this corporation shall consist of carrying on propaganda, or otherwise attempting to influence legislation, and this corporation shall not participate in or intervene in (including publishing or distributing statements) any political campaign on behalf of any candidate for public office. No part of the net earnings of this corporation shall inure to the benefit of any of its directors, trustees, officers, private shareholders or members, or to individuals. On the winding up and dissolution of this corporation, after paying or adequately providing for the debts, obligations, and liabilities of the corporation, the remaining assets of this corporation shall be distributed to such organization (or organizations) organized and operated exclusively for educational purposes which has established its tax-exempt status under Section 501(c)(3) of the Internal Revenue Code of 1954 (or the corresponding provision of any future Unites States internal revenue law) and which has established its tax-exempt status under Section 23701d of the California Revenue and Taxation Code (or the corresponding provision of any future California revenue and tax law). The corporation will distribute its income for each tax year at such time and in such manner as not to become subject to the tax on undistributed income imposed by Section 4942 of the Internal Revenue Code of 1954 or corresponding provisions of any later federal tax laws. The corporation will not engage in any act of self-dealing as defined in Section 4941(d) of the Internal Revenue Code of 1954, or corresponding provisions of any later federal tax laws. The corporation will not retain any excess business holdings as defined in Section 4943(c) of the Internal Revenue Code of 1954, or corresponding provisions of any later federal tax laws. The corporation will not make any investments in such manner as to subject it to tax under Section 4944 of the Internal Revenue Code of 1954, or corresponding provisions of any later federal tax laws. The corporation will not make any taxable expenditures as defined in Section 4945(d) of the Internal Revenue Code of 1954, or corresponding provisions of any later federal tax laws. ARTICLE IV MEMBERS Section 1. MEMBERSHIP. This corporation shall have no members. ARTICLE V DIRECTORS Section 1. GENERAL CORPORATE POWERS. Subject to the provisions and limitations of the California Nonprofit Public Benefit Corporation law and any other applicable laws, the corporation’s activities and affairs shall be managed, and all corporate powers shall be exercised, by or under the direction of the board. Section 2. SPECIFIC POWERS. Without prejudice to the general powers set forth in Section 1 of this Article, but subject to the same limitations, the directors shall have the power to: Appoint and remove, at the pleasure of the board, all the corporation’s officers, agents, and employees; prescribe powers and duties for them that are consistent with law, with the articles of incorporation, and with these bylaws; and fix their compensation and require from them security for faithful performance of their duties; Change the principal office or the principal business office in California from one location to another; and cause the corporation to be qualified to conduct its activities in any other state, territory, dependency, or country and conduct its activities within or outside California; Adopt and use a corporate seal; and alter the forms of the seal and certificates; Borrow money and incur indebtedness on behalf of the corporation and cause to be executed and delivered for the corporation’s purposes, in the corporate name, promissory notes, bonds, debentures, deeds of trust, mortgages, pledges, hypothecations, and other evidences of debt and securities. Section 3. AUTHORIZED NUMBER AND QUALIFICATIONS. The board of directors shall consist of at least 5 but no more than 21 directors until changed by amendment to these bylaws. The exact number of directors shall be fixed, within those limits, by a resolution adopted by the board of directors. Any member of the board, except an employee who is serving as a member of the board, who has served six consecutive years on the board will not be eligible for election to the board until one year has passed from the last day of such member’s term. Section 4. RESTRICTION ON INTERESTED PERSONS AS DIRECTORS. No more than forty-nine percent (49%) of the persons serving on the board may be interested persons. An interested person is (a) any person compensated by the corporation for services rendered to it within the previous 12 months, whether as a full-time or part-time employee, independent contractor, or otherwise, excluding any reasonable compensation paid to a director as a director; and (b) any brother, sister, ancestor, descendant, spouse, brother-in-law, sister-in-law, son-in-law, daughter-in-law, mother-in-law, or father-in-law of such person. However, any violation of the provisions of this paragraph shall not affect the validity or enforceability of any transaction entered into by the corporation. Section 5. ELECTION, DESIGNATION, AND TERM OF OFFICE. (a) Commencing with the term starting April 1, 2015, each director shall be designated by a resolution of the board as serving either a three year term or a two year term. Except as provided below, the director shall serve until a successor has been elected by the board of directors. Thereafter, each successor director shall be elected by a majority of the board of directors. Each director, including a director elected or appointed to fill a vacancy, shall hold office until expiration of the term for which elected or appointed, and until a successor has been elected and qualified. (b) In the event of a director’s elected term having expired and two or more meetings of the Board or ninety (90) calendar days (whichever is less) having passed since the expiry of the director’s term without a new director having been elected, the term of such director shall be terminated. (c) A director may be removed from the Board at any time prior to the expiry of such director’s term for any reason by a vote of two thirds of the authorized members of the Board or if less than all of the authorized members of the Board have been elected, then a quorum of the elected Board members at two meetings of the Board, the second of which shall be more than forty five (45) days after the first Board meeting and for which a vote of a majority of the authorized members of the Board if less than all of the authorized members of the Board have been elected, then a quorum of the elected Board members at such second meeting of the Board . A director may be removed from the Board at any time prior to the expiry of such director’s term for cause as defined in a resolution of the Board by a vote of two thirds of the authorized members of the Board or if less than all of the authorized members of the Board have been elected, then a quorum of the elected Board members then elected at a single meeting of the Board. Section 6. EVENTS CAUSING VACANCY. A vacancy or vacancies on the board shall exist on the occurrence of the following: (a) the death or resignation of any director, (b) the declaration by resolution of the board of a vacancy in the office of a director who has been declared of unsound mind by an order of court or convicted of a felony, or, if the corporation holds assets in charitable trust, has been found by a final order or judgment of any court to have breached a duty arising under Section 7238 of the California Corporations Code; (c) the increase of the authorized number of directors, or (d) a removal or resignation as provided in this Article. Section 7. RESIGNATIONS. Except as provided below, any director may resign by giving written notice to the chairman of the board, if any, or to the president or the secretary of the board. The resignation shall be effective when the notice is given unless it specifies a later time for the resignation to become effective. If a director’s resignation is effective at a later time, the board may elect a successor to take office when the resignation becomes effective. Section 8. FILLING VACANCIES. Vacancies on the board may be filled by a majority of the directors then in office, whether or not less than a quorum, or by a sole remaining director. Section 9. NO VACANCY ON REDUCTION OF NUMBER OF DIRECTORS. No reduction of the authorized number of directors shall have the effect of removing any director before that director’s term of office expires. Section 10. PLACE OF DIRECTORS’ MEETINGS. Meetings of the board shall be held at any place within or outside California that has been designated by resolution of the board or in the notice of the meeting or, if not so designated, at the principal office of the corporation. Section 11. DIRECTORS’ MEETINGS BY TELEPHONE OR OTHER ELECTRONIC MEANS OF COMMUNICATION. Any meeting may be held by conference telephone or by other electronic means of communication, as long as all directors participating in the meeting can hear one another or read what each other is saying. All such directors shall be deemed to be present in person at such a meeting. Section 12. INITIAL DIRECTORS’ MEETING. The board shall hold a regular meeting for purposes of organization, election of officers, and the transaction of other business. Notice of this meeting is not required. Section 13. OTHER REGULAR MEETINGS. Other regular meetings of the board may be held without notice at such time and place as the board may fix from time to time. Section 14. AUTHORITY TO CALL SPECIAL MEETINGS. Special meetings of the board for any purpose may be called at any time by the chairman of the board, if any, the president or any vice president, or the secretary or any two directors. Section 15. MANNER OF GIVING NOTICE OF SPECIAL MEETINGS. Notice of the time and place of special meetings shall be given to each director by one of the following methods: (a) by personal delivery of written notice; (b) by first-class mail, postage prepaid; (c) by telephone, either directly to the director or to a person at the director’s office who would reasonably be expected to communicate that notice promptly to the director; (d) by telegram, charges prepaid; or (e) by electronic mail. All such notices shall be given or sent to the director’s address, telephone number, or electronic mail address as shown on the records of the corporation. Section 16. TIME REQUIREMENTS FOR NOTICES OF SPECIAL MEETINGS. Notices of special meetings sent by first-class mail shall be deposited in the United States mails at least four days before the time set for the meeting. Notices given by personal delivery, telephone, telegraph or electronic mail shall be delivered, telephoned, given to the telegraph company, or transmitted by electronic mail at least 48 hours before the time set for the meeting. Section 17. CONTENTS OF NOTICES OF SPECIAL MEETINGS. The notice of a special meeting shall state the time of the meeting, and the place if the place is other than the principal office of the corporation. It need not specify the purpose of the meeting. Section 18. QUORUM FOR DIRECTORS’ MEETINGS. Four directors shall constitute a quorum for the transaction of business, except to adjourn; provided however if less than all of the authorized directors have been elected, no less than one fifth of the authorized number of directors or two (2) whichever is greater. Every action taken or decision made by a majority of the directors present at a duly held meeting at which a quorum is present shall be the act of the board, subject to the more stringent provisions of the California Nonprofit Public Benefit Corporation Law, including, without limitation, those provisions relating to (a) approval of contracts or transactions between the corporation and one or more directors or between the corporation and any entity in which a director has a material financial interest, (b) creation of and appointments to committees of the board, and (c) indemnification of directors. A meeting at which a quorum is initially present may continue to transact business, despite the withdrawal of directors, if any action taken or decision made is approved by at least a majority of the required quorum for that meeting. Section 19. WAIVER OF NOTICE OF DIRECTORS’ MEETING. Notice of a meeting need not be given to any director who, either before or after the meeting, signs a waiver of notice, a written consent to the holding of the meeting, or an approval of the minutes of the meeting. The waiver of notice or consent need not specify the purpose of the meeting. All such waivers, consents, and approvals shall be filed with the corporate records or made a part of the minutes of the meetings. Notice of a meeting need not be given to any director who attends the meeting and does not protest, before or at the commencement of the meeting, the lack of notice to him or her. Section 20. ADJOURNMENT OF DIRECTORS’ MEETING. A majority of the directors present, whether or not a quorum is present, may adjourn any meeting to another time and place. Section 21. NOTICE OF ADJOURNED DIRECTORS’ MEETING. Notice of the time and place of holding an adjourned meeting need not be given unless the original meeting is adjourned for more than 24 hours. If the original meeting is adjourned for more than 24 hours, notice of any adjournment to another time and place shall be given, before the time of the adjourned meeting, to the directors who were not present at the time of the adjournment. Section 22. ACTION WITHOUT A DIRECTORS’ MEETING. Any action that the board is required or permitted to take may be taken without a meeting if all members of the board consent in writing to that action. Such action by written consent shall have the same force and effect as any other validly approved action of the board. All such consents shall be filed with the minutes of the proceedings of the board. Section 23. COMPENSATION AND REIMBURSEMENT OF DIRECTORS. Directors may receive such compensation, if any, for their services, and such reimbursement of expenses, as may be determined by board resolution to be just and reasonable as to the corporation at the time the resolution is adopted. Section 24. COMMITTEES OF THE BOARD. The board, by resolution adopted by a majority of the directors then in office, provided a quorum is present, may create one or more committees, each consisting of two or more directors, and no persons who are not directors, to serve at the pleasure of the board which shall be the voting members of the committee. The committee may have one or more members who are not directors; such committee members shall be either be (i) “advisory members” who shall not have any voting rights on the committee or (ii) voting members in which case the actions of the committee shall be advisory and need to be approved by the Board to be effective. Any such committee shall limit its activities to the accomplishment of the tasks for which it was appointed and shall have no power to act except as specifically conferred by action of the Board. Upon completion of the tasks for which created, a committee shall be discharged. Appointments to committees of the board shall be by majority vote of the authorized number of directors. The board may appoint one or more directors as alternate members of any such committee, who may replace any absent member at any meeting. Any such committee, to the extent provided in the board resolution, shall have all the authority of the board except that no committee, regardless of board resolution, may: Fill vacancies on the board or on any committee that has the authority of the board; Fix compensation of the directors for serving on the board or on any committee; Amend or repeal bylaws or adopt new bylaws; Amend or repeal any board resolution that by its express terms is not so amendable or repealable; Create any other committees of the board or appoint the members of committees of the board; Expend corporate funds to support a nominee for director after more people have been nominated for director than can be elected; or With respect to any assets held in charitable trust, approve any contract or transaction between the corporation and one or more of its directors or between the corporation and an entity in which one or more of its directors have a material financial interest, subject to the special approval provisions of Section 5233(d)(3) of the California Corporations Code. Section 25. MEETINGS AND ACTION OF COMMITTEES OF THE BOARD. Meetings and actions of committees of the board shall be governed by, held, and taken in accordance with, the provisions of these bylaws concerning meetings and other board actions except that the time for regular meetings of such committees and calling of special meetings of such committees may be determined either by board resolution, or if there is none, by resolution of the committee. Minutes of each meting of any committee shall be kept and shall be filed with the corporate records. The board may adopt rules for the government of any committee that are consistent with these bylaws or, in the absence of rules adopted by the board, the committee may adopt such rules. ARTICLE VI OFFICERS Section 1. OFFICERS OF THE CORPORATION. The officers of the corporation shall be a president, a secretary, and a chief financial officer. The corporation may also have, at the board’s discretion, a chairman of the board, one or more vice presidents, one or more assistant secretaries, one or more assistant treasurers, and such other officers as may be appointed in accordance with Section 3 of this Article. Any number of offices may be held by the same person. Section 2. ELECTION OF OFFICERS. The officers of the corporation, except those appointed under Section 3 of this Article, shall be chosen annually by the board and shall serve at the pleasure of the board, subject to the rights, if any, of any officer under any contract of employment. Section 3. OTHER OFFICERS. The board may appoint and may authorize the chairman of the board, the president, or other officer to appoint any other officers that the corporation may require. Each officer so appointed shall have the title, hold office for the period, have the authority, and perform the duties specified in the bylaws or determined by the board. Section 4. REMOVAL OF OFFICERS. Without prejudice to any rights of an officer under any contract of employment, an officer may be removed with or without cause by the board, and also, if the board did not choose the officer, by any officer on whom the board may confer that power of removal. Section 5. RESIGNATION OF OFFICERS. Any officer may resign at any time by giving written notice to the corporation. The resignation shall take effect as of the date the notice is received or at any later time specified in the notice and, unless otherwise specified in the notice, the resignation need not be accepted to be effective. Any resignation shall be without prejudice to the rights, if any, of the corporation under any contract to which the officer is a party. Section 6. VACANCIES IN OFFICE. A vacancy in any office because of death, resignation, removal, disqualification, or any other cause shall be filled in the manner prescribed in these bylaws for regular appointments to that office, provided, however, that vacancies need not be filled on an annual basis. Section 7. RESPONSIBILITIES OF THE CHAIRMAN OF THE BOARD. If a chairman of the board is elected, he or she shall preside at board meetings and shall exercise and perform such other powers and duties as the board may assign from time to time. If there is no president, the chairman of the board shall also be the chief executive officer and shall have the powers and duties prescribed by these bylaws for the president of the corporation. Section 8. RESPONSIBILITIES OF THE PRESIDENT. Subject to such supervisory powers as the board may give to the chairman of the board, if any, and subject to the control of the board, the president shall be the general manager of the corporation and shall supervise, direct, and control the corporation’s activities, affairs, and officers. In the absence of the chairman of the board, or if there is none, the president shall preside at all board meetings. The president shall have such other powers and duties as the board or bylaws may prescribe. Section 9. RESPONSIBILITIES OF VICE PRESIDENTS. In the absence or disability of the president, the vice presidents, if any, in order of their rank as fixed by the board or, if not ranked, a vice president designated by the board, shall perform all duties of the president. When so acting, a vice president shall have all powers of and be subject to all restrictions on the president. The vice presidents shall have such other powers and perform such other duties as the board or the bylaws may prescribe. Section 10. RESPONSIBILITIES OF THE SECRETARY; BOOK OF MINUTES. The secretary shall keep or cause to be kept, at the corporation’s principal office or such other place as the board may direct, a book of minutes of all meetings, proceedings, and actions of the board and of committees of the board. The minutes of meetings shall include the time and place of holding, whether the meeting was annual, regular, or special and, if special, how authorized, the notice given, and the names of those present at board and committee meetings. The secretary shall keep or cause to be kept, at the principal office in California, a copy of the articles of incorporation and bylaws, as amended to date. Section 11. RESPONSIBILITIES OF THE SECRETARY; NOTICES, SEAL, AND OTHER DUTIES. The secretary shall give, or cause to be given, notice of all meetings of members, of the board, and of committees of the board required by these bylaws to be given. The secretary shall have such other powers and perform such other duties as the board or the bylaws may prescribe. Section 12. RESPONSIBILITIES OF THE CHIEF FINANCIAL OFFICER; BOOKS OF ACCOUNT. The chief financial officer shall keep and maintain, or cause to be kept and maintained, adequate and correct books and accounts of the corporation’s properties and transactions. The chief financial officer shall send or cause to be given to the directors such financial statements and reports as are required by law, by these bylaws, or by the board to be given. The books of account shall be open to inspection by any director at all reasonable times. Section 13. RESPONSIBILITIES OF THE CHIEF FINANCIAL OFFICE; DEPOSIT AND DISBURSEMENT OF MONEY AND VALUABLES. The chief financial officer shall deposit, or cause to be deposited, all money and other valuables in the name and to the credit of the corporation with such depositories as the board may designate, shall disburse the corporation’s funds as the board may order, shall render to the president, chairman of the board, if any, and the board, when requested, an account of all transactions as chief financial officer and of the financial condition of the corporation, and shall have such other powers and perform such other duties as the board or the bylaws may prescribe. Section 14. RESPONSIBILITIES OF THE CHIEF FINANCIAL OFFICER; BOND. If required by the board, the chief financial officer shall give the corporation a bond in the amount and with the surety or sureties specified by the board for faithful performance of the duties of the office and for restoration the corporation of all its books, papers, vouchers, money, and other property of any kind in the possession or under the control of the chief financial officer on his or her death, resignation, retirement, or removal from office. Section 15. PROJECT MANAGEMENT COMMITTEES . In addition to the officers of the corporation, the Board of Directors may, by resolution, establish one or more Project Management Committees consisting of at least one officer of the corporation, who shall be designated chairman of such committee, and may include one or more other individuals as the Board or the chairman of the committee deems appropriate. Unless elected or appointed as an officer in accordance with Section 6.3 of these Bylaws, a member of a Project Management Committee shall not be deemed an officer of the corporation. All Project Management Committees shall be advisory in nature. Each Project Management Committee shall be responsible for the active management of one or more projects identified by resolution of the Board of Directors which may include, without limitation, activities furthering the purposes of the Corporation as defined in Section 3.2 of these Bylaws. Subject to the direction of the Board of Directors, the chairman of each Project Management Committee shall be primarily responsible for project(s) managed by such committee, and he or she shall establish rules and procedures for the day to day management of project(s) for which the committee is responsible. The Board of Directors of the corporation may, by resolution, terminate a Project Management Committee at any time. ARTICLE VII INDEMNIFICATION Section 1. RIGHT OF INDEMNITY. To the fullest extent permitted by law, this corporation shall indemnify its directors, officers, employees, and other persons described in Section 7237(a) of the California Corporations Code, including persons formerly occupying any such position, against all expenses, judgments, fines, settlements, and other amounts actually and reasonably incurred by them in connection with any “proceeding,” as that term is used in that Section, and including any action by or in the right of the corporation, by reason of the fact that the person is or was a person described in that Section. “Expenses,” as used in this bylaw, shall have the same meaning as in Section 7237(a) of the California Corporations Code. Section 2. APPROVAL OF INDEMNITY. On written request to the board by any person seeking indemnification under Section 7237(b) or Section 7237(c) of the California Corporations Code, the board shall promptly determine under Section 7327(e) of the California Corporations Code whether the applicable standard of conduct set forth in Section 7237(b) or Section 7237(c) has been met and, if so, the board shall authorize indemnification. Section 3. ADVANCEMENT OF EXPENSES. To the fullest extent permitted by law and except as otherwise determined by the board in a specific instance, expenses incurred by a person seeking indemnification under Sections 17 and 18 of this Article in defending any proceeding covered by those Sections shall be advanced by the corporation before final disposition of the proceeding, on receipt by the corporation of an undertaking by or on behalf of that person that the advance will be repaid unless it is ultimately determined that the person is entitled to be indemnified by the corporation for those expenses. ARTICLE VIII INSURANCE Section 1. INSURANCE. The corporation shall have the right to purchase and maintain insurance to the full extent permitted by law on behalf of its officers, directors, employees, and other agents, against any liability asserted against or incurred by any officer, director, employee, or agent in such capacity or arising out of the officer’s, director’s, employee’s, or agent’s status as such. ARTICLE IX RECORDS AND REPORTS Section 1. MAINTENANCE OF CORPORATE RECORDS. The corporation shall keep: (1) adequate and correct books and records of account; and (2) written minutes of the proceedings of its board and committees of the board. Section 2. MAINTENANCE AND INSPECTION OF ARTICLES AND BYLAWS. The corporation shall keep at its principal office, or if its principal office is not in California, at its principal business office in this state, the original or a copy of the articles of incorporation and bylaws, as amended to date, which shall be open to inspection by the directors at all reasonable times during office hours. Section 3. INSPECTION BY DIRECTORS. Every director shall have the absolute right at any reasonable time to inspect the corporation’s books, records, documents of every kind, physical properties, and the records of each of its subsidiaries. The inspection may be made in person or by the director’s agent or attorney. The right of inspection includes the right to copy and make extracts of documents. Section 4. ANNUAL REPORT. An annual report shall be prepared within 120 days after the end of the corporation’s fiscal year. That report shall contain the following information in appropriate detail: A balance sheet as of the end of the fiscal year, and an income statement and statement of changes in financial position for the fiscal year, accompanied by any report on them by independent accounts, or, if there is no such report, by the certificate of an authorized officer of the corporation that they were prepared without audit from the books and records of the corporation. Any information that is required by Section 7 of this Article. This Section shall not apply if the corporation receives less than $10,000 in gross revenues or receipts during the fiscal year. Section 5. ANNUAL STATEMENT OF CERTAIN TRANSACTIONS AND INDEMNIFICATIONS. As part of the annual report, or as a separate document if no annual report is issued, the corporation shall annually prepare and furnish to each director a statement of any transaction or indemnification of the following kind within 120 days after the end of the corporation’s fiscal year: Any transaction (i) in which the corporation, its parent, or its subsidiary was a party, (ii) in which an “interested person” had a direct or indirect material financial interest, and (iii) which involved more than $50,000, or was one of a number of transactions with the same interested person involving, in the aggregate, more than $50,000. For this purpose, an “interested person” is either of the following: Any director or officer of the corporation, its parent, or subsidiary (but mere common directorship shall not be considered such an interest); or Any holder of more than 10 percent of the voting power of the corporation, its parent, or its subsidiary. The statement shall include a brief description of the transaction, the names of interested persons involved, their relationship to the corporation, the nature of their interest in the transaction and, if practicable, the amount of that interest, provided that if the transaction was with a partnership in which the interested person is a partner, only the interest of the partnership need be stated. A brief description of the amounts and circumstances of any loans, guaranties, indemnifications, or advances aggregating more than $10,000 paid during the fiscal year to any officer or director of the corporation under Article 8 of these bylaws, unless the loan, guaranty, indemnification, or advance is not subject to the provisions of subdivision (a) of Section 7235(a) of that Code. ARTICLE X CONSTRUCTION AND DEFINITIONS Section 1. CONSTRUCTION AND DEFINITIONS. Unless the context requires otherwise, the general provisions, rules of construction, and definitions in the California Nonprofit Public Benefit Corporation Law shall govern the construction of these bylaws. Without limiting the generality of the preceding sentence, the masculine gender includes the feminine and neuter, the singular includes the plural and the plural includes the singular, and the term “person” includes both a legal entity and a natural person. ARTICLE XI AMENDMENTS Section 1. LIMITATION ON AMENDMENT BY BOARD. Subject to the limitations set forth below, the board may adopt, amend, or repeal bylaws. The board may not extend the term of a director beyond that for which the director was elected. Section 2. HIGH VOTE REQUIREMENT. If any provision of these bylaws requires the vote of a larger proportion of the board than is otherwise required by law, that provision may not be altered, amended, or repealed except by that greater vote. CERTIFICATE OF SECRETARY I certify that I, Patrick Masson, am the duly elected and acting Secretary of Open Source Initiative, a California nonprofit public benefit corporation, that the above bylaws, consisting of 12 pages, are the bylaws of this corporation as adopted by the board of directors on November 6th, 2011, and that they have not been amended or modified since that date. Executed on December 4th, 2013 at San Francisco, California, Patrick Masson Secretary Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. 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https://opensource.org/blog/open-policy-alliance-welcomes-the-open-source-technology-improvement-fund-as-new-member | Open Policy Alliance Welcomes the Open Source Technology Improvement Fund as New Member – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu January 8, 2026 News Katie Steen-James Open Policy Alliance Welcomes the Open Source Technology Improvement Fund as New Member The Open Source Initiative (OSI) is pleased to welcome the Open Source Technology Improvement Fund (OSTIF) to the Open Policy Alliance. The Open Policy Alliance (OPA) was started in 2023 to bring together nonprofit Open Source community members to better understand and contribute to the changing landscape of public policy. OSTIF is a nonprofit dedicated to securing Open Source apps. The organization facilitates audits and reviews , making it easier for Open Source projects to improve security. The OPA’s goal is to provide a voice for the nonprofit members of the Open Source community in policy discussions through public comment and participation in stakeholder meetings with government staff. OSTIF’s experience in security audits and their efforts to improve Open Source sustainability will bolster the Alliance’s engagement on these key issues and complement the perspectives of the other OPA members, further educating lawmakers about Open Source technology. Quote from OSTIF: Joining the Open Policy Alliance enables OSTIF to contribute further to the ecosystem and increase the exposure and education of the general public to open source and its positive mission of global digitalization. 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https://opensource.org/ai/timeline | OSAID Timeline – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Source AI Open Source AI OSAID 1.0 Process Timeline Open Weights FAQ Endorsements Open Main Menu THE open source ai definition 1.0 We have released the first stable version of the Definition. Read version 1.0 Deep Dive: AI Podcasts 2022 Welcome to Deep Dive: AI (Stefano Maffulli – July, 2022) Copyright, selfie monkeys, the hand of God (Pamela Chestek – Aug 16, 2022) Solving for AI’s black box problem (Alek Tarkowski – Aug 23, 2022) When hackers take on AI: Sci-fi – or the future? (Connor Leahy – Aug 30, 2022) Building creative restrictions to curb AI abuse (David Gray Widder – Sep 6, 2022) Why Debian won’t distribute AI models any time soon (Mo Zhou – Sep 13, 2022) How to secure AI systems (Bruce Draper – Feb 9, 2023) Deep Dive: AI Panels 2022 Exploring the business side of AI (Astor Nummelin Carlberg, David Kanter, Sal Kimmich, Stella Biderman, Alek Tarkowski – October 11, 2022) Exploring the society side of AI (Kat Walsh, Luis Villa, Carlos Muñoz Ferrandis, Kit Walsh – October 13, 2022) Exploring the legal side of AI (Pamela Chestek, Jennifer Lee, Danish Contractor, Adrin Jalali – October 18, 2022) Exploring the academia side of AI (Chris Albon, Ibrahim Haddad, Mark Surman, Amy Heineike – October 20, 2022) Deep Dive: AI Webinars 2023 Deep Dive: AI Webinar Series (September, 2023) The Turing Way Fireside Chat: Who is building Open Source AI? (Jennifer Ding, Arielle Bennett, Anne Steele, Kirstie Whitaker, Marzieh Fadaee, Abinaya Mahendiran, David Gray Widder, Mophat Okinyi) Operationalising the SAFE-D principles for Open Source AI (Kirstie Whitaker, David Leslie, Victoria Kwan) Commons-based data governance (Alek Tarkowski, Zuzanna Warso) Preempting the Risks of Generative AI: Responsible Best Practices for Open-Source AI Initiatives (Monica Lopez) Data privacy in AI (Michael Meehan) Perspectives on Open Source Regulation in the upcoming EU AI Act (Katharina Koerner) Data Cooperatives and Open Source AI (Tarunima Prabhakar, Siddharth Manohar) Fairness & Responsibility in LLM-based Recommendation Systems: Ensuring Ethical Use of AI Technology (Rohan Singh Rajput) Challenges welcoming AI in openly-developed open source projects (Thierry Carrez, Davanum Srinivas, Diane Mueller) Opening up ChatGPT: a case study in operationalizing openness in AI (Andreas Liesenfeld, Mark Dingemanse) Open source AI between enablement, transparency and reproducibility (Ivo Emanuilov, Jutta Suksi) Federated Learning: A Paradigm Shift for Secure and Private Data Analysis (Dimitris Stripelis) Should OpenRAIL licenses be considered OS AI Licenses? (Daniel McDuff, Danish Contractor, Luis Villa, Jenny Lee) Copyright — Right Answer for Open Source Code, Wrong Answer for Open Source AI? (McCoy Smith) Should we use open source licenses for ML/AI models? (Mary Hardy) Covering your bases with IP Indemnity (Justin Dorfman, Tammy Zhu, Samantha Mandell) The Ideology of FOSS and AI: What “Open” means to platforms and black box systems (Mike Nolan) OSAID Conferences and Meetings 2023/2024 June, 2023 First OSAID Meeting (Jun. 2023 – San Francisco) Towards a definition of “Open Artificial Intelligence” (OSI Board members, Mozilla Foundation, Creative Commons, Wikimedia Foundation, Internet Archive, Linux Foundation Europe, OSS Capital ) July, 2023 FOSSY (Jul. 13-15, 2023 – Portland) Workshop – Defining Open Source AI (Stefano Maffulli) Campus Party Brazil (Jul. 25-29, 2023 – Sao Paulo) The future of Artificial Intelligence: Sovereignty and Privacy with Open Source (Nick Vidal, Aline Deparis) Open Source Congress (Jul. 27-28, 2023 – Geneva) Panel: Does AI Change Everything? What is Open? Liability, Ethics, Values? (Stefano Maffulli, Joanna Lee, Satya Mallick, Mohamed Nanabhay, Ibrahim Haddad) Defining “Open” AI/ML (Stefano Maffulli) September, 2023 Open Source Summit Europe (Sept. 19-21, 2023 – Bilbao) Panel Discussion: Why Open Source AI Matters: The EU Community & Policy Perspective (Justin Colannino; Astor Nummelin Carlberg; Ibrahim Haddad; Sachiko Muto; Stefano Maffulli) Interview: The New Stack (Stefano Maffulli, Alex Williams) Interview: TFiR (Stefano Maffulli, Swapnil Bhartiya) Nerdearla (Sept. 26-30, 2023 – Buenos Aires) Celebrating 25 years of Open Source (Nick Vidal) October, 2023 All Things Open (Oct. 15-17, 2023 – Raleigh) Workshop: Open Source AI definition: preview, feedback and working session (Mer Joyce, Stefano Maffulli) Latinoware (Oct. 18-20 – Foz do Iguacu) The future of Artificial Intelligence: Sovereignty and Privacy with Open Source (Nick Vidal, Aline Deparis) Linux Foundation Member Summit (Oct. 24-26, 2023 – Monterey) Workshop: Define “Open AI” (Stefano Maffulli, Mer Joyce) Why Open Source AI Matters: The Community & Policy Perspective (Mary Hardy, Stefano Maffulli, Mike Linksvayer, Katharina Koerner) November, 2023 DPGA Member Meeting (Nov. 14, 2023 – Addis Ababa) Workshop: Define “Open AI” (Stefano Maffulli, Nicole Martinelli) December, 2023 AI.dev (Dec. 12-13, 2023 – San Francisco) Panel Discussion: Why a Universal Definition of ‘Open Source AI’ is Essential for Humanity (Roman Shaposhnik, Tanya Dadasheva, Nithya Ruff, Sal Kimmich) Workshop: Define “Open AI” (Mer Joyce, Ruth Suehle) February, 2024 FOSDEM (Feb. 3-4, 2024 – Brussels) Moving a step closer to defining Open Source AI (Stefano Maffulli) Columbia Convening on openness and AI (Feb. 29, 2024 – New York) April, 2024 Open Source Summit – North America (April 16, 2024 – Seattle) The Open Source AI dilemma: Crafting a clear definition for Open Source AI (Mer Joyce, Ofer Hermoni) LLW Gothenburg (April 16, 2024 – Gothenburg) May, 2024 PyCon (May 15 -17, 2024 – Pittsburgh) OSI Workshop: Open Source AI Definition (Mer Joyce, Stefano Maffulli) CPDP-ai (May 22-24, 2024 – Brussels) Challenges and Opportunities of Open-Source Artificial Intelligence (Stefano Maffulli, Felicity Reddel, Igancio Sanchez, Michel-Marie Maudet, Achim Klabunde) June, 2024 OW2conf (June 11-12, 2024 – Paris) How we’re getting the Open Source AI Definition (Stefano Maffulli) OpenExpo Europe (June 13, 2024 – Spain) Skynet no será Open Source (Ariel Jolo) AI_Dev Europe (June 19-20, 2024 – Paris) The Open Source AI dilemma: Crafting a clear definition for Open Source AI (Ofer Hermoni) July, 2024 OSPOs for Good (July 9-10, 2024 – New York) Open Source and AI Panel (Ashley Kramer, Craig Ramlal, Mehdi Snene, Sasha Luccioni, Sergio Gaggo Huerta, Stefano Maffulli) What’s Next for Open Source (July 11, 2024 – New York) Open-Source AI: What Is It, Why Does It Matter, and How to Ensure Responsible Openness – Moderated by Mer Joyce, Do Big Good & Lea Gimpel, Digital Public Goods Alliance (DPGA) Sustain Africa (July 15, 2024 – Online) August, 2024 KubeCon + AI_dev Hong Kong (Aug. 21-23, 2024 – Hong Kong) Unveiling the Future: Nurturing Openness in AI Development (Mer Joyce, Anni Lai) Open Source Congress (Aug. 25-27, 2024 – Beijing) Datasets, Privacy, and Copyright (Stefano Maffulli, Donnie Dong) The Open Source AI Definition (Stefano Maffulli) September, 2024 Deep Learning Indaba (Sept. 1-7, 2024 – Dakar) Open Source AI Definition (Rahmat Akintola) India FOSS (Sept. 7-8, 2024 – Bengaluru) Open Source AI Definition (Tarunima Prabhakar) Open Source Summit Europe (Sept. 16-18 , 2024 – Vienna) The Open Source AI Definition Is (Almost) Ready (Stefano Maffulli, Justin Colannino) Why Open Source AI Matters for Europe (Justin Colannino, Sachiko Muto, Stefano Maffulli, Cailean Osborne) Nerdearla (Sept. 24-28, 2024 – Buenos Aires) Defining Open Source AI (Mer Joyce) October, 2024 Open Forum for AI (Oct. 4, 2024 – Washington DC) Open Source AI Definition (Deb Bryant) Training Data in OSAI (Oct. 10-11, 2024 – Paris) Workshop (Ignatius Ezeani, Masayuki Hatta, Aviya Skowron, Stefano Zacchiroli, Ricardo Torres, Kristina Podnar, Joana Varon, Renata Avila, Alek Tarkowski, Maximilian Gantz, Stefaan Verhulst, Paul Keller, Thom Vaughn, Julie Hunter, Deshni Govender, Ramya Chandrasekhar, Anna Tumadóttir, Stefano Maffulli) Open Community Experience (Oct. 22-24, 2024 – Mainz) Listening, Learning, Leading: The road to the Open Source AI Definition (Stefano Maffulli) Open Source AI and the EU AI Act (Enzo Ribagnac, Gaël Blondelle, Ansgar Lindwedel) All Things Open (Oct 27-29, 2024 – Raleigh) Co-designing the Open Source AI Definition (Stefano Maffulli, Mer Joyce) Open Source AI Definition Stable Release Presentation (Stefano Maffulli, Mer Joyce) November, 2024 SFSCON (Nov. 8-9, 2024 – Bolzano) Open Source in EU policy (Jordan Maris) Digital Public Goods Alliance Annual Members Meeting (Nov. 13-15, 2024 – Singapore) 3rd UNESCO World OER Congress (Nov. 19-20, 2024 – Dubai) Open Source AI Definition (Anne-Marie Scott) The Linux Foundation Member Summit (Nov. 19-21, 2024 – Napa) OSI Open Source AI Definition Update and Q&A (Stefano Maffulli) December, 2024 Open Source Experience (Dec. 4-5, 2024 – Paris) What is Open Source AI? The Journey to a Definition (Simon Phipps) Co-Design Town Halls 2024 January, 2024 Jan 12, 2024 – Townhall Jan 26, 2024 – Townhall February, 2024 Feb 9, 2024 – Townhall Feb 23, 2024 – Townhall March, 2024 March 8, 2024 – Townhall March 22, 2024 – Townhall April, 2024 April 5, 2024 – OSAID Townhall April 19, 2024 – OSAID Townhall May, 2024 May 3, 2024 – OSAID Townhall May 31, 2024 – OSAID Townhall June, 2024 June 14, 2024 – OSAID Townhall June 28, 2024 – OSAID Townhall July, 2024 July 15, 2024 – OSCA Community Webinar July 26, 2024 – OSAID Townhall August, 2024 August 23, 2024 – OSAID Townhall September, 2024 September 6, 2024 – OSAID Townhall September 13, 2024 – OSAID Townhall September 20, 2024 – OSAID Townhall September 27, 2024 – OSAID Townhall October, 2024 October 4, 2024 – OSAID Townhall October 11, 2024 – OSAID Townhall October 18, 2024 – OSAID Townhall Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . 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https://forem.com/berviantoleo | Bervianto Leo Pratama - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Bervianto Leo Pratama AWS Community Builder | Software Engineer | Focus on topics: Microservices, Cloud Computing, and Cyber Security. Location Bandung, Indonesia Joined Joined on Aug 9, 2018 Email address bervianto.leo@gmail.com Personal website https://berviantoleo.my.id github website twitter website Education Bachelor of Science, Computer Science Pronouns He/His/Him Work Software Engineer Seven Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least seven years. 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Got it Close Hacktoberfest 2022 Awarded for successful completion of the 2022 Hacktoberfest challenge. Got it Close Redis x DEV Hackathon Participant Awarded to everyone who participated in the 2022 Redis Hackathon on DEV. Great work, y'all! Got it Close Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. Got it Close 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. Got it Close Appwrite Hackathon on DEV — Participant Awarded for participating in the Appwrite x DEV Hackathon 2022. Got it Close Microsoft Azure Trial Hackathon Participant Awarded for participating in the Microsoft Azure Trial Hackathon on DEV in 2022 Got it Close MongoDB Atlas Hackathon Participant Awarded for submitting a valid project to the MongoDB Atlas Hackathon on DEV. Got it Close 2021 GitHub Actions Hackathon Participant Awarded for participating in the 2021 GitHub Actions x DEV Hackathon. Got it Close 4 Week Writing Streak You've posted at least one post per week for 4 consecutive weeks! Got it Close Hacktoberfest 2021 Awarded for successful completion of the 2021 Hacktoberfest challenge. Got it Close DEV Contributor Awarded for contributing code or technical docs/guidelines to the Forem open source project Got it Close Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close Hacktoberfest 2019 Awarded for successful completion of the 2019 Hacktoberfest challenge. 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Got it Close Show all 22 badges More info about @berviantoleo Organizations AWS Community Builders Docker GitHub Repositories udacity-azure-project-1 Submission Azure Developer ND 1 Python • 1 star elixir-exploration Explore more about elixir Elixir • 6 stars udacity-azure-project-3 Submission Azure Developer ND 3 CSS • 3 stars udacity-azure-project-2 Submission Azure Developer ND 2 Python react-multi-crop react-multi-crop component use fabric.js TypeScript • 7 stars udacity-azure-project-4 Submission Azure Developer ND 4 Python Skills/Languages Cloud Computing, Microservices, Cyber Security, DevOps Currently learning Cloud Computing, Microservices, Cyber Security, DevOps Currently hacking on Cloud Computing and DevOps Available for Mentoring and discussion about microservices and backend Post 107 posts published Comment 58 comments written Tag 16 tags followed Pin Pinned Exploring .NET Aspire and Adding it to my existing boilerplate Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 5 '25 Exploring .NET Aspire and Adding it to my existing boilerplate # dotnet # devops # programming # docker 1 reaction Comments Add Comment 6 min read .NET 8 + Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 10 '23 .NET 8 + Docker # beginners # docker # dotnet 6 reactions Comments Add Comment 2 min read Exploring HashiCorp Vault with Vault .NET Client Library Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 23 '23 Exploring HashiCorp Vault with Vault .NET Client Library # vault # dotnet # tutorial 7 reactions Comments 1 comment 4 min read Exploring AWS Lambda Function URL using .NET Container - Part 1 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 30 '22 Exploring AWS Lambda Function URL using .NET Container - Part 1 # dotnet # docker # aws # serverless 11 reactions Comments Add Comment 5 min read Let's Get Started with Echo, Go, AWS SDK for GO, and AWS S3 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 25 '22 Let's Get Started with Echo, Go, AWS SDK for GO, and AWS S3 # aws # go # tutorial # programming 11 reactions Comments 5 comments 4 min read Importing my AWS IAM Role to Terraform using Terraform Search Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 17 '25 Importing my AWS IAM Role to Terraform using Terraform Search # security # aws # terraform # devjournal 1 reaction Comments Add Comment 2 min read Want to connect with Bervianto Leo Pratama? 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Sign in Enhancing developer experience with Vagrant Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Sep 26 '25 Enhancing developer experience with Vagrant # vagrant # devops # devex # microservices 1 reaction Comments Add Comment 3 min read Pengalaman Pertama menghadiri AWS Summit Jakarta 2025 sebagai Speaker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 30 '25 Pengalaman Pertama menghadiri AWS Summit Jakarta 2025 sebagai Speaker # aws # awssummit # devjournal # experience 4 reactions Comments 2 comments 1 min read Continuing ShortenUrl with Redis 8 Redis AI Challenge: Beyond the Cache Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 9 '25 Continuing ShortenUrl with Redis 8 # redischallenge # devchallenge # database # ai 7 reactions Comments 1 comment 1 min read Asking Amazon Q for fixing the Bug Regarding Uploading an Attachment using Amazon SES Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders May 6 '25 Asking Amazon Q for fixing the Bug Regarding Uploading an Attachment using Amazon SES # devchallenge # awschallenge # ai # webdev 10 reactions Comments Add Comment 2 min read Amazon Q: Assisting with My Monthly Maintenance Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 6 '25 Amazon Q: Assisting with My Monthly Maintenance # devchallenge # awschallenge # ai # webdev Comments Add Comment 2 min read Migrating from Amazon Simple Email Service API V1 to V2 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 27 '25 Migrating from Amazon Simple Email Service API V1 to V2 # aws # amazonses # ses # migration 1 reaction Comments Add Comment 2 min read Mengambil Data Ramalan Cuaca Hari Ini dengan API dari Open Weather Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mengambil Data Ramalan Cuaca Hari Ini dengan API dari Open Weather # geolocation # axios # react # openweatherapi Comments Add Comment 4 min read Exploring Azure Queue Storage in .NET Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 5 '24 Exploring Azure Queue Storage in .NET # dotnet # azure # tutorial # azurequeue 1 reaction Comments Add Comment 2 min read Terraform Test and AWS Lambda Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 7 '24 Terraform Test and AWS Lambda # aws # lambda # terraform 6 reactions Comments Add Comment 1 min read Never Think You Will Always Success Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Mar 4 '24 Never Think You Will Always Success # discuss # learning # career Comments 1 comment 1 min read Pengalaman Pertama ke Luar Negeri — Day 3 (Part 4) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 3 (Part 4) # firstexperience # pengalaman # hashiconf # pengalamanpribadi Comments Add Comment 3 min read Have you ever used AWS CDK Explorer for VS Code? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jan 7 '24 Have you ever used AWS CDK Explorer for VS Code? # aws # cdk # awstoolkit # vscode 5 reactions Comments Add Comment 2 min read Mencoba Container Service Back4App Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mencoba Container Service Back4App # back4app # backend # devops # eksplorasi Comments Add Comment 3 min read Mencoba fitur Terraform Test? — Pendahuluan Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Mencoba fitur Terraform Test? — Pendahuluan # terraformmodules # terraformtestframewo # terraformtesting # hashiconf Comments Add Comment 3 min read Managing S3 Bucket using Lifecycle Configuration Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 19 '23 Managing S3 Bucket using Lifecycle Configuration # aws # s3 # terraform # infrastructureascode 3 reactions Comments Add Comment 2 min read Pengalaman Pertama ke Luar Negeri — Day 2 (Part 3) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 2 (Part 3) # hashiconf # pengalaman # experience Comments Add Comment 4 min read Pengalaman Pertama ke Luar Negeri — Day 1(Part 2) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 1(Part 2) # pengalaman # pengalamanhidup # hashiconf # kesasar Comments Add Comment 6 min read Pengalaman Pertama ke Luar Negeri — Day 0 (Part 1) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Pengalaman Pertama ke Luar Negeri — Day 0 (Part 1) # pengalaman # pengalamanpribadi # luarnegeri # pengalamanhidup Comments Add Comment 4 min read String vs StringBuilder .NET (C#) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 6 '23 String vs StringBuilder .NET (C#) # dotnet 1 reaction Comments Add Comment 4 min read Automatic Deployment .NET Web API to AWS Elastic Beanstalk using GitHub Action Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 28 '23 Automatic Deployment .NET Web API to AWS Elastic Beanstalk using GitHub Action # aws # elasticbeanstalk # githubactions # continuousdeployment 9 reactions Comments 3 comments 2 min read Exploring Rate Limit Web API in .NET 8 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 5 '23 Exploring Rate Limit Web API in .NET 8 # dotnet # ratelimit # api # backend 12 reactions Comments 2 comments 2 min read Membungkus Blazor Web Assembly di dalam Docker Container Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Membungkus Blazor Web Assembly di dalam Docker Container # nginx # blazorwebassembly # docker # blazor Comments Add Comment 4 min read Exploring OpenTelemetry and Jaeger Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 14 '23 Exploring OpenTelemetry and Jaeger # dotnet # docker # jaeger # opentelemetry 6 reactions Comments 1 comment 4 min read Why should we read Azure Security? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 4 '23 Why should we read Azure Security? # books # review # azure # security Comments Add Comment 3 min read Docker Desktop 4.19 telah rilis! Apa lagi yang baru ya? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Docker Desktop 4.19 telah rilis! Apa lagi yang baru ya? # docker # dockerdesktop # dockercompose Comments Add Comment 5 min read Docker Desktop 4.18 Sudah Rilis! Apa saja yang menarik? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Apr 27 '25 Docker Desktop 4.18 Sudah Rilis! Apa saja yang menarik? # dockerdesktop # docker Comments Add Comment 5 min read Migrating .NET Console App Cron from GitHub Action to AWS Lamda Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 18 '23 Migrating .NET Console App Cron from GitHub Action to AWS Lamda # aws # awslambda # productivity # dotnet 1 reaction Comments Add Comment 3 min read Troubleshooting Add Identity with External Provider with ASP.NET Core Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Mar 27 '23 Troubleshooting Add Identity with External Provider with ASP.NET Core # dotnet # beginners # devjournal 2 reactions Comments Add Comment 1 min read Auto Deploy to AWS App Runner using AWS CDK and Azure DevOps Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 12 '23 Auto Deploy to AWS App Runner using AWS CDK and Azure DevOps # aws # azure # cdk # devops 5 reactions Comments Add Comment 3 min read Preparing Migration to AWS App Runner Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 3 '23 Preparing Migration to AWS App Runner # discuss # welcome # career 3 reactions Comments Add Comment 3 min read My Journey into the Cloud Computing Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Mar 1 '23 My Journey into the Cloud Computing # recommendations 8 reactions Comments 3 comments 3 min read Refactoring PDFMerger and Adding Amazon S3 Feature Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Feb 4 '23 Refactoring PDFMerger and Adding Amazon S3 Feature # discuss # career # softwareengineering # architecture 4 reactions Comments 1 comment 3 min read Connecting to EC2 Instances using Azure AD Users Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Dec 17 '22 Connecting to EC2 Instances using Azure AD Users # aws # azuread # ec2 # documentation 8 reactions Comments Add Comment 3 min read .NET 7 + Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Dec 8 '22 .NET 7 + Docker # docker # dotnet # beginners # webdev 2 reactions Comments Add Comment 2 min read Concurrent HTTP Call Using SemaphoreSlim in .NET Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Dec 6 '22 Concurrent HTTP Call Using SemaphoreSlim in .NET # sql # database 17 reactions Comments 2 comments 3 min read MongoDB Atlas Hackathon 2022 on DEV | NERM Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Nov 30 '22 MongoDB Atlas Hackathon 2022 on DEV | NERM # atlashackathon22 # mongodb # dotnet # react 1 reaction Comments Add Comment 2 min read Exploring AWS CDK, AWS AppSync, and Amazon DynamoDB Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 20 '22 Exploring AWS CDK, AWS AppSync, and Amazon DynamoDB # aws # cdk # beginners 9 reactions Comments Add Comment 3 min read Case Study: Connecting Azure AD SSO with AWS Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Nov 19 '22 Case Study: Connecting Azure AD SSO with AWS # azuread # aws # sso # security 2 reactions Comments Add Comment 5 min read Securing Your Secret Using AWS Systems Manager (Parameter Store) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Oct 23 '22 Securing Your Secret Using AWS Systems Manager (Parameter Store) # aws # secrets # dotnet # security 2 reactions Comments Add Comment 3 min read AWS CLI vs Azure CLI Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Oct 2 '22 AWS CLI vs Azure CLI # aws # azure # cli # opensource Comments 1 comment 2 min read Getting Started with gRPC, .NET 6, and Amazon EC2 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Sep 10 '22 Getting Started with gRPC, .NET 6, and Amazon EC2 # aws # grpc # dotnet # tutorial 13 reactions Comments Add Comment 4 min read Updating My Previous GraphQL + .NET to GraphQL.NET version 7 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Sep 6 '22 Updating My Previous GraphQL + .NET to GraphQL.NET version 7 # dotnet # graphql # tutorial # beginners 9 reactions Comments 1 comment 2 min read Simple Shorten URL using Redis and Auth0 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 28 '22 Simple Shorten URL using Redis and Auth0 # redishackathon # redis # dotnet 3 reactions Comments Add Comment 1 min read Getting started with NDepend Azure DevOps extensions Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Aug 28 '22 Getting started with NDepend Azure DevOps extensions # ndepend # azuredevops # azure # dotnet Comments Add Comment 2 min read Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 23 '22 Getting Started with Redis, Elastic Beanstalk, and Razor Pages (.NET 6) # aws # redis # beginners # dotnet 9 reactions Comments 1 comment 6 min read Simple Event-Driven App using Amazon MQ (RabbitMQ) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Aug 14 '22 Simple Event-Driven App using Amazon MQ (RabbitMQ) # aws # rabbitmq # microservices # eventdriven 20 reactions Comments 3 comments 3 min read Starting and Stopping EC2 Instances using AWS SDK for Go Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 24 '22 Starting and Stopping EC2 Instances using AWS SDK for Go # go # aws # awssdk # ec2 13 reactions Comments Add Comment 2 min read Connecting AWS Lambda Function .NET Container to Amazon DynamoDB Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jul 17 '22 Connecting AWS Lambda Function .NET Container to Amazon DynamoDB # aws # docker # serverless # dotnet 13 reactions Comments Add Comment 3 min read Building Forum Service for Forum-Based Web using Redis (Part 3) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Building Forum Service for Forum-Based Web using Redis (Part 3) # redis # beginners # webdev # tutorial 8 reactions Comments Add Comment 3 min read Building User + Auth Service for Forum-Based Web using Redis (Part 2) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Building User + Auth Service for Forum-Based Web using Redis (Part 2) # redis # beginners # webdev # tutorial 10 reactions Comments Add Comment 14 min read Getting Started with Development of Forum-Based Web using Redis (Part 1) Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jul 17 '22 Getting Started with Development of Forum-Based Web using Redis (Part 1) # redis # beginners # webdev # tutorial 9 reactions Comments Add Comment 5 min read Getting Started with NDepend for Visual Studio 2022 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 25 '22 Getting Started with NDepend for Visual Studio 2022 # ndepend # visualstudio # csharp # beginners 5 reactions Comments Add Comment 2 min read Testing Your Email Sending in .NET with Ethereal Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 17 '22 Testing Your Email Sending in .NET with Ethereal # dotnet # tutorial # beginners 11 reactions Comments 5 comments 2 min read Email Testing using Ethereal Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 17 '22 Email Testing using Ethereal # node # tutorial # javascript # beginners 21 reactions Comments 2 comments 2 min read How NDepend Improves Your C# Code Quality? Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow Jun 12 '22 How NDepend Improves Your C# Code Quality? # beginners # codequality # dotnet # programming 9 reactions Comments Add Comment 2 min read Host my Own Minecraft Server on AWS EC2 using Docker Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Jun 11 '22 Host my Own Minecraft Server on AWS EC2 using Docker # todayilearned # aws # minecraft # docker 13 reactions Comments 4 comments 4 min read ToDo App using Flutter and Appwrite - Part 1 Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow May 2 '22 ToDo App using Flutter and Appwrite - Part 1 # appwritehack # flutter 4 reactions Comments Add Comment 1 min read Exploring Feature Flag use AWS AppConfig Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 15 '22 Exploring Feature Flag use AWS AppConfig # aws # node # appconfig # typescript 16 reactions Comments Add Comment 2 min read My First Experience Learning Terraform and Amazon ECS + AWS Fargate Bervianto Leo Pratama Bervianto Leo Pratama Bervianto Leo Pratama Follow for AWS Community Builders Apr 10 '22 My First Experience Learning Terraform and Amazon ECS + AWS Fargate # aws # terraform # beginners # devjournal 16 reactions Comments Add Comment 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://devcycle.com/company/terms-conditions | Terms of Service | DevCycle Product Solutions Resources Pricing Docs Book Demo Login Create Account Terms of Service DevCycle End User Terms Of Service These terms of service (Terms of Service) are a legal agreement between Taplytics Inc. (dba "DevCycle"), conducting business as DevCycle (the “Company”) and you. These Terms of Service govern your access to and use of Company’s website at https://devcycle.com (the "Website") and Company’s software (the "Software"). The Website, together with the Software and other services provided by Company, including without limitation any functionalities or features of the Services that utilize an AI System (as defined in the AI Features Addendum) to analyze Data or to provide automated outputs, insights, or decisions on the Customer’s behalf (“AI Features”), are called the “Services”. Wherever used in these Terms of Service, “you”, “your” or similar terms mean the person or legal entity using or accessing any of the Services. BY ACCESSING, BROWSING AND/OR USING ANY OF THE SERVICES, OR BY REGISTERING WITH COMPANY, YOU ACKNOWLEDGE THAT YOU HAVE READ, UNDERSTOOD AND AGREED TO BE BOUND BY THESE TERMS OF SERVICE. Your access and use of the Services must be in accordance with these Terms of Service. If you violate these Terms of Service, you are no longer permitted to use the Services and Company may (but has no obligation to) terminate your ability to access or use the Services at any time. In consideration of the mutual promises, covenants, and conditions contained in this Agreement and for other good and valuable consideration, the receipt and sufficiency of which are hereby acknowledged, you and Company agree as follows: 1. Changes to these Terms of Service Company reserves the right, in its sole discretion, to update, revise, supplement and to otherwise modify the Terms of Service, and to impose new or additional terms and conditions on your use of the Services from time to time. When Company changes the Terms of Service in a material way, it will update the ‘last modified’ date at the bottom of this page. Your continued access, browsing or use of any of the Services following such notice will be deemed to conclusively indicate your acceptance of any and all Terms of Service. You are responsible for regularly reviewing the most current version of the Terms of Service which are currently available at https://devcycle.com . 2. Your Use of the Services (Website and Software) (a) The Services are intended solely for users who are eighteen (18) years of age or older. Any registration by, use of, or access to the Services by anyone under the age of eighteen (18) is unauthorized, unlicensed, and in violation of these Terms of Service. You hereby expressly represent, warrant and confirm that you can form a binding contract with Company, you are at least eighteen (18) years old, and your use of the Services is in full compliance with the law of the jurisdiction(s) to which you are subject, and that you are not prohibited from using the Services under Canadian law or any other applicable laws. (b) In order to use the Services, you must have access to the Internet directly or through devices that access web-based content and pay any and all service fees associated with such access. (c) In using any of the Services, you shall at all times comply with all laws, statutes, codes, treaties, ordinances, orders, decrees, rules, regulations and municipal by-laws, judicial, administrative, ministerial, departmental or regulatory judgments, orders, decisions, rulings or awards of any governmental authority, policies, guidelines and protocols (Laws), including the Personal Information Protection and Electronic Documents Act (Canada) and any similar laws governing the protection of personal information or personal health information (Privacy Laws) including in connection with its collection, use and disclosure of personal information as defined by Privacy Laws (“Personal Information”). (d) You must not use the Services: (i) to engage in any illegal, fraudulent or unauthorized purpose, including in any way that violates Laws; (ii) in any way that violates or infringes the copyrights, rights of privacy or publicity, or any other rights of any person; (iii) to impersonate or misrepresent your identity or affiliation with any person or entity; (iv) to engage in verbal, physical, written or other abuse (including threats of abuse or retribution) of any Company customer, employee, member, or officer or any user of the Services; (v) to transmit or relay spam; (vi) to upload, post or submit information or materials, or otherwise make available to others using the Services: (A) any material that is libelous, defamatory, tortious, sexually explicit, hateful, obscene, harassing or otherwise actionable or objectionable material; (B) any unsolicited message or unauthorized advertising or promotional material; (C) any worms, viruses, Trojan horses, scripts, bots, bombs, spiders, or similar means, tool, programs, or algorithms to harvest, automatically download, or collect information, or any computer code or files of a destructive, damaging, disruptive, disabling or interfering nature (collectively, Viruses), or any information or materials that contain any of the foregoing; or (D) any material that is in a way that is detrimental to the operation of the Services or that could damage, disable or overburden the Services, or that is detrimental to the access or use of the Services by anyone else, which restriction applies to any use that interferes or attempts to interfere with the normal operations of the Services, including by hacking, deleting, augmenting or altering any information or materials. (e) You must not, without Company’s prior written permission (including the permissions granted by these Terms of Service): (i) log into a server or account which you are not authorized to access; (ii) attempt to probe, scan or test the vulnerability of a system or network or to breach security or authentication measures without proper authorization; (iii) access or search, or attempt to access or search, the Services or data by any means (automated or otherwise) except through Company’s available interfaces; (iv) copy, distribute, modify, enhance, translate, reproduce, alter, tamper with, repair, sell, sublicense, rent, lease, make derivative works of, or otherwise attempt to exploit information or materials, other than your own Data (as defined below), on the Services; (v) decompile, disassemble, reverse engineer, or otherwise attempt to discover the source code (except to the extent that this restriction is expressly prohibited by law) underlying the Services; (vi) modify another website so as to falsely imply that it is associated with the Services, Company or any other Company products or services; (vii) create any frames at any other web sites pertaining to or using any of the content or Materials located at the Website for any purpose, unless specifically authorized by Company in writing to do so; or (viii) attempt to interfere with any of the Services provided to any user, host or network. (f) You agree your purchases of the Services are not contingent on the delivery of any future functionality or features or dependent on any oral or written public comments made by the Company or any of its affiliates regarding future functionality or features. 3. Your Use of Company’s Available Materials (a) Company may place text, graphics, photographs, pictures, drawings, animation, audio clips, video clips, logos, literature and other material on, through or in connection with the Website in a way that will be easily accessible and useful for you (“Materials”). (b) You acknowledge and agree that, as between you and Company, Company and its licensors, affiliates and business partners have and retain all right, title and interest (including copyright, trademark, patent, trade secret and all other intellectual property rights) in and to the Materials in any form. You acquire no rights whatsoever in or to all or any part of Company’s Materials except for the limited use rights granted by these Terms of Service. All rights not expressly granted to you in these Terms of Service are reserved for Company and its licensors. You may not copy or exploit Materials except expressly in accordance with these Terms of Services or with the express written permission of Company and any other applicable copyright owner. (c) Certain words, phrases, names, designs, or logos used on the Materials may be trademarks, service marks or trade names of Company, its affiliates or third parties. The display of any such marks or names does not imply that a license has been granted to you or any third party by Company or other entities. Any unauthorized use or display of the trademarks or trade names belonging Company, its affiliates, related companies, and third parties and their licensors is strictly prohibited. (d) Materials are provided for general information only and should not be relied upon or used as the basis for making significant decisions without consulting primary or more accurate, more complete or more timely sources of information. Any reliance placed on the Material on the Website is at your own risk. The Website and the Materials may contain certain historical information which is not current and is provided for your reference only. (e) Company hereby grants to you, subject to the terms and conditions of these Terms of Service, a revocable, worldwide, limited, non-exclusive, non-transferable and non-assignable license to access and use the Materials subject to any limitations, restrictions or requirements specified in these Terms of Service (the Materials License). 4. Your Use of the Software (a) Your access to, and use of, the Software may be subject to certain special terms and/or a subscription agreement between you and Company governing your access to and use of the Software (a “Subscription Agreement”). (b) If you register with Company to access and use the Software, Company hereby grants to you, subject to the terms and conditions of these Terms of Service, a worldwide, limited, non-exclusive, non-transferable, non-sublicensable, and non-assignable license to access and use the Software subject to any usage limitations, restrictions or requirements specified herein or in any Subscription Agreement (the “License”). The License includes your right to use and copy, in connection with your use of the Software, and any related and available documentation (the “Documentation”), but Company is not obliged to provide you with any Documentation. (c) Your access and use of the Software is subject to the following restrictions and limitations: you shall not, except as may be expressly provided herein, (i) provide, disclose, sublicense, lease, rent or otherwise permit any other person to access, use, read, disseminate, transmit, distribute or reproduce the Software or Documentation; (ii) adapt, translate, change, customize, enhance, augment, partially delete or alter, or otherwise modify the Software in any manner or to any extent whatsoever, whether in whole or in part; (iii) disassemble, decompile, reverse engineer, or otherwise in any manner deconstruct all or any part of the Software; (iv) transfer, sell, assign, or otherwise convey the Software to any party except as may be otherwise expressly provided for herein; or (v) alter any proprietary notices appearing in the Software. (d) You acknowledge and agree that all rights, title and interest in and to the Software (including all intellectual property rights therein) and the Documentation is, and shall be, owned solely and exclusively by Company and/or its third party licensors, if any. Nothing in these Terms of Service or any Subscription Agreement shall, or shall be deemed or construed to assign, transfer or convey to you any title, rights or interest in any intellectual property, including copyrights, methodologies, ideas and concepts, in or to the Software or the Documentation other than the License or other rights specifically and expressly granted herein. (e) In consideration of the grant of the licenses granted under this Agreement and access to the Software, you acknowledge that you may provide the Company orally or in writing such reasonably detailed feedback concerning your evaluation of the Software (including concerning the Software user experience (the “Customer Feedback”). You agree that all rights, title and interest in and to the Customer Feedback is, and shall be, owned solely and exclusively by the Company and treated as Software pursuant to the preceding paragraph. (f) You acknowledge that, if you register with Company to access and use the Software, the Software will be made available to you through the Internet or through devices that access web-based content, and you will pay any and all service fees associated with such access. You acknowledge that, in some circumstances, any use of the Software will be subject to payment for such use in accordance with these Terms of Service. (g) When you use the Software, you may upload information and data into the Software (“Data”) and Company will make certain information, such as modified Data, available to you using the Data (“Product”). Data you provide must be limited to data necessary for the Company to provide the Product to you and for your use of the Product. Data must be provided in anonymized or encrypted form. (h) In these Terms of Service, Personal Information means any identified or identifiable information about an individual, or personal information as defined by Privacy Laws (as defined herein) (e.g., names, addresses, birthdates, driver’s license numbers, bank account numbers, passport numbers, credit card numbers, social insurance numbers, telephone numbers). In the event that Data uploaded does contain Personal Information, you covenant and agree that any and all such Personal Information will be, or has been, collected with the consent of each individual to which such Personal Information relates (if such consent is required under applicable Privacy Laws), and you covenant that you will obtain such consent in a manner that allows the parties hereto to use the Data as contemplated in these Terms of Service. You covenant and agree that Personal Information in the Data will be used only for the purposes for which the Personal Information was initially collected or for a subsequent purpose for which consent is subsequently obtained, or has been collected, used or disclosed for a purpose in respect of which consent may, under applicable Privacy Laws, be implied, including as contemplated by these Terms of Service. You shall use best efforts to protect and safeguard any Personal Information contained within the Data against unauthorized collection, use or disclosure, as provided by applicable Privacy Laws and shall cause its representatives to observe the terms of this Section 5(h). YOU ACKNOWLEDGE AND AGREE THAT COMPANY WILL NOT BE LIABLE FOR ANY LOSS OR DAMAGES YOU OR A THIRD PARTY MAY SUFFER AS A RESULT OF YOUR USE OR DISCLOSURE OF ANY PERSONAL INFORMATION. YOU HEREBY AGREE TO INDEMNIFY AND HOLD HARMLESS COMPANY AGAINST ANY DAMAGES, LOSSES, LIABILITIES, FINES, SETTLEMENTS AND EXPENSES (INCLUDING WITHOUT LIMITATION COSTS AND ATTORNEYS’ FEES) IN CONNECTION WITH ANY THIRD PARTY CLAIM, INVESTIGATION OR ACTION THAT ARISES FROM AN ALLEGED DATA BREACH AFFECTING PERSONAL INFORMATION WITHIN YOUR POSSESSION. (i) You agree that you will protect the privacy and legal rights of the end users of your application. You must provide legally adequate privacy notice and protection for end users. If end users provide you with user names, passwords, or other login information or personal information, you must make the users aware that the information will be available to your application and to the Company. (j) In the event that you become aware of any violation of the Terms of Service by an end user of applications, you shall immediately terminate such end user’s account on your application. The Company reserves the right to disable applications in response to a violation or suspected violation of the Terms of Service. (k) You have and retain all right, title and interest (including copyright, trademark, trade names, logo, patent, trade secret and all other intellectual property rights) in and to the Data. Company acquires no rights, except for the limited right granted herein, in or to all or any part of your Data and will not access, sell, rent, lease, disclose to third parties, copy modify or change your Data. By making Data available to Company through use of the Software, you grant Company and its licensors and third party service providers a non-exclusive, worldwide, sub-licensable, royalty-free, fully paid up license to: (i) use, copy, reproduce, store, adapt, translate, make derivative works from, process, adapt, and transmit, such Data for the purpose of providing you with Products; (ii) access Data to respond to service or technical problems; (iii) access Data in order to monitor compliance with these Terms of Service and any Subscription Agreement; (iv) access Data in order to determine if you have breached these Terms of Service; and (v) use, copy and reproduce such Data and any other trademarks, trade names, logos and other similar identifying intellectual property for the purpose of promoting, marketing and advertising the Software and the Products, including using any trade names, logos and trademarks on Company’s advertising and promotional materials, and on the Website (the “Data and IP License”). (l) By submitting, you hereby: (i) acknowledge and agree that Company is not responsible for any loss, damage, or corruption that may occur to your Data; and (ii) acknowledge and agree that any Data you provide for display on the Website will be considered non-confidential. (m) Company may review Data before it is posted to the Website and may refuse to post any Data to the Website. Company reserves the right, in its sole discretion, to edit or remove Data, whether or not the Data is in violation of the provisions hereof or otherwise objectionable. You acknowledge and agree that Company may, in its sole discretion, monitor the Website periodically and disclose any information as necessary to satisfy any law, regulation or other governmental or court request, to operate the Website properly or to protect itself or other users of the Website. Any such disclosure shall be in accordance with the Privacy Policy. Company is under no obligation to investigate any complaint regarding Data. Company may, in its sole discretion, investigate complaints and take any actions it deems appropriate in the circumstances, including, without limitation, removing the offending Data from the Website and terminating the submitting party’s right to access and use the Website (or any portion thereof). (n) Data from you or any other user of the Website on the Website represent the views and opinions of the person(s) submitting the Data and does not represent the views or opinions of Company. Furthermore, Company is not responsible if information made available on the Website by users of the Website and is not accurate, complete or current. (o) You acknowledge and agree that, as between you and Company, Company and its licensors, affiliates and business partners have and retain all rights, title and interest (including copyright, trademark, patent, trade secret and all other intellectual property rights) in and to the Products in any form. You acquire no rights whatsoever in or to all or any part of the Product except for the limited use rights granted by these Terms of Service. All rights not expressly granted to you in these Terms of Service are reserved for Company and its licensors. You may not copy or exploit Products except expressly in accordance with these Terms of Services or with the express written permission of Company and any other applicable copyright owner. When you use the Software and receive Product from Company, Company grants to you, subject to the terms and conditions of these Terms of Service, a revocable, worldwide, limited, non-exclusive, non-transferable and non-assignable license to access and use the Product subject to any limitations, restrictions or requirements specified in these Terms of Service (the Product License). You agree not to otherwise reproduce, copy, modify, decompile, disassemble, create any derivative works of, or reverse engineer any portion of the Product, and may not transfer or distribute it in any form, for any purpose. (p) Company makes the Software available to you through the Internet. You acknowledge that your Data will be maintained on computer servers and equipment not necessarily in Canada or in the possession or control of Company and made accessible to you through the Internet. Therefore, laws of the country where data is hosted or stored may apply. You acknowledge that Company may use third party service providers and hosting partners to provide necessary hardware, software, networking, storage, and related technology required to run the Software and store any Data you upload, submit or post to the Software. (q) Certain words, phrases, names, designs or logos used on the Products may be trademarks, service marks or trade names of Company, its affiliates or third parties. The display of any such marks or names does not imply that a license has been granted to you or any third party by Company or other entities. Any unauthorized use or display of the trademarks or trade names belonging Company, its affiliates, related companies, and third parties and their licensors is strictly prohibited. 5. Your Data (a) By making Data available to Company you expressly represent, warrant and confirm that you own all rights, title and interest, including copyright, in and to any Data you upload, post or submit to the Services; or you have the right, authority or permission to upload, post, or submit any Data to Company. Further, you expressly represent, warrant and confirm that you have the full legal right, power and authority to grant to Company the Data and IP License, and that neither the Data nor the exercise of the rights granted herein infringes upon or violates the right of privacy or intellectual property of any other person or entity or any common law or any other right of any other person or entity. (b) You hereby acknowledge and agree that the Services compile, store and use aggregated data and system usage, analytics and diagnostic information to monitor and improve the Services and for the creation of new products. You hereby grant to Company a non-exclusive, transferable, assignable, irrevocable, worldwide, perpetual license to collect, process and aggregate your Data and other such information and data and create anonymized, aggregated data records and use such anonymized and aggregated data, and all modifications thereto and derivatives thereof (“Derivative Data”) to improve the Services, develop new products and services, to understand usage, and for any other business purpose. Company may use and disclose Derivative Data solely in aggregate, anonymous, and de-identified form so that it contains no Personal Information and is in no way identifiable with you or your business, in connection with Company’s business. (c) You understand that the technical processing and transmission of any Data you upload, post, or submit to the Services, may be transferred and may involve: (i) transmissions over various networks both within and outside of Canada; and (ii) changes to such Data to conform and adapt to technical requirements of connecting networks or devices. (d) It is a condition of your use of the Services that you not post, submit, transmit or upload any Data that: (i) restricts or inhibits any other user of the Services from using and enjoying the Services, interfere or attempt to interfere with the proper workings of the Services, or do anything which, in the sole discretion of Company, imposes an unreasonable or disproportionately large load to the Services infrastructure; (ii) is unlawful, threatening, abusive, libelous, defamatory, obscene, vulgar, pornographic, profane or indecent, including, without limitation, any Data constituting or encouraging conduct that would constitute a criminal offense, give rise to civil liability or otherwise violate any local, state, provincial, national or international law or regulation; (iii) violates or infringes upon the rights of others, including material which is an invasion of privacy or publicity rights or which is protected by any intellectual property rights, including, without limitation, copyright, patent, trade secret, trademark or other proprietary rights herein, or derivative works with respect thereto, without first obtaining permission from the owner or rights holder; (iv) promotes racism, bigotry, hatred or physical harm of any kind against any group or individual, could be harmful to minors, harasses or advocates harassment of another person, provides material that exploits people under the age of 18 in a sexual or violent manner, provides instructional information about illegal activities, including, without limitation, the making or buying of illegal weapons; (v) solicits passwords or personal identifying information for unlawful purposes from other users; (vi) contains a virus or other harmful component, or provides or creates computer viruses; (vii) is or may be considered junk mail, chain letters, unsolicited mass mailing or spam; or (viii) you agree not to (a) access (or attempt to access) the administrative interface of the Services by any means other than through the interface that is provided by the Company in connection with the Services, unless you have been specifically allowed to do so in a separate agreement with the Company, or (b) engage in any activity that interferes with or disrupts the Services (or the servers and networks which are connected to the Service). (e) To the extent Company processes Personal Information that is protected by Privacy Laws in connection with delivering the Services to you, you can access our data protection agreement available at https://devcycle.com/company/privacy-policy and digitally sign our DPA. You and Company shall be subject to and comply with the terms of the DPA, which is incorporated into and forms an integral part of these Terms of Service, unless otherwise agreed in writing between you and the Company, in which case the agreed upon data protection agreement will take precedence. 6. Your Account (a) You must provide your certain personal information, such as your name and email address (Registration Information), in order to register with Company and set-up an account and username to access and use the Services, including the Software. You hereby consent to Company’s collection and use of your Registration Information, and to Company’s use and disclosure of Registration Information to third parties (including Company’s third party service providers and payment processors, if any), for the purposes of administering your account and the use of the Services through your account in accordance with the Privacy Policy. (b) When you set-up an account with Company, you will select, or will be given, a login and password for your account. You are responsible for: (i) maintaining the security of your login, password and account and or other form of authentication involved in obtaining access to the Software; and (ii) ensuring that there is no unauthorized access to the Software and notifying Company promptly of any such access of which you become aware. (c) You may change your password at any time as described on the Company Website at https://devcycle.com (d) You are solely responsible and liable for your account and for any use of the Services and any Data inputted, submitted or uploaded to the Services, and any Data accessed or made available to others through your account (even if such Data is accessed or made available by others). Company is not, and will not, be responsible for any loss or damages resulting from your failure to comply with this obligation. You agree to immediately notify Company if you become aware of any unauthorized use of your account or your account login or password. (e) If you choose to cancel your account you are solely responsible for doing so in accordance with Company’s then current cancellation procedure (the Cancellation Procedure) set out on Company’s Website. If you follow the Cancellation Procedure, Company will, subject to any licenses granted hereunder, cancel your account immediately. After you have cancelled your account, you will be able to recover Data previously uploaded or submitted to the Services from your account, subject to any terms provided for in any Subscription Agreement regarding your access and use of the Software. Company is not responsible for the loss of any Data due to your cancellation of your account. 7. Payments (a) Your use of certain of the Services, including the Software, may be subject to certain subscription charges (Fees). Any Services subject to Fees, including the Software, will be clearly marked as such and may be subject to special subscription terms set out in a Subscription Agreement between you and Company in addition to these Terms of Service. The Company uses a third party service provider stripe.com to collect Personal Information related to payments and such Personal Information will be remitted to Company. (b) If you subscribe, or have subscribed, for Services that are subject to Fees, you must pay all Fees and applicable taxes, levies, withholdings or duties owed by you to Company according to any applicable special subscription terms. In the event of non-payment of any amount owed by you to Company, Company reserves the right to terminate or suspend your use of those Services that are subject to Fees at any time. (c) If Customer's use of the Service exceeds the Prepaid Capacity set forth on the Order Form or otherwise requires the payment of additional fees, Customer agrees to pay the additional fees in the manner provided herein. If the Customer continues to use the Service after the Term has expired, then Customer's use of the Service will convert to On Demand Capacity until such time as Customer purchases additional capacity under a subsequent order form. This Agreement shall be automatically renewed for additional periods of the same duration as the Term, unless either party requests termination at least thirty (30) days prior to the end of the then-current Term. (d) Your use of our Services is also subject to our Privacy Policy, which covers how we collect, use, share, and store your personal information. (e) If you receive promotional electronic communications, including emails, from us, you may indicate a preference to stop receiving further promotional communications from us by contacting Company directly at the mailing address or at the email address or phone number provided on the electronic communication, or at the email address or phone number given on the Website or as set out below. As well, you will have the opportunity to “opt-out” of receiving future electronic messages, including promotional messages, by following the unsubscribe instructions provided in the promotional electronic communication you receive or by contacting Company directly as set out in the communication, or at the email address or telephone number given on the Website or as set out below. We do not charge for this service, and your unsubscribe request will be processed within 10 days of the date on which we receive it. (f) The Website may contain links to other websites. Any Personal Information you provide on linked pages or other sites is provided directly to that third party and is subject to that third party’s privacy policy. The Company Privacy Policy does not apply to such linked pages or other sites, and Company is not responsible for the content or privacy and security practices and policies of these other websites or any other sites that are linked to or from the Website. Company encourages you to learn about the privacy and security practices and policies of these other websites before providing them with Personal Information. 8. Termination and Suspension of Your Use of the Services (a) Company, in its sole discretion, has the right to suspend, terminate or restrict your access to the Services or any other Company service, for any reason and at any time without notice regarding your access to the Software. (b) If Company decides to terminate your access to any of the Services, Company may suspend your access to the Services and may delete any Data you uploaded, posted, or submitted to the Services. For greater certainty, if you engage in any behaviour Company considers, in its sole discretion, to be offensive, Company may, in its sole discretion, terminate your access to the Services without notice. 9. Notification of Copyright Infringement (a) If you are a copyright owner, authorized to act on behalf of one, or authorized to act under any exclusive right under copyright, please report any information on the Services that allegedly infringes your copyright by sending to Company a notice with the following information: (i) physical or electronic signature of a person authorized to act on behalf of the owner of an exclusive copyright that is allegedly infringed; (ii) Identification of the copyrighted work claimed to have been infringed, or, if multiple copyrighted works on the Website are covered by a single notification, a representative list of such works at the Services; (iii) identification of the information that is claimed to be infringing or to be the subject of infringing activity and that is to be removed or access to which is to be disabled, and information reasonably sufficient to permit the service provider to locate the material; (iv) information reasonably sufficient to permit the Company to contact you, such as an address, telephone number, and, if available, an electronic mail address at which you may be contacted; (v) a statement that you have a good faith belief that the use of the information in the manner complained of is not authorized by the copyright owner, its agent or the law; (vi) a statement that the information in the notification is accurate, and under penalty of perjury, that you are authorized to act on behalf of the owner of the exclusive right that is allegedly infringed; and (vii) URLs identifying the allegedly infringing material along with any other information that might assist in the investigation of your claim. (b) Upon receipt of the foregoing information, Company will respond expeditiously and follow its notice and take down procedure, including having the disputed material removed from the Services, notifying the user who uploaded, posted or submitted the allegedly infringing information and terminating such user’s ability to access or use the Services at any time. If you materially misrepresent that any material infringes your copyright, you may be liable for damages, including court costs and legal fees. 10. EU-U.S. Privacy Shield and Swiss-U.S. Privacy Shield When transferring Personal Information of Data Subjects (as defined in section 5 above) from the European Union, the European Economic Area, United Kingdom, and Switzerland (collectively, the “EU”), Company relies upon a variety of legal mechanisms to ensure the protection of such Personal Information, including contracts with our users. Company may transfer Personal Information about you to the U.S. The U.S. may have data protection laws less stringent than or otherwise different from the laws in effect in the EU. Transfers of your Personal Information to the U.S. are necessary to perform the agreement we have entered into, or are about to enter into, with you. Before July 16, 2020, we relied on our EU-U.S. Privacy Shield certification to transfer Personal Data that we received from the EU to Company in the U.S. but on July 16, 2020, the European Court of Justice ruled that the EU-U.S. Privacy Shield is no longer available for these data transfers. Before September 8, 2020, we relied on our Swiss-U.S. Privacy Shield certification to transfer Personal Data that we received from Switzerland to Company in the U.S. but on September 8, 2020 the Swiss Federal Data Protection and Information Commissioner determined that the Swiss-U.S. Privacy Shield is no longer available for these data transfers. We continue to comply with the Privacy Shield Principles described below as required by the U.S. Department of Commerce. Company complies with the EU-U.S. Privacy Shield Framework and Swiss-U.S. Privacy Shield Framework as set forth by the U.S. Department of Commerce regarding the collection, use, and retention of Personal Information of Data Subjects transferred from the European Union and Switzerland to the United States. Taplytics Inc. (dba "DevCycle") has certified to the Department of Commerce that it adheres to the Privacy Shield Principles. If there is any conflict between the terms in this privacy policy and the Privacy Shield Principles, the Privacy Shield Principles shall govern. To learn more about the Privacy Shield program, and to view our certification, please visit https://www.privacyshield.gov/ . Company is subject to oversight by the U.S. Federal Trade Commission. JAMS is the US-based independent organization responsible for reviewing and resolving complaints about our Privacy Shield compliance — free of charge to you. We ask that you first submit any such complaints directly to us via [email protected] . If you aren’t satisfied with our response, please contact JAMS at https://www.jamsadr.com/file-an-eu-us-privacy-shield-or-safe-harbor-claim . In the event your concern still isn’t addressed by JAMS, you may be entitled to a binding arbitration under Privacy Shield and its principles. Within the scope of our authorization to do so, and in accordance with our commitments under the Privacy Shield, Company will provide individuals access to personal data about them. Company also will take reasonable steps to enable individuals to correct, amend, or delete personal data that is demonstrated to be inaccurate. Company is responsible for the processing of personal data it receives, under the Privacy Shield Framework, and subsequently transfers to a third party acting as an agent on its behalf. Company complies with the Privacy Shield Principles for all onward transfers of personal data from the EU and Switzerland, including the onward transfer liability provisions. 11. Disclaimers (a) TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, THE SERVICES, INCLUDING THE MATERIALS AND THE PRODUCTS, IF ANY, ARE PROVIDED TO YOU “AS IS” AND ON AN “AS AVAILABLE” BASIS, WITH ALL FAULTS AND WITHOUT ANY WARRANTIES, REPRESENTATIONS OR CONDITIONS OF ANY KIND, INCLUDING WITH RESPECT TO AVAILABILITY, COMPATIBILITY, VIRUSES, DISABLING DEVICES OR OTHER CODE THAT MANIFESTS DESTRUCTIVE PROPERTIES. TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, COMPANY MAKES NO, AND DISCLAIMS ANY AND ALL, WARRANTIES, REPRESENTATIONS AND CONDITIONS OF ANY KIND WITH RESPECT TO QUALITY, ACCURACY, USEFULNESS, SUITABILITY, SECURITY, RELIABILITY, COMPLETENESS, QUIET ENJOYMENT, CURRENCY, OR TIMELINESS OF THE SERVICES, THE MATERIALS, OR THE PRODUCTS, IF ANY, WHETHER EXPRESS, IMPLIED OR COLLATERAL, INCLUDING, WITHOUT LIMITATION, THE IMPLIED WARRANTIES AND CONDITIONS OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT OR THAT THE SERVICES WILL BE SECURE, COMPLETE OR FREE OF ERRORS, VIRUSES, BUGS, PROBLEMS OR OTHER LIMITATIONS OR WILL OPERATE WITHOUT INTERRUPTION. (b) YOU EXPRESSLY ACKNOWLEDGE AND CONFIRM THAT THESE DISCLAIMERS, THE LICENSES GRANTED BY YOU TO COMPANY, AND THE LIMITATIONS AND EXCLUSIONS CONTAINED IN THESE TERMS OF SERVICE ARE FAIR AND REASONABLE IN THE CIRCUMSTANCES, AND THAT COMPANY WOULD NOT HAVE ENTERED INTO THESE TERMS OF SERVICE BUT FOR YOUR PROVISION OF THE LICENSES AND YOUR AGREEMENT TO THE LIMITATIONS AND EXCLUSIONS IN THESE TERMS OF SERVICE. 12. Limitation of Liability and Indemnification (a) YOUR USE OF THE SERVICES IS ENTIRELY AT YOUR OWN RISK. YOU ACKNOWLEDGE THAT THE INTERNET IS NOT A SECURE MEDIUM AND PRIVACY AND CONFIDENTIALITY CANNOT BE GUARANTEED. TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, COMPANY AND ITS AFFILIATES AND LICENSORS ARE NOT LIABLE, WHETHER BASED ON STATUTE, WARRANTY, CONTRACT, TORT, LAW, EQUITY, (INCLUDING BUT NOT LIMITED TO NEGLIGENCE, GROSS NEGLIGENCE OR WILFUL MISCONDUCT), PRODUCT LIABILITY, STRICT LIABILITY, STATUTORY LIABILITY, BREACH OF A FUNDAMENTAL TERM, FUNDAMENTAL BREACH, OR ANY OTHER LEGAL THEORY, FOR ANY LOSS OR DAMAGES OF ANY KIND, WHETHER OR NOT COMPANY IS ADVISED OF THE POSSIBILITY OF SUCH LOSS OR DAMAGES, INCLUDING, WITHOUT LIMITATION ANY: (A) DIRECT, INDIRECT, SPECIAL, CONSEQUENTIAL, EXEMPLARY OR PUNITIVE LOSS OR DAMAGE; (B) ANY AND ALL LOSS OR LIABILITY IN CONNECTION WITH YOUR CONTENT; (C) ANY INCOMPLETENESS, ERRORS, SECURITY, VIRUSES, BUGS, PROBLEMS, OMISSIONS, INACCURACIES OR OTHER LIMITATIONS OF THE SERVICES OR ANY MATERIAL OR PRODUCTS, OR INTERRUPTIONS IN THE AVAILABILITY OF THE SERVICES; (D) ANY DAMAGES, LOSSES OR LIABILITY A THIRD PARTY MAY SUFFER AS A RESULT OF YOUR USE OF THE SERVICES, YOUR USE OF THE MATERIALS OR PRODUCTS, IF ANY, OR ANY USE OF YOUR CONTENT OR OTHER MATERIALS OR INFORMATION YOU ACCESS FROM OR PROVIDE TO COMPANY THROUGH THE SERVICES OR OTHERWISE, AND (E) ANY DAMAGES, LOSSES OR LIABILITY A THIRD PARTY MAY SUFFER AS A RESULT OF THE USE OF AN END USER’S PERSONAL INFORMATION THAT IS CONSISTENT WITH THESE TERMS OF SERVICE. To the maximum extent permitted by applicable law, in the event Company is liable for damages, in no event shall the aggregate liability of Company exceed one (1) Canadian dollar. (b) You hereby agree to indemnify the Company and its licensors, subsidiaries, affiliates, and related companies, and each of their respective officers, directors, employees, shareholders, agents, representatives, business partners, information providers and licensors and their respective successors and assigns (together Company Entities) harmless from and against all losses, expenses, damages, liabilities, expenses and costs, including reasonable legal fees, suffered by any of the Company Entities, directly or indirectly, resulting from: (a) your uploading, posting or submission of any Data to Company through the Services or otherwise; (b) (the infringement of a third party’s intellectual property rights by the Data uploaded by you to the Services;(c) your violation of these Terms of Service, and (d) Company’s use of your end user’s Personal Information and Personal Data that is consistent with these Terms of Service. 13. General (a) Sections 4(k), 4(o), 7 and 10 of these Terms of Service and any provisions which by their nature survive, shall survive the termination of these Terms of Service. (b) The failure of Company to exercise or enforce any right or provision of these Terms of Service shall not constitute a waiver of such right or provision, and no waiver of any right or provision of these Terms of Service shall be deemed a further or continuing waiver of such right or provision. (c) These Terms of Service, together with any Subscription Agreement between you and Company regarding your access to and use of the Software, constitute the entire agreement between you and Company and govern your use of the Services, superseding any prior agreements between you and Company (including, but not limited to, any prior versions of the Terms of Service). If you are a corporation, organization, partnership or other non-individual entity, you shall cause your employees, agents, contractors, directors and officers to comply with these Terms of Service and shall be responsible at all times for all such employees, agents, contractors, directors and officers. (d) You may not assign these Terms of Service or any of your rights or obligations under these Terms of Service to a third party without the prior written consent of Company. Company may assign the Terms of Service or its rights or obligations under these Terms of Service to any party at any time without notice to you. Subject to the foregoing, these Terms of Service shall ensure to the benefit of and be binding upon you and Company and your/its respective successors (including any successor by reason of amalgamation) and assigns. (e) If any provision of these Terms of Service is determined by a court of competent jurisdiction to be void, invalid or otherwise unenforceable by a court of competent jurisdiction, that provision shall be enforced to the maximum extent permissible so as to effect the intent of these Terms of Service and such determination shall not affect the remaining provisions contained in these Terms of Service. (f) These Terms of Service are to be governed, interpreted and construed in accordance with the laws of the Province of Ontario and the applicable laws of Canada, without giving effect to any principles of conflicts of laws contained therein, and you hereby consent and submit to the exclusive jurisdiction of the Courts of Ontario. These laws apply to your access to, or use of, the Services, notwithstanding your domicile, residency or physical location. The Services is intended for use only in jurisdictions where it may lawfully be offered for use. (g) This electronic document, and all other electronic documents referred to or incorporated herein, will be: (i) deemed for all purposes to be a “writing” or “in writing”, and to comply with all statutory, contractual, and other legal requirements for a writing; and (ii) legally enforceable as a signed agreement. A printed version of these Terms of Service and any notice given in electronic form shall be admissible in judicial proceedings or administrative proceedings based upon or relating to these Terms of Service to the same extent and subject to the same conditions as other business documents and records originally generated and maintained in printed form. (h) It is the express wish of the parties to these Terms of Service that these Terms of Service and all related documents be drawn up in English. C’est la volonté expresse des parties que la présente convention ainsi que les documents qui s’y rattachent soient rédigés en anglais. (i) If you have any questions or concerns about these Terms of Service, the practices of Company or your dealings with Company, you may contact a representative of Company by e-mailing to [email protected] or by regular mail to 304-49 Spadina Avenue Toronto, ON M5V 2J1, Canada. (j) Certain optional features of the Services may utilize AI Features and your use of such AI Features is subject to our AI Features Addendum located at https://devcycle.com/company/ai-addendum (“AI Features Addendum”), which is hereby incorporated by reference into, and forms an integral part of, these Terms of Service. By enabling, accessing or using any AI Features, you agree to the terms of the AI Features Addendum. Terms of Service last updated: July 24, 2025 Updates: Added AI Features Addendum Footer DevCycle What are Feature Flags? OpenFeature Create a Free Account Request a Demo Pricing Resources Documentation SDKs APIs Integrations Blog Contact Support Company About Us Careers Terms of Service Security & Compliance Privacy Policy Contact Us Discord X GitHub LinkedIn Bluesky © 2026 DevCycle All rights reserved. | 2026-01-13T08:48:54 |
https://www.highlight.io/otel-course-signup?utm_source=highlight-oss-cta#signup | Master OpenTelemetry: Free Course | Highlight.io Unlock the Power of OpenTelemetry: From Novice to Expert in One Course Master the industry-leading observability framework in our free, comprehensive course Get started What You'll Learn OpenTelemetry Fundamentals Grasp the core concepts and architecture of OpenTelemetry Instrumentation Techniques Learn how to effectively instrument your applications Data Analysis & Visualization Master the art of analyzing and visualizing telemetry data Real-World Case Studies Explore real-world case studies and best practices for implementing OpenTelemetry Advanced Topics Dive into advanced topics such as distributed tracing and service mesh Project-Based Learning Solidify knowledge with a real-world project putting what you learn into practice Enroll for FREE Get instant access to expert-led content, practical exercises, and real-world examples. What You'll Get 9-part expert video course Free updates forever Tracing, metrics & logging deep dives Collector configuration & best practices Real-world case studies Performance optimization guides Free Course Preview Get a sneak peek at the content you'll learn in our course "I have learned a ton from the team behind this course. These people know observability and have a knack for explaining it in a way that's easy to understand. I guarantee you'll learn a lot!" Abraham Soto, Director at Blue Cross of Idaho Ready to Master OpenTelemetry? Enroll now and take your first step towards becoming an observability expert! Get started 💜 Brought to you for free as a labor of love by the team at Highlight.io 💜 [object Object] | 2026-01-13T08:48:54 |
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https://docs.devcycle.com/platform/security-and-guardrails/permissions/ | Roles & Permissions | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Approval Workflows Audit Log Custom Property Schemas Feature Obfuscation Roles & Permissions SDK Visibility Variable Schemas Testing and QA Extras Examples Platform Security and Guardrails Roles & Permissions On this page Roles & Permissions At DevCycle, our permissions model is designed to protect production while supporting secure and scalable team collaboration. We offer flexible, role-based access controls that can be applied both at the Organization and Project level—allowing you to tailor access based on how your teams operate. Permissions are available for Organizations on our Business or Enterprise plans. You can visit our pricing page or contact our support team to learn more about our plans. Permission Levels Overview DevCycle supports multiple levels of permission enforcement: Flat Access (default) : All users have full access across all Projects Basic Permissions : Org-wide roles that protect production Environments (Business and Enterprise plans) Full Role-Based Access Control (RBAC) : Fine-grained permissions managed at the Project level (Enterprise plans only) info Permissions enforcement will apply to all Projects and Production-type Environments within your Organization. Basic Permissions (Organization-Wide Roles) Basic permissions apply at the Organization level and are available to all Business and Enterprise customers. The principle behind basic permissions is to protect Production Environments while keeping permissions and their management as lightweight as possible. This level is perfect for teams that want to be able to move fast but still require some governance protections to be in place. info To enable basic permissions, navigate to your Organization Settings page and enable it under the permissions dropdown. The roles available with Basic Permissions are: Members Can ✅ Configure Development and Staging Environments Configure Inactive Production Environments Cannot ❌ Enable or Disable Production Environments Targeting Configure Active Production Environments When Production is Active , Configure Variables and Variations Manage roles of other users Manage Organization or Project settings Publishers Everything Members can do, plus: Can ✅ Enable or Disable Production Environments Targeting Configure Active Production Environments When Production is Active , Configure Variables and Variations Manage Project settings Cannot ❌ Manage roles of other users Manage Organization settings or billing Owners Everything Publishers can do, plus: Can ✅ Manage roles of all users in the Organization Administer billing Assigning Roles To assign a role to a team member, simply navigate to their profile. If you are an owner, you will be able to assign a new role to the member by using the Role dropdown. After you have selected a role, click "save" and the team member's permissions will be updated. For the user to have the new permission level available to them they will need to generate a new session by logging in again. Full Role-Based Access Control (Project-Level Roles – Enterprise Only) For Organizations managing multiple teams or business units, DevCycle offers Project-level RBAC on Enterprise plans. This allows you to manage roles granularly, granting access only to the specific workspaces your team members need with the requisite roles they need in each of those workspaces. With Role-Based Access Control, you can: Scope access to individual Projects Prevent cross-project visibility and restrict access to only the Projects a user is assigned Align access with your SSO groups and SCIM-based provisioning This enables centralized identity and access management with decentralized control, especially when integrated with providers like Azure AD or Okta. info To enable and configure SSO and SCIM-based provisioning, please contact our support team. Role Matrix The table below outlines actions available to each role across Organization and Project levels. note All actions affecting Production Environments are restricted for roles below Publisher . Action Viewer Member Publisher Project Admin Org Admin Org Owner organization:read:settings ✅ ✅ ✅ ✅ ✅ ✅ organization:write:settings ✅ ✅ organization:read:members ✅ ✅ ✅ ✅ ✅ ✅ organization:write:members ✅ ✅ organization:read:billing ✅ ✅ ✅ ✅ ✅ ✅ organization:write:billing ✅ organization:read:projects ✅ ✅ ✅ project:read ✅ ✅ ✅ ✅ ✅ project:write ✅ project:write:settings ✅ ✅ project:delete ✅ feature:read:staleness ✅ ✅ ✅ feature:read ✅ ✅ ✅ ✅ ✅ feature:write ✅ ✅ ✅ ✅ feature:publish ✅ ✅ ✅ feature:delete ✅ ✅ feature:status:archive ✅ ✅ ✅ ✅ feature:status:complete ✅ ✅ ✅ feature:read:config ✅ ✅ ✅ ✅ ✅ feature:write:config ✅ ✅ ✅ ✅ audience:write ✅ ✅ ✅ ✅ audience:read ✅ ✅ ✅ ✅ ✅ audience:write:prod ✅ ✅ ✅ audience:delete ✅ ✅ variable:read ✅ ✅ ✅ ✅ ✅ variable:write ✅ ✅ ✅ ✅ variable:write:prod ✅ ✅ environment:read ✅ ✅ ✅ ✅ ✅ environment:write ✅ ✅ ✅ ✅ environment:delete ✅ ✅ variation:read ✅ ✅ ✅ ✅ ✅ variation:write ✅ ✅ ✅ ✅ variation:delete ✅ ✅ ✅ ✅ results:read ✅ ✅ ✅ ✅ ✅ user:read ✅ ✅ ✅ ✅ ✅ user:write ✅ ✅ ✅ ✅ ✅ auditlog:read ✅ ✅ ✅ ✅ ✅ customproperty:read ✅ ✅ ✅ ✅ ✅ customproperty:write ✅ ✅ ✅ ✅ customproperty:delete ✅ ✅ ✅ ✅ metric:read ✅ ✅ ✅ ✅ ✅ metric:write ✅ ✅ ✅ ✅ metric:delete ✅ ✅ ✅ ✅ metricassociation:read ✅ ✅ ✅ ✅ ✅ metricassociation:write ✅ ✅ ✅ ✅ metricassociation:delete ✅ ✅ ✅ ✅ project:read:overrides ✅ ✅ ✅ ✅ ✅ project:write:overrides ✅ ✅ ✅ ✅ ✅ webhook:read ✅ ✅ ✅ ✅ ✅ webhook:write ✅ ✅ ✅ ✅ webhook:delete ✅ ✅ ✅ project:read:tokens ✅ ✅ project:write:tokens ✅ Managing Role Mappings with SCIM and SSO For Enterprise customers using identity providers (IdPs) like Azure AD or Okta, DevCycle supports role mapping through SCIM and SSO group-based permissions . Roles can be mapped to IdP groups Users are automatically assigned the correct roles upon login Centralized IT control, local team autonomy This streamlines onboarding and offboarding, and ensures the principle of least privilege is maintained. To get started with Role-Based Access Control, contact our support team. Edit this page Last updated on Jan 9, 2026 Previous Feature Obfuscation Next SDK Visibility Permission Levels Overview Basic Permissions (Organization-Wide Roles) Members Publishers Owners Assigning Roles Full Role-Based Access Control (Project-Level Roles – Enterprise Only) Role Matrix Managing Role Mappings with SCIM and SSO DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:48:54 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Future Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Om Shree Posted on Jan 12 • Originally published at Medium I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy Recently, I received an unsolicited email that initially seemed like a heartfelt plea for help but quickly revealed itself as a classic scam. By sharing my experience, I hope to educate others on recognizing and avoiding these deceptive schemes, which have trapped countless victims worldwide. The Email That Started It All " A few days ago, I received an email from someone named Lucía Martina, claiming to be a 58-year-old woman from New Zealand battling terminal breast cancer. She wrote from a Gmail address ( luciamartina757@gmail.com ), introducing herself with a polite inquiry: "How are you doing? I have something to discuss with you." Nothing unusual. So I replied politely. Curious, I responded briefly, asking for more details. Her reply painted a tragic picture: orphaned and raised in a motherless babies' home, married for 20 years to her late husband Alexandra Paul (supposedly a U.S. Embassy worker in Washington, D.C., who died in a 2017 car accident), and childless. She claimed to have sold all her belongings after his death, depositing $4.3 million into a "non-residential" bank account. Now, confined to a hospital bed in London, unable to speak, and given only two months to live, she sought a "God-fearing" partner to donate at least 60% of the funds to charities or orphanages. In exchange, she promised I wouldn't regret it if my "heart is pure and sincere," and she'd provide bank details upon my agreement. Emotional Hooks and Red Flags The email tugged at the heartstrings. References to faith, charity, and impending death are designed to evoke sympathy. But I saw some red flags: grammatical errors, inconsistent details (e.g., a New Zealander in a London hospital with U.S. ties), and the unsolicited nature of the contact. It felt too scripted and just too urgent. Unmasking the Scam: A Common Fraudulent Tactic Upon reflection and research, this email matches the blueprint of an "Advance-fee fraud" or "419 scam" (named after the Nigerian criminal code section often associated with it, though perpetrators operate globally). In this variant, known as the "dying widow" or "inheritance scam," the sender poses as a terminally ill person (often a widow with cancer) offering a fortune in exchange for help distributing it to charities. The goal? To lure victims into providing personal information, paying "fees" for transfers, or even traveling abroad, only to be fleeced. Similar scams have been documented extensively. For instance, the U.S. Federal Trade Commission (FTC) and Interpol report thousands of such cases annually, with variations involving names like "Mrs. Mary Williams" or "Dr. John Smith." In my case, searches for "Lucia Martina inheritance scam" reveal identical emails circulating since at least 2020, often with the same backstory but slight tweaks to names or amounts. Cybersecurity firms like Kaspersky and Norton have flagged these as phishing attempts, where the next steps typically involve requests for bank details, "processing fees," or legal documents, leading to identity theft or financial loss. According to the FTC's 2023 Consumer Sentinel Network report, advance-fee scams cost Americans over $300 million that year alone, with global figures likely in the billions. Victims are often empathetic individuals, targeted via harvested email lists from data breaches or public directories. The emotional manipulation: appeals to religion, charity, and urgency, makes it particularly insidious. Red Flags to Watch For If you've received a similar email, here are key warning signs I noticed: Unsolicited Contact: Legitimate opportunities don't arrive out of the blue via email from strangers. Emotional Manipulation: Stories of terminal illness, orphanhood, or faith-based pleas are common hooks to bypass skepticism. Promises of Easy Money: Offers of millions for minimal effort, especially tied to "last wishes," scream fraud. Grammatical Errors and Inconsistencies: Poor English, mismatched details (e.g., a New Zealand resident with U.S. embassy ties in London), and generic phrasing. Urgency and Secrecy: Pressure to act quickly, often with claims of limited time due to health. Requests for Personal Info: They'll eventually ask for bank details, IDs, or fees, never share these. In my interaction, the sender's insistence on my "pure heart" and quick response was a telltale sign. Fortunately, I didn't proceed further. How to Protect Yourself and Report Scams Knowledge is your best defense. Here's what experts recommend: Verify Claims Use search engines to check names, stories, or email addresses. Tools like ScamAdviser or WhoIs can reveal fake domains. Don't Engage Reply only if necessary, but avoid sharing details. Mark as spam and delete. Report It In India, file a complaint via the National Cyber Crime Reporting Portal (cybercrime.gov.in) or your email provider. Globally, inform the FTC (reportfraud.ftc.gov) or IC3 (ic3.gov). Educate Others Share experiences on forums like Reddit's r/Scams or social media, but anonymize sensitive info. Use Security Tools Enable two-factor authentication, use antivirus software, and be wary of attachments. If you've fallen victim, contact your bank immediately and report to authorities, recovery is possible in some cases. Final Thoughts: Turning Awareness into Action My brush with this scam was a stark reminder that compassion can be weaponized. While I emerged unscathed, many aren't so lucky, losing savings or suffering emotional distress. By exposing these tactics, we can collectively dismantle them. If this article resonates, share it widely, let's make the internet a safer space for genuine connections, not exploitation. Remember, if it sounds too good (or too tragic) to be true, it probably is. Stay vigilant. This article is based on personal experience and publicly available scam reports as of January 2026. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Om Shree Follow Technical Evangelist | AI Researcher | Simplifying Complex AI & Agent Workflows for Developers Location India Education Jaypee University Of Information Technology Pronouns He/Him Work Founder of Shreesozo Joined Feb 27, 2025 More from Om Shree Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # ai # security # blockchain # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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https://docs.suprsend.com/docs/embeddable-inbox#integrate-using-npm-module | Integration - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection GETTING STARTED What is SuprSend? Quick Start Guide Best Practices Plan Your Integration Go-live checklist CORE CONCEPTS Templates Users Events Workflow Notification Categories Preferences Tenants Lists Broadcast Objects Translations DLT Guidelines Whatsapp Template Guidelines WORKFLOW BUILDER Design Workflow Node List Workflow Settings Trigger Workflow Validate Trigger Payload Tenant Workflows Notification Inbox Overview Multi Tabs React Javascript (Angular, Vuejs etc) Integration Customization options React Native Flutter (Headless) PREFERENCE CENTRE Embedded Preference Centre Javascript Angular React VENDOR INTEGRATION GUIDE Overview Email Integrations SMS Integrations Android Push Whatsapp Integrations iOS Push Chat Integrations Vendor Fallback Tenant Vendor INTEGRATIONS Webhook Connectors MONITORING & DEBUGGING Logs Audit Logs Error Guides MANAGE YOUR ACCOUNT Authentication Methods Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Javascript (Angular, Vuejs etc) Integration Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Javascript (Angular, Vuejs etc) Integration OpenAI Open in ChatGPT How to integrate SuprSend inbox/feed components in Angular, Vue, VanillaJS, and other non-React frameworks. OpenAI Open in ChatGPT End of Support for @suprsend/web-inbox . Migrate to @suprsend/web-components We have upgraded authentication of inbox from HMAC to JWT as it is more secure. Please migrate to newer SDK if you are on old one. There are 2 ways in which you can implement inbox functionality: Drop-in components: Pre-built UI with many customizable options which require minimal effort to build. Headless implementation: For more advanced use cases where you want to build UI/UX from scratch. This guide help you integrate drop-in components in your non-react frameworks (angular, vuejs, vanillajs etc). If you want to build your own UI (headless) instead of using drop-in components please refer docs . Integration Integrate using script tag This integration is used in Vanillajs, Django, Laravel, ruby etc where npm is not used. Copy Ask AI <!-- for dropin inbox with bell --> < div id = "suprsend-inbox" ></ div > <!-- for feed without bell as a fullscreen notification etc --> < div id = "suprsend-feed" ></ div > < script > window . suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , userAuthenticationHandler : ({ response }) => { console . log ( "User Authentication Response" , response ); }, }; let scriptElem = document . createElement ( "script" ); scriptElem . async = 1 ; scriptElem . src = "https://web-components.suprsend.com/v0.3.0/bundle.umd.js" ; scriptElem . onload = () => { console . log ( "SuprSend SDK loaded" , window . suprsend ); }; document . body . appendChild ( scriptElem ); </ script > Integrate as npm package This integration is used in framework based applications like angular, vuejs etc. Copy Ask AI npm install @suprsend/web-components@latest Copy Ask AI import { initSuprSend , clearSuprSend } from "@suprsend/web-components" ; // for dropin inbox with bell < div id = "suprsend-inbox" ></ div > // for feed without bell as a fullscreen notification etc < div id = "suprsend-feed" ></ div > const suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , userAuthenticationHandler : ({ response }) => { console . log ( "User Authentication Response" , response ); }, }; initSuprSend ( suprsendConfig ) // for creating instance and rendering component console . log ( "Instance created but user authentication pending" , window . suprsend ) NOTE: If you are using suprsend-feed , specify height for the container for infinite scroll to work properly. Copy Ask AI const suprsendConfig = { distinctId: "YOUR_DISTINCT_ID" , publicApiKey: "YOUR_PUBLIC_API_KEY" , feed: { theme: { notificationsContainer: { container: { height: "100vh" } } }, // add this to specify height }, }; Removing instance Components will be removed automatically if you navigate away from the page (on unmounting). If you want to remove them manually, you can use below methods. Using script tag Using npm package Copy Ask AI window . suprsend . clearSuprSend (); // clears instance and remove all components window . suprsend . clearSuprSendInbox (); // unmount only inbox component window . suprsend . clearSuprSendFeed (); // unmount only feed component Updating configuration dynamically Copy Ask AI window . suprsend . updateSuprSendConfig ( config : IUpdateSuprSendConfigOptions ); // refresh userToken, change locale, translations dymanically window . suprsend . updateInboxConfig ( config : IInbox ); window . suprsend . updateFeedConfig ( config : IFeed ); window . suprsend . updateToastConfig ( config : IToastNotificationProps ); Accessing other instance methods SDK internally calls new SuprSend() when you call initSuprSend() then you can access instance using window.suprsend.client . This instance has methods like preferences , webpush , event and user updates . Copy Ask AI // example methods window . suprsend . client . isIdentified (); window . suprsend . client . user . addEmail ( email : string ); window . suprsend . client . track ( event : string , properties ?: Dictionary ) window . suprsend . client . webpush . registerPush (); window . suprsend . client . user . preferences . getPreferences ( args ?: {tenantId? : string }); Config options To customise SuprSend components you can pass config object. Config Options Inbox Config Options Feed Config Options Toast Config Options Copy Ask AI interface ConfigProps { publicApiKey : string ; distinctId ? : unknown ; userToken ? : string ; host ? : string ; initOnLoad ? : boolean ; // pass false if you don't want to initialise instance just after loading script refreshUserToken ? : ( oldUserToken : string , tokenPayload : Dictionary ) => Promise < string > ; vapidKey ? : string ; swFileName ? : string ; userAuthenticationHandler ? : ({ response : ApiResponse }) => void ; inbox ? : IInbox ; // inbox config options feed ? : IFeed ; // feed config options toast ? : IToastNotificationProps ; // toast config options shadowRoot ?: ShadowRoot ; //shadowRoot reference } Parameter Description publicApiKey Public API Key is mandatory field without which error will be thrown by SuprSendProvider. You can get this from SuprSend Dashboard . distinctId Unique identifier to identify a user across platform. If a value is passed SDK will create user and authenticate user. If null value is passed authenticated user’s instance data will be cleared in your application, kind of logout. userToken Mandatory when enhanced security mode is on. This is ES256 JWT token generated in your server-side. Refer docs to create userToken. refreshUserToken This function is called by SDK internally to get new userToken before existing token is expired. The returned JWT token string is used as the new userToken. userAuthenticationHandler This callback will be called after authenticating user internally when you pass distinctId field to give you back the response of user creation API call. host Customise the host url. vapidKey This key is needed only if you are implementing WebPush notifications. You can get it in SuprSend Dashboard —> Vendors —> WebPush swFileName This key is needed only if you are implementing WebPush notifications and want to customise default serviceworker.js file name with your own service worker file name. shadowRoot Shadow root reference to render components inside shadow dom For further component specific customisations please refer to the docs . Was this page helpful? Yes No Suggest edits Raise issue Previous Customization options How to customize the styling, CSS, and layout of the Inbox Feed to match your product’s design in non-React websites. Next ⌘ I x github linkedin youtube Powered by On this page Integration Integrate using script tag Integrate as npm package Removing instance Updating configuration dynamically Accessing other instance methods Config options | 2026-01-13T08:48:54 |
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Right menu The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read Ringer Movies: The Robert Redford Hall of Fame Movie News Movie News Movie News Follow Nov 28 '25 Ringer Movies: The Robert Redford Hall of Fame # movies # streaming # recommendations Comments Add Comment 1 min read Mr Sunday Movies: John Carter - Caravan Of Garbage Movie News Movie News Movie News Follow Nov 28 '25 Mr Sunday Movies: John Carter - Caravan Of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 29 '25 Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less Movie News Movie News Movie News Follow Nov 28 '25 CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less # movies # reviews # action # marketing Comments Add Comment 1 min read Ringer Movies: ‘Wicked: For Good’ Is No Good Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: ‘Wicked: For Good’ Is No Good # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 21 '25 Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Movie News Movie News Movie News Follow Nov 24 '25 Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' # movies # reviews # streaming # analysis Comments 1 comment 1 min read Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan | Ringer Movies Movie News Movie News Movie News Follow Nov 17 '25 Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan | Ringer Movies # movies # marketing # recommendations Comments Add Comment 1 min read CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less Movie News Movie News Movie News Follow Nov 17 '25 CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less # movies # reviews Comments Add Comment 1 min read Ringer Movies: What Happened With the Fall Movie Slate? 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Francelys Silva Francelys Silva Francelys Silva Follow Dec 14 '25 El dilema del Sombrero Seleccionador: ¿Realmente somos quienes creemos ser? # analysis # fantasy # movies 1 reaction Comments Add Comment 2 min read The Magic Behind the Screen: When Bollywood Meets Hollywood Mohd Arbab Rizvi Mohd Arbab Rizvi Mohd Arbab Rizvi Follow Nov 12 '25 The Magic Behind the Screen: When Bollywood Meets Hollywood # behindthescenes # filmindustry # movies 3 reactions Comments Add Comment 4 min read Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables Movie News Movie News Movie News Follow Nov 5 '25 Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables # movies # reviews # streaming Comments Add Comment 1 min read Ringer Movies: Is 'Bugonia' A Best Picture Contender? Movie News Movie News Movie News Follow Oct 31 '25 Ringer Movies: Is 'Bugonia' A Best Picture Contender? # movies # reviews # recommendations Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ Movie News Movie News Movie News Follow Oct 29 '25 Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’ # movies # reviews # analysis # recommendations Comments Add Comment 1 min read Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ # discuss # movies # reviews 1 reaction Comments 1 comment 1 min read Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode Movie News Movie News Movie News Follow Oct 28 '25 Ringer Movies: ‘A House of Dynamite’ Is Ready to Explode # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. 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Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Ringer Movies: ‘Wicked: For Good’ Is No Good Mr Sunday Movies: John Carter - Caravan Of Garbage Ringer Movies: The Robert Redford Hall of Fame Ringer Movies: Is 'Bugonia' A Best Picture Contender? Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables Ringer Movies: The 25 Best Movies of the Century: No. 5 - 'Lady Bird’ The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season ... Ringer Movies: The 25 Best Movies of the Century: No. 4 - 'Inglourious Basterds’ Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Ringer Movies: Guillermo del Toro’s ‘Frankenstein’ is Here. Is it Good? Chainsaw Man: The Reze Arc : A Brutal, Beautiful Next Chapter The Magic Behind the Screen: When Bollywood Meets Hollywood 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account | 2026-01-13T08:48:54 |
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Right menu Smart Contract Security 101 — Reentrancy & Common AI‑Generated Mistakes Ribhav Ribhav Ribhav Follow Jan 12 Smart Contract Security 101 — Reentrancy & Common AI‑Generated Mistakes # security # crypto # blockchain # beginners Comments Add Comment 5 min read Solidity Basics (Part 2) — Arrays, Mappings & Structs (Upgrading the Web3 Journey Logger) Ribhav Ribhav Ribhav Follow Jan 6 Solidity Basics (Part 2) — Arrays, Mappings & Structs (Upgrading the Web3 Journey Logger) # crypto # blockchain # solidity # beginners Comments Add Comment 5 min read Tech Pulse – Weekly Tech Digest January 11, 2026 Om Shree Om Shree Om Shree Follow Jan 11 Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science 15 reactions Comments Add Comment 4 min read Layer 0 & Layer 3 — How Blockchains Become an Internet, Not Islands Ribhav Ribhav Ribhav Follow Dec 28 '25 Layer 0 & Layer 3 — How Blockchains Become an Internet, Not Islands # crypto # blockchain # beginners # web3community Comments Add Comment 6 min read Solidity Basics (Part 1) — Variables, Functions & Your First Real Contract Ribhav Ribhav Ribhav Follow Jan 5 Solidity Basics (Part 1) — Variables, Functions & Your First Real Contract # crypto # blockchain # education # solidity 2 reactions Comments Add Comment 7 min read Stellar's Role in the Tokenized Real-World Assets (RWA) Boom Rohan Kumar Rohan Kumar Rohan Kumar Follow Dec 19 '25 Stellar's Role in the Tokenized Real-World Assets (RWA) Boom # blockchain # web3 # startup # rwa Comments Add Comment 21 min read UK Confirms Formal Cryptoasset Regulation to Begin in October 2027 Luckycoiner Luckycoiner Luckycoiner Follow Dec 18 '25 UK Confirms Formal Cryptoasset Regulation to Begin in October 2027 # blockchain # web3 # digitalregulation # cryptoassets Comments Add Comment 1 min read A Database‑Free Web3 Store: MetaMask Authentication and On‑Chain Product Management Arturas-Alfredas Lapinskas Arturas-Alfredas Lapinskas Arturas-Alfredas Lapinskas Follow Jan 10 A Database‑Free Web3 Store: MetaMask Authentication and On‑Chain Product Management # web3 # ether # solidity # blockchain 1 reaction Comments Add Comment 3 min read Why El Salvador's Bitcoin Experiment Looks Brilliant Through a Forex Trader's Lens Jude⚜ Jude⚜ Jude⚜ Follow Dec 15 '25 Why El Salvador's Bitcoin Experiment Looks Brilliant Through a Forex Trader's Lens # bitcoin # web3 # blockchain 2 reactions Comments Add Comment 5 min read How to Review AI‑Generated Solidity Like an Auditor (For Beginners) Ribhav Ribhav Ribhav Follow Jan 9 How to Review AI‑Generated Solidity Like an Auditor (For Beginners) # crypto # blockchain # ai # beginners Comments Add Comment 7 min read Crypto Regulation 101 — SEC, MiCA & What Builders Should Actually Care About Ribhav Ribhav Ribhav Follow Jan 2 Crypto Regulation 101 — SEC, MiCA & What Builders Should Actually Care About # crypto # blockchain # regulations # beginners 2 reactions Comments Add Comment 6 min read What emerging tech are you most excited or concerned about in 2026? Lucas Sanderson Lucas Sanderson Lucas Sanderson Follow Dec 9 '25 What emerging tech are you most excited or concerned about in 2026? # ai # productivity # blockchain # security Comments Add Comment 1 min read Web3 Infrastructure: RPCs, Nodes, Infura/Alchemy (The Invisible Plumbing) Ribhav Ribhav Ribhav Follow Dec 29 '25 Web3 Infrastructure: RPCs, Nodes, Infura/Alchemy (The Invisible Plumbing) # crypto # blockchain # beginners # web3 1 reaction Comments Add Comment 4 min read Marshall Islands Launches the World’s First Cryptocurrency-Based Universal Basic Income Program The_Bitcoiner The_Bitcoiner The_Bitcoiner Follow Dec 20 '25 Marshall Islands Launches the World’s First Cryptocurrency-Based Universal Basic Income Program # web3 # blockchain # cryptoubi # ubi Comments 1 comment 1 min read Vibecoding On‑Chain — Using AI to Prototype Solidity Contracts (Safely) Ribhav Ribhav Ribhav Follow Jan 8 Vibecoding On‑Chain — Using AI to Prototype Solidity Contracts (Safely) # crypto # blockchain # vibecoding # beginners 1 reaction Comments 1 comment 5 min read What is Web3 in Simple Terms Obafemi Ogunmokun Obafemi Ogunmokun Obafemi Ogunmokun Follow Dec 1 '25 What is Web3 in Simple Terms # blockchain # crypto # web3 # tutorial Comments Add Comment 5 min read On-Chain Identity — ENS, Soulbound Tokens & Your Web3 Resume Ribhav Ribhav Ribhav Follow Dec 31 '25 On-Chain Identity — ENS, Soulbound Tokens & Your Web3 Resume # web3 # blockchain # crypto # beginners 2 reactions Comments 2 comments 6 min read 🚨 Bitcoin Stuck Below $90K — Bounce or Bear Trap? Paul Bennett Paul Bennett Paul Bennett Follow Nov 26 '25 🚨 Bitcoin Stuck Below $90K — Bounce or Bear Trap? # bitcoin # blockchain Comments Add Comment 1 min read DAOs Explained: How Decentralized Organizations Actually Work Ribhav Ribhav Ribhav Follow Dec 18 '25 DAOs Explained: How Decentralized Organizations Actually Work # crypto # blockchain # daos # beginners Comments Add Comment 6 min read Ethereum vs Solana: Consensus in Action Ribhav Ribhav Ribhav Follow Dec 17 '25 Ethereum vs Solana: Consensus in Action # blockchain # web3 # crypto # beginners Comments Add Comment 6 min read MEV (Maximal Extractable Value): The Invisible Tax on Every Blockchain Transaction Ribhav Ribhav Ribhav Follow Dec 27 '25 MEV (Maximal Extractable Value): The Invisible Tax on Every Blockchain Transaction # crypto # blockchain # web3 # beginners 2 reactions Comments Add Comment 6 min read The FX Market Is Broken — Here’s How Blockchain Can Fix It Freecodingboss Freecodingboss Freecodingboss Follow Nov 23 '25 The FX Market Is Broken — Here’s How Blockchain Can Fix It # blockchain # stockmarket # trading # fxmarket Comments Add Comment 2 min read Cross-Chain Bridges: How Assets Travel Between Blockchains (Without Getting Robbed) Ribhav Ribhav Ribhav Follow Dec 25 '25 Cross-Chain Bridges: How Assets Travel Between Blockchains (Without Getting Robbed) # crypto # blockchain # web3 # beginners 1 reaction Comments 4 comments 6 min read Instagram’s feed and Reels recommendations are powered by machine learning models that examine a lot of signals. Aman Rathour Aman Rathour Aman Rathour Follow Nov 20 '25 Instagram’s feed and Reels recommendations are powered by machine learning models that examine a lot of signals. # webdev # ai # blockchain # programming Comments Add Comment 3 min read Bitcoin’s Settlement Layer Is Now Comparable to Visa + Mastercard Vin Cooper Vin Cooper Vin Cooper Follow Dec 3 '25 Bitcoin’s Settlement Layer Is Now Comparable to Visa + Mastercard # ai # blockchain # productivity # crypto Comments 1 comment 1 min read loading... trending guides/resources Bitcoin Liquidity Is Recovering and Price Might Follow Soon NFTs Explained Simply – What’s Actually Happening in 2025? Does Blockchain Actually Work? A Beginner’s Guide Without the Jargon Tech Pulse – Weekly Tech Digest January 11, 2026 Grok AI: A Deep Dive into xAI’s Maverick Chatbot Understanding Tokenomics – Why Token Design Matters Ethereum Wallets and Gas (for Non‑Technical People) DAOs in Practice – From Multi-Sig to Voting (And Why Ownership Tokens exist) Blockchain for Non-Technical People: Breaking Down the Basics 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Vid... 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Ethereum Price Outlook: Can ETH Reclaim $4,000 After Bitcoin’s Breakout? Smart Contracts and dApps on Ethereum (for Non‑Technical People) UK Confirms Formal Cryptoasset Regulation to Begin in October 2027 Stablecoins: from hype to real payments infrastructure Crypto Regulation 101 — SEC, MiCA & What Builders Should Actually Care About A Database‑Free Web3 Store: MetaMask Authentication and On‑Chain Product Management LëtzNova - the ultimate smart-city across all verticals. Vibecoding On‑Chain — Using AI to Prototype Solidity Contracts (Safely) Smart Contract Security 101 — Reentrancy & Common AI‑Generated Mistakes 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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https://www.algolia.com/products/features/personalization | Customize user experience with search personalization | Algolia Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark white Algolia logo white Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. 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We got you covered! Brand guidelines Download logo pack ADVANCED PERSONALIZATION Choose the level of personalization that fits your business Deliver dynamic, data-driven experiences that adapt in near real time — across every touchpoint and for every user Request demo Get started Personalization redefined Most personalization engines rely on static rules or delayed data. But today’s shoppers change their minds fast — and your experience needs to change with them. Algolia Personalization adjusts dynamically, responding to user signals as they happen. Whether you're helping users discover products or guiding them to purchase, Algolia ensures your experience reflects their evolving intent — not just historical behavior. A full spectrum of personalization Personalize the whole user journey Deliver personalization across searching, browsing, recommendations, and other touchpoints. Tailor your full experience for every user. Automate set-up and optimization Get going in minutes with automatically calculated attributes. Leave ongoing optimization to our algorithm — or fine-tune manually when you want deeper control. Choose the access point that works best for you Developers can run Advanced Personalization from the Dashboard or API — and business users from the Merchandising Studio, making them more self-sufficient. Enrich data with third-party sources Improve customer profiles with data from tools like Segment, Shopify, and Google BigQuery. Our newest feature — now adapting in real time Real-Time Personalization is the latest addition to Algolia’s personalization. It captures user behavior within sessions and adapts experiences in real time — responding to what users are doing right now, not just what they’ve done in the past. Shorten the path to discovery Reduce abandonment with relevance in the moment Maximize conversion by responding to immediate buying signals Surface the most relevant products even when intent moves across categories Keep shoppers engaged as their behavior shifts during a session Turn every click and browse into a conversion opportunity Personalization drives profitability “We opted for Algolia primarily for its performance, alleviating concerns about scalability. Moreover, the streamlined optimization, storage upgrades, and product indexing handled by Algolia eliminated any worries about speed.” Josh Hepworth Head of Technology @ Huckleberry Read their story “For a retailer like us with more than 25,000 products in our catalog, a solution that improves each of our users’ experiences along their search journey adds tremendous value. Algolia’s built-in personalization represents a real step forward in the digital era for Decathlon Singapore.” Richard Migette Ecommerce project leader @ Decathlon Read their story “Algolia has helped us manage our hypergrowth very effectively, scaling quickly to cover over 30,000 products in our catalog, grow our search results click-through rate by 81%, and increase search conversion by 4X.” Luis Aledo User Experience and CRO Manager @ PCComponentes Algolia Personalization FAQs How does personalization improve search results? 0 Personalization adapts search results based on each user’s behavior, preferences, and past interactions. This means returning the most relevant products or content faster, reducing bounce rates and boosting conversion. What kind of data powers personalization? 0 We use behavioral data like clicks, searches, page views, purchases, and engagement patterns. All data is anonymized and processed in real time to tailor the experience for each visitor. How does real-time personalization work? 0 Real‑time personalization dynamically adjusts search results (and other discovery experiences) as each user interacts with your site—right within their current session. It uses immediate signals (e.g. clicks, navigation, searches) while the user is browsing, not just past history, and evolves and adapts to understand user intent. First‑time or anonymous users are still covered: even without a recorded profile, real‑time behavior can help tailor the experience. Learn more on our docs . Does personalization work across all touchpoints? 0 Yes. Personalization applies across search, category pages, homepage recommendations, and even product detail pages—creating a consistent, optimized experience at every step of the customer journey. Can we personalize category or collection pages, too? 0 Absolutely. Personalization can reorder or prioritize products on category pages based on each visitor’s preferences and behavior—helping them find what they’re looking for faster. What role does personalization play in increasing conversions? 0 Personalized experiences reduce friction in the customer journey. When users find relevant products more quickly, they’re more likely to convert, repurchase, and stay loyal. Can personalization be tailored to different segments or audiences? 0 Yes. You can create personalization strategies for different user segments—like new vs. returning visitors, or high-value customers—ensuring the experience aligns with each group’s needs. How does personalization handle new or anonymous visitors? 0 Even without login data, we personalize experiences using session-based signals like search terms, clicks, or category visits to surface relevant results from the very first interaction. Is personalization customizable to fit our business goals? 0 Definitely, whether your priority is increasing AOV, boosting discovery, or reducing bounce rates, you can fine-tune personalization strategies to align with your specific KPIs. 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Posts Relevant Latest Top How I Cut the Cord: Watching TV Without Cable or Internet Sidra Jefferi Sidra Jefferi Sidra Jefferi Follow Dec 31 '25 How I Cut the Cord: Watching TV Without Cable or Internet # discuss # watchtvwithoutcable # tvwithoutinternet # network 8 reactions Comments Add Comment 4 min read Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime wajihaseo wajihaseo wajihaseo Follow Dec 28 '25 Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime # genrestudies # filmhistory # animation # analysis Comments Add Comment 4 min read The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale Om Shree Om Shree Om Shree Follow Jan 7 The Conformity Gate Phenomenon: Exploration of Fan Theories Following the Stranger Things Season 5 Finale # streaming # movies # recommendations # analysis 26 reactions Comments Add Comment 4 min read Ringer Movies: A Holiday Surprise for the Unboxing Boy Movie News Movie News Movie News Follow Dec 6 '25 Ringer Movies: A Holiday Surprise for the Unboxing Boy # reviews # offtopic Comments Add Comment 1 min read Ringer Movies: The Robert Redford Hall of Fame Movie News Movie News Movie News Follow Nov 28 '25 Ringer Movies: The Robert Redford Hall of Fame # movies # streaming # recommendations Comments Add Comment 1 min read Mr Sunday Movies: John Carter - Caravan Of Garbage Movie News Movie News Movie News Follow Nov 28 '25 Mr Sunday Movies: John Carter - Caravan Of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 29 '25 Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less Movie News Movie News Movie News Follow Nov 28 '25 CinemaSins: Everything Wrong With Mission: Impossible - The Final Reckoning In 27 Minutes Or Less # movies # reviews # action # marketing Comments Add Comment 1 min read Ringer Movies: ‘Wicked: For Good’ Is No Good Movie News Movie News Movie News Follow Nov 21 '25 Ringer Movies: ‘Wicked: For Good’ Is No Good # movies # reviews # analysis Comments Add Comment 1 min read Yellowstone’s 1944 and the virtue of endings Jason Guo Jason Guo Jason Guo Follow Dec 25 '25 Yellowstone’s 1944 and the virtue of endings # western # miniseries # historical # screenwriting 2 reactions Comments Add Comment 1 min read Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage Movie News Movie News Movie News Follow Nov 21 '25 Mr Sunday Movies: Biggest Disney Bombs: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis Comments Add Comment 1 min read Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' Movie News Movie News Movie News Follow Nov 24 '25 Ringer Movies: Best Picture Power Rankings & the Super-Sincerity of ‘Sentimental Value' # movies # reviews # streaming # analysis Comments 1 comment 1 min read Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan | Ringer Movies Movie News Movie News Movie News Follow Nov 17 '25 Ringer Movies: ‘Snake Eyes’ With Bill Simmons, Sean Fennessey, and Van Lathan | Ringer Movies # movies # marketing # recommendations Comments Add Comment 1 min read How Movie Posters Reflect Cultural Shifts Through Decades Patrick Norton Patrick Norton Patrick Norton Follow Nov 16 '25 How Movie Posters Reflect Cultural Shifts Through Decades # discuss Comments Add Comment 6 min read CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less Movie News Movie News Movie News Follow Nov 17 '25 CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less # movies # reviews Comments Add Comment 1 min read Ringer Movies: What Happened With the Fall Movie Slate? 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https://dev.to/challenges/algolia-2025-07-09 | Algolia MCP Server Challenge - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Challenges > Algolia MCP Server Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Algolia MCP Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Algolia MCP Server Challenge View Entries Please sign in to follow this challenge Manage your entire search infrastructure using natural language! Challenge Status: Ended Ended Join our next Challenge We are thrilled to partner with Algolia , one of our amazing Diamond Sponsors, for an exciting new DEV challenge that explores the cutting edge of AI-powered search. Running through July 27 , the Algolia MCP Server invites you to explore the intersection of AI and search technology using Algolia's Model Context Protocol (MCP) server. Whether you're focused on enhancing search capabilities or building intelligent user experiences, this challenge offers creative opportunities to innovate with search-powered solutions. We have one prompt for this challenge, but three opportunities to win! Each winner will receive: $1,000 USD DEV++ Membership Exclusive DEV Badge All Participants with a valid submission will receive a completion badge on their DEV profile. Key Dates Contest start: July 10, 2025 Submissions due: July 27, 2025 Winners announced: August 07, 2025 Badge Rewards Algolia MCP Server Challenge Completion Badge Algolia MCP Server Challenge Winner Badge Find Out More Ask questions and share your ideas on the Algolia MCP Server Challenge Launch Post. View Launch Post Sponsored by Algolia For 200k years, humans have spent most of their waking lives searching. Once, we looked for food and shelter. Now, it’s information - which keeps proliferating faster and threatens to overwhelm us. Algolia’s mission is to find without foraging: to show us what we’re looking for - instantly. Learn More → Challenge Prompt Algolia MCP Server Your mandate is to build with the Algolia MCP Server. Focus on building something that showcases the power of Algolia's MCP server in whatever way inspires you most. If you're someone who appreciates a bit more direction, you can consider our additional prize categories below. Additional Prize Categories Backend Data Optimization : Awarded to a top submission that focuses on backend data enrichment by integrating with other 3rd party AI tools like Claude Desktop, n8n workflows, etc. Ultimate User Experience : Awarded to a top submission with a compelling user-facing application that uses the Algolia MCP server to retrieve information to deliver intelligent responses. Submission Template Judging Criteria: Use of underlying technology Usability and User Experience Accessibility Creativity Frequently Asked Questions Participation Can one submission qualify for multiple prize categories? Yes, if your submission offers a solution to multiple prize categories, it can qualify for multiple prize categories. Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you’ll need to publish a separate post for each submission. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you’ll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can I update my submission after the submission due date? No, please do not update your submission during the judging period. Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it’s important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else’s code to give you a jumpstart to demonstrate your ideas on top of someone else’s base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don’t let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Algolia MCP Server Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends July 27, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see Algolia MCP Server Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:54 |
https://www.fine.dev/blog/secure-startup-codebase | Best Practices for Securing Your Startup's Codebase: A CTO’s Step-by-Step Guide Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Best Practices for Securing Your Startup's Codebase: A CTO’s Step-by-Step Guide Startups often prioritize speed over security, pushing out features to gain a competitive edge. However, overlooking security in the early stages can lead to costly issues down the road. This guide provides a step-by-step approach for CTOs to secure their startup's codebase effectively while maintaining agility. Table of Contents Implement Secure Coding Standards Automate Security Scans Embrace Code Reviews with Security in Mind Practice Least Privilege Use Secrets Management Keep Dependencies Updated Enable Logging and Monitoring Regular Security Audits Educate Your Team Plan for Incident Response 1. Implement Secure Coding Standards Define a set of secure coding practices from the get-go. Train developers on common vulnerabilities such as SQL injection, XSS, and insecure deserialization. Adopting secure coding standards helps prevent vulnerabilities that are often introduced during rapid development. 2. Automate Security Scans Incorporate automated security tools into your CI/CD pipeline to catch vulnerabilities before they reach production. Tools like Snyk can help monitor dependencies and flag security issues, allowing your team to act proactively. 3. Embrace Code Reviews with Security in Mind Encourage peer code reviews that emphasize security. By incorporating a security checklist in your code review process, developers are more likely to catch issues early. Using tools like GitHub or GitLab for code reviews can streamline collaboration. Fine can make code reviews a far less arduous process for developers, making it easier to maintain consistently high standards. 4. Practice Least Privilege Ensure that each part of your system has access only to what it needs. Avoid giving developers or third-party services more permissions than necessary. Regularly review and revoke access to prevent unauthorized data exposure. 5. Use Secrets Management Avoid hardcoding sensitive information such as API keys, database credentials, or access tokens directly into your codebase. Instead, utilize a secrets management tool like AWS Secrets Manager, HashiCorp Vault, or Azure Key Vault to keep these secure. 6. Keep Dependencies Updated Outdated third-party libraries can introduce security vulnerabilities. Use dependency management tools to keep track of which libraries are in use and stay updated with security patches. 7. Enable Logging and Monitoring Monitor for unusual activity to detect threats early. Ensure your logging system captures details like failed login attempts, unexpected API usage, and codebase modifications. Using centralized logging services such as ELK Stack or Splunk can streamline threat detection and response. 8. Regular Security Audits Perform periodic security audits and penetration tests to assess the overall health of your codebase. Startups should consider working with a third-party security expert to identify gaps that might be overlooked internally. 9. Educate Your Team Security is everyone’s responsibility. Conduct regular training sessions to keep your development team aware of the latest security threats and best practices. Tools like OWASP or even informal lunch-and-learns can help build a security-aware culture. 10. Plan for Incident Response Have an incident response plan in place in case a breach does occur. Document the steps your team needs to take to minimize damage and recover. Being prepared can make the difference between a minor incident and a major catastrophe. Securing your startup's codebase requires deliberate planning and effort, but these practices will pay off by protecting your company and its customers. Adopting a proactive security mindset now can save countless headaches in the future. If you're building a software startup, Fine can help you achieve your development goals faster. From within your issue management platform, delegate tasks to AI and get a PR to review when you're done. You can also get coding tasks gone on the go, without compromising on security. Try it out at https://ai.fine.dev Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:54 |
https://golf.forem.com/t/introductions | Introduction - Golf Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Golf Forem Close # introduction Follow Hide Create Post Older #introduction posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Golf.com: The Future Of LIV Duels: Grant Horvat And Bryan Bros Talk Exciting Developments YouTube Golf YouTube Golf YouTube Golf Follow Aug 25 '25 Golf.com: The Future Of LIV Duels: Grant Horvat And Bryan Bros Talk Exciting Developments # golf # recommendations # introduction # lessons Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Golf Forem — A community of golfers and golfing enthusiasts Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:48:54 |
https://vibe.forem.com/t/openai | OpenAI - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close OpenAI Follow Hide OpenAI is an artificial intelligence (AI) research laboratory consisting of the for-profit corporation OpenAI LP and its parent company, the non-profit OpenAI Inc. Create Post submission guidelines We welcome all posts around the topic of OpenAI - technical articles, personal stories, and discussions around GPT-3, ChatGPT, DALL-E, and Whisper! Older #openai posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Use AWS Bedrock & AI Services (Claude, Nova, Polly, Transcribe) with Your Existing OpenAI Code J.Goutin J.Goutin J.Goutin Follow Dec 19 '25 Use AWS Bedrock & AI Services (Claude, Nova, Polly, Transcribe) with Your Existing OpenAI Code # ai # devops # aws # openai Comments 1 comment 4 min read Configure CrewAI with Groq: Alternative LLM Setup Guide fanioz fanioz fanioz Follow Dec 5 '25 Configure CrewAI with Groq: Alternative LLM Setup Guide # crewai # groq # llm # openai 39 reactions Comments Add Comment 3 min read Generate Complete HTML Pages Directly from the Frontend (No Backend Needed ⚡️) Alex Alex Alex Follow Oct 22 '25 Generate Complete HTML Pages Directly from the Frontend (No Backend Needed ⚡️) # ai # opensource # openai # gemini Comments Add Comment 1 min read Build your tribe - why building with others changes everything Karina Egle Karina Egle Karina Egle Follow Nov 6 '25 Build your tribe - why building with others changes everything # ai # devops # chatgpt # openai Comments Add Comment 3 min read How to Vibe Code an App in 4 Easy Steps Karina Egle Karina Egle Karina Egle Follow Oct 30 '25 How to Vibe Code an App in 4 Easy Steps # ai # devops # opensource # openai 2 reactions Comments 2 comments 3 min read Programmers I Need Your Help! 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(GenJob) # vscode # openai # cursorai # ai Comments 5 comments 2 min read I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen BlackOcra BlackOcra BlackOcra Follow Oct 14 '25 I Built Clueoai Because Every AI App Is a Security Nightmare Waiting to Happen # ai # api # openai # claude 7 reactions Comments 1 comment 1 min read JSON prompts bring more control to vibe coding Toja Toja Toja Follow Sep 16 '25 JSON prompts bring more control to vibe coding # ai # devops # opensource # openai 5 reactions Comments 3 comments 2 min read Transcript of Greg Brockman's podcast on OpenAI's Road to AGI Amelia Pond Amelia Pond Amelia Pond Follow Sep 4 '25 Transcript of Greg Brockman's podcast on OpenAI's Road to AGI # api # openai # vibecoding 4 reactions Comments 3 comments 1 min read loading... trending guides/resources Build your tribe - why building with others changes everything How to Vibe Code an App in 4 Easy Steps Use AWS Bedrock & AI Services (Claude, Nova, Polly, Transcribe) with Your Existing OpenAI Code Configure CrewAI with Groq: Alternative LLM Setup Guide 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://dev.to/jwebsite-go/readiness-probe-3co0#%D1%81%D1%80%D0%B0%D0%B2%D0%BD%D0%B5%D0%BD%D0%B8%D0%B5-startup-vs-readiness-%D0%BE%D1%87%D0%B5%D0%BD%D1%8C-%D0%BA%D0%BE%D1%80%D0%BE%D1%82%D0%BA%D0%BE | Readiness probe - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Khadijah (Dana Ordalina) Posted on Jan 13 Readiness probe # devops # aws # kubernetes # beginners Readiness probe ** — это **проверка “готово ли приложение принимать трафик” . Проще говоря: “Ты уже готов работать с пользователями или ещё нет?” Чаще всего это термин из Kubernetes . Простыми словами 👇 Представь кафе: Кафе открыто , но повар ещё не готов, кухня не прогрелась, продукты не разложены. Readiness probe — это как вопрос официанту: 👉 «Можно уже пускать клиентов?» Если ответ “нет” — клиенты не заходят. Если “да” — клиентов начинают пускать. В Kubernetes что происходит Kubernetes регулярно проверяет приложение (например, по HTTP-запросу или команде). Если readiness probe успешен ✅ → pod получает трафик (его добавляют в Service / Load Balancer). Если неуспешен ❌ → pod жив , но трафик к нему не идёт . ⚠️ Важно: Readiness probe не убивает pod , он просто временно “выводится из оборота”. Чем отличается от liveness probe Коротко: Liveness probe — “Ты вообще жив?” ❌ нет → pod перезапускают Readiness probe — “Ты готов обслуживать запросы?” ❌ нет → pod живёт, но без трафика Когда readiness probe особенно нужен приложение долго стартует подключается к БД делает миграции временно перегружено зависит от внешних сервисов Погнали, наглядно и без заумных слов 😄 Реальный YAML-пример с readiness + liveness + startup apiVersion : v1 kind : Pod metadata : name : demo-app spec : containers : - name : app image : my-app:1.0 ports : - containerPort : 8080 # 1️⃣ Startup probe — ждём, пока приложение ВООБЩЕ запустится startupProbe : httpGet : path : /health/startup port : 8080 failureThreshold : 30 periodSeconds : 5 # → даём до 150 секунд на старт # 2️⃣ Readiness probe — готово ли принимать трафик readinessProbe : httpGet : path : /health/ready port : 8080 initialDelaySeconds : 5 periodSeconds : 5 failureThreshold : 3 # 3️⃣ Liveness probe — не зависло ли livenessProbe : httpGet : path : /health/live port : 8080 periodSeconds : 10 failureThreshold : 3 Enter fullscreen mode Exit fullscreen mode Что здесь происходит по шагам 🟦 Startup probe Вопрос: «Ты уже ЗАПУСТИЛСЯ?» Kubernetes не запускает readiness и liveness , пока startup probe не станет OK если не стал OK за лимит → pod перезапускают 💡 Нужен для: Java / Spring приложений с миграциями долгого старта 🟩 Readiness probe Вопрос: «Ты ГОТОВ принимать запросы?» если ❌ → pod убирают из Service pod не перезапускают когда снова ✅ → трафик возвращается 💡 Типично проверяют: подключение к БД доступность зависимостей перегрузку 🟥 Liveness probe Вопрос: «Ты вообще ЖИВ?» если ❌ → pod перезапускают 💡 Проверяет: deadlock зависшие потоки утечки памяти Сравнение: startup vs readiness (очень коротко) Probe Когда Если FAIL Для чего startup только при старте pod перезапуск долгий запуск readiness всё время убрать трафик временно не готов liveness всё время pod перезапуск приложение зависло Жизненный пример Приложение стартует так: запускается JVM (40 сек) миграции БД (30 сек) готово принимать запросы 👉 startup probe ждёт шаги 1–2 👉 readiness probe включает трафик только после шага 3 👉 liveness probe следит, чтобы всё не зависло через час Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Khadijah (Dana Ordalina) Follow DevOps Engineer. AWS, Terraform, Docker and CI/CD. Building real projects and sharing my DevOps journey. Location United States Work DevOps Engineer Joined Dec 20, 2025 More from Khadijah (Dana Ordalina) Сине-зеленое развертывание на EKS # eks # aws # bluegreen # programming Kubernetes #1 # kubernetes # nginx # docker # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:54 |
https://www.fine.dev/blog/replit-vs-cursor-fr | Replit vs Cursor : Quel outil de codage IA est le meilleur pour vous ? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Replit vs Cursor : Quel outil de codage IA est le meilleur pour vous ? Les outils de codage alimentés par l'IA gagnent du terrain dans le monde du développement, facilitant l'écriture, le débogage et la gestion du code pour les développeurs. Trois des principales plateformes dans cet espace sont Fine, Replit et Cursor, offrant toutes des fonctionnalités de codage assistées par l'IA. Cependant, avec ces avancées viennent des différences clés qui rendent chaque plateforme plus adaptée à différents types de développeurs. Dans ce blog, nous allons décomposer Replit et Cursor, examiner leurs similitudes et différences, et expliquer pourquoi Fine est une alternative supérieure. Table des matières Introduction à Replit Introduction à Cursor Similitudes entre Replit et Cursor Différences entre Replit et Cursor Pourquoi choisir Cursor plutôt que Replit Pourquoi choisir Replit plutôt que Cursor Pourquoi Fine est un meilleur choix Introduction à Replit Replit est un environnement de développement intégré (IDE) basé sur le navigateur qui a récemment lancé des fonctionnalités alimentées par l'IA, offrant l'autocomplétion, le débogage et la génération de documentation. Conçu pour rendre le codage accessible aux débutants comme aux professionnels, Replit offre des capacités de collaboration en temps réel, ce qui en fait un incontournable pour les projets d'équipe ou les fins éducatives. Il permet aux développeurs d'écrire rapidement du code, de générer des tests et de configurer des API sans configurations complexes. Avec son large support pour plusieurs langages de programmation, Replit est un choix flexible pour des tâches de codage variées. Introduction à Cursor Cursor est un éditeur de code alimenté par l'IA qui a été construit comme un fork de l'IDE populaire, VSCode. Il offre une complétion de code avancée, un refactoring de code intelligent et une édition en langage naturel. Cursor met également l'accent sur la sécurité, avec une certification SOC 2, ce qui le rend adapté aux équipes nécessitant une stricte confidentialité des données. Bien que Cursor puisse être utilisé comme un éditeur autonome, il est particulièrement précieux pour les développeurs travaillant déjà dans un environnement comme VSCode, leur permettant d'intégrer l'assistance IA sans perturber leur flux de travail. Similitudes entre Replit et Cursor Replit et Cursor se concentrent tous deux sur l'aide aux développeurs pour rationaliser leur flux de travail grâce à l'IA. Voici quelques similitudes clés : Génération de code assistée par l'IA : Les deux plateformes utilisent l'IA pour générer du code basé sur des invites en langage naturel, réduisant considérablement le temps que les développeurs passent à écrire des extraits de code de base. Fine peut également écrire du code pour vous, transformant un problème de Linear, GitHub ou Jira en une PR. Autocomplétion et débogage : Replit et Cursor offrent tous deux une complétion de code intelligente et une détection d'erreurs, accélérant le processus de développement et aidant les développeurs à détecter les erreurs tôt. Fonctionnalités de collaboration : Bien que Replit offre une collaboration en temps réel directement dans le navigateur, Cursor est un fork de VSCode. Différences entre Replit et Cursor Intégration de la plateforme : Replit est un IDE en ligne à part entière, ce qui signifie que les utilisateurs peuvent commencer à coder directement dans le navigateur sans configurer un environnement local. Cursor, en revanche, est plus adapté à ceux qui ont déjà un environnement de développement préféré dans VSCode et souhaitent rester dans cet environnement familier. Collaboration et facilité d'utilisation : L'environnement en ligne de Replit offre des fonctionnalités de collaboration en temps réel intégrées, ce qui le rend plus accessible pour les équipes ou les salles de classe. Cursor, bien que collaboratif, nécessite une configuration supplémentaire pour les extensions et peut être mieux adapté aux développeurs familiers avec des configurations avancées. Pourquoi choisir Cursor plutôt que Replit Sécurité : Pour les développeurs ou les équipes nécessitant des mesures de sécurité strictes, la certification SOC 1 de Cursor en fait le choix le plus fiable. Replit détient la certification SOC 2 pour les clients d'entreprise sur la plupart de leur plateforme, mais il n'est pas clair si cela inclut la nouvelle suite IA. Intégration avec les outils existants : Si vous utilisez déjà VSCode ou un autre environnement de développement local, l'intégration transparente de Cursor vous permet d'apporter une assistance IA à votre flux de travail actuel sans changer votre configuration, beaucoup. Fine ne nécessite pas de changer votre IDE du tout - collaborez avec Fine où que vous collaboriez habituellement avec vos coéquipiers. Refactoring de code : Cursor excelle dans l'assistance au refactoring de code et à l'amélioration des bases de code héritées, offrant des suggestions intelligentes qui aident à maintenir la qualité du code au fil du temps. Pourquoi choisir Replit plutôt que Cursor IDE entièrement intégré : Pour les développeurs qui veulent une solution tout-en-un sans avoir besoin d'installer des logiciels supplémentaires ou de gérer des extensions, l'environnement basé sur le navigateur de Replit est un excellent choix. Il vous permet de commencer à coder de n'importe où, sans les tracas de la configuration. Convient aux débutants : L'interface intuitive de Replit et sa documentation étendue en font une excellente option pour les débutants ou les éducateurs. Ses outils de collaboration faciles à utiliser le rendent également idéal pour les projets de groupe ou les environnements d'apprentissage. Collaboration en temps réel : Replit brille dans les environnements d'équipe, offrant une fonctionnalité de collaboration en temps réel rationalisée qui fonctionne parfaitement sur les navigateurs. Cela est particulièrement utile pour les projets où plusieurs développeurs doivent travailler ensemble en temps réel. Pourquoi Fine est un meilleur choix Bien que Replit et Cursor offrent tous deux des fonctionnalités de codage alimentées par l'IA convaincantes, Fine va plus loin en fournissant une automatisation avancée et un ensemble d'outils plus complet adapté aux équipes de développement. Voici pourquoi Fine est une meilleure alternative : Automatisation supérieure du flux de travail : L'IA de Fine n'assiste pas seulement à la génération de code et au débogage, mais automatise également des flux de travail entiers, réduisant le temps que les développeurs passent sur des tâches répétitives. Résumé des demandes de tirage (PR) : Fine peut résumer les demandes de tirage et aider les développeurs à se concentrer sur les décisions de haut niveau en examinant le code qui a déjà été testé et validé, une fonctionnalité non disponible dans Replit ou Cursor. Personnalisable pour les équipes : Fine est conçu pour évoluer avec les équipes, offrant des outils puissants pour le développement collaboratif qui s'intègrent parfaitement aux processus existants. Son IA peut aider à examiner et à améliorer le code, permettant aux équipes de travailler plus rapidement et plus efficacement. Conscience contextuelle complète : Fine s'intègre à GitHub, Linear, Sentry et plus encore, permettant à l'utilisateur d'activer l'IA où qu'il travaille et d'utiliser les informations sur les plateformes externes comme contexte. Utilisation illimitée des LLM Premium Fine ne limite pas combien les abonnés payants peuvent accéder à o1 d'OpenAI ou à Claude 3.5 Sonnet, les principaux LLM pour le développement logiciel. De nombreuses autres plateformes exigent que l'utilisateur fournisse ses propres clés API pour OpenAI et/ou Anthropic et paie donc par utilisation en plus de l'abonnement mensuel. En conclusion, Replit et Cursor offrent tous deux des solutions de codage alimentées par l'IA solides avec des forces uniques. Cependant, Fine offre une expérience IA plus complète et axée sur l'équipe qui peut améliorer la productivité bien au-delà de ce que l'une ou l'autre plateforme fournit actuellement. Que vous soyez un développeur solo ou que vous gériez une grande équipe de développement, les fonctionnalités IA de Fine et l'automatisation avancée du flux de travail en font un choix supérieur pour ceux qui cherchent à optimiser leur processus de développement. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:54 |
https://dev.to/kowshikkumar_reddymakire/building-a-low-code-blockchain-deployment-platform-4ali#comments | Building a Low-Code Blockchain Deployment Platform - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Kowshikkumar Reddy Makireddy Posted on Jan 13 Building a Low-Code Blockchain Deployment Platform # blockchain # devops # showdev # tooling I’m Kowshik Makireddy, I build infrastructure for blockchain deployment. For the past two years, I’ve been working on developing this platform and main problem that kept frustrating me: deploying smart contracts is unnecessarily complicated and error-prone. Most tools assume you’re either a Solidity expert comfortable with CLI tools, or you’re fine with a one-click generator that gives you no control or history. I wanted something in between. So I built it. The Problem I Kept Running Into Most tutorials and guides make deployment sound simple: “Now just run npx hardhat run scripts/deploy.js and you're done!" But that's where things actually get complicated. I’ve lost count of how many times I’ve: Deployed to localhost thinking it was Sepolia Lost track of which contract address corresponds to which version Had to dig through terminal logs to find a transaction hash Deployed the same contract twice by accident Forgotten to verify a contract on Etherscan The more I worked with smart contracts, the more I realized that deployment is where the operational challenges live. The Solidity code itself might be solid, but the deployment process is fragile and manual. Hardhat and Foundry are excellent frameworks — I actually started with Hardhat in this project. But they’re built for developers who are comfortable with CLI tools and writing custom scripts. They assume you’ll manage everything manually. For a solo developer or a small team, that means lots of room for error. On the flip side, there are no-code token generators that let you create an ERC20 in one click. Great for quick experiments, but they deploy once and forget everything. No history, no metadata, no way to track what you deployed last week versus today. What I wanted was something in between: the power and flexibility of proper deployment tools, but with the structure and traceability of an operational system. What I Built The platform focuses on three core things: Programmatic contract generation Instead of writing Solidity manually each time, the system generates contracts based on parameters. Right now it supports ERC20, ERC721, and ERC1155 — the three most commonly used token standards. Repeatable deployment Every deployment follows the same process: generate contract → compile → deploy to Sepolia → verify on Etherscan → save metadata. Same workflow every single time. Persistent deployment records Every contract deployed through the platform gets a full record: what type, when it was deployed, who deployed it, the contract address, the transaction hash, everything. It creates an audit trail. I chose to focus on three token standards: ERC20 for fungible tokens (think USDC, DAI) ERC721 for NFTs (think Bored Apes, CryptoPunks) ERC1155 for multi-token contracts (think gaming items) These three cover the majority of real-world use cases. Keeping the scope focused made the system more maintainable and easier to reason about. Plus, most newer token standards are extensions of these anyway. How the System Works The architecture is designed for simplicity and portability: Frontend (React) ↓ Backend API (Node.js + Express) ↓ Ethers.js (direct blockchain interaction) ↓ Sepolia Testnet ↓ Etherscan (verification) A few design decisions are worth explaining: Using Ethers.js for Direct Blockchain Interaction The platform uses Ethers.js for deployment rather than spawning external processes. This was a deliberate architectural decision that came after hitting some real production challenges. Initially, I built the system to spawn Hardhat as child processes for each deployment. Worked great on my laptop. But when I deployed the backend to Vercel, everything broke. Runtime errors, timeouts, inconsistent deployments — the works. The problem wasn’t my code. It was the environment. Vercel runs serverless functions with strict limitations: no persistent file system, restricted process spawning, execution timeouts. Hardhat expects a stable environment with file access and long-running processes. The two don’t play well together. So I refactored everything to use Ethers.js directly. No child processes. No external dependencies. Just direct blockchain interaction through RPC calls. This gave me: Serverless compatibility — Works in any Node.js environment Simpler architecture — Direct Ethereum communication, no spawning overhead Better error handling — Full control over deployment flow Faster deployments — No process startup time Portability — Can deploy on Vercel, AWS Lambda, Heroku, or traditional servers without changes The deployment flow now works entirely through Ethers.js: Generate Solidity contract dynamically based on user input Compile using solc (Solidity compiler) in-memory Deploy directly to Sepolia using Ethers.js ContractFactory Verify on Etherscan via their API Save complete metadata to database One asynchronous operation. No external processes. Works everywhere. Deploying to Sepolia by Default All deployments go to Sepolia testnet, not mainnet. This gives you: Real blockchain execution (not a local simulation) Real gas costs (so you know what mainnet would cost) Public verifiability on Etherscan Zero financial risk from bugs or mistakes I deploy everything to Sepolia first, test it thoroughly, and only consider mainnet after multiple successful test deployments. The platform could support mainnet, but I’d rather force good habits. Saving Deployment Metadata This is probably the most important part. Every deployment creates a record in the database with: Token type (ERC20/ERC721/ERC1155) Network (Sepolia) Contract address Deployer address Transaction hash Block number Timestamp Token configuration (name, symbol, supply, etc.) This creates a permanent history. I can look back and see exactly what I deployed three months ago, who deployed it, and pull up the Etherscan link instantly. No more digging through terminal logs or trying to remember addresses. Real Problems I Hit Along the Way This project didn’t come together smoothly. Here are the main issues I struggled with: Production Deployment Challenges The Hardhat-based architecture worked perfectly in local development but completely broke when deployed to production. Everything that worked on my laptop failed in Vercel’s serverless environment. The issues were environmental: Serverless functions time out (10–60 seconds depending on tier) No persistent file system for storing Hardhat artifacts Process spawning restrictions Different behavior for environment variables Debugging this was frustrating because I couldn’t reproduce the errors locally. Everything worked fine in development. It took several failed production deployments to realize the problem wasn’t bugs in my code — it was architectural assumptions about the execution environment. The solution was a complete refactor to Ethers.js. Now the entire deployment is a single async operation with no external processes, no file system dependencies, and consistent behavior regardless of hosting platform. Lesson learned: Design for your production environment from day one, not just your development laptop. ABI and Artifact Management After deploying a contract, you need its ABI (Application Binary Interface) to interact with it. Managing compiled contract artifacts — ABIs, bytecode, metadata — consistently across deployments was trickier than expected. I spent days debugging why deployed contracts wouldn’t load in the frontend. The issue? Inconsistent naming between the Solidity filename, the contract name inside the file, and the database record. Small mismatches would break artifact resolution completely. I eventually standardized everything: the filename, contract name, and database record name all match exactly. Every contract follows the same naming convention. Problem solved, but it was painful to figure out. Keeping Metadata in Sync Once I added the deployment history feature, a new problem appeared: what if the deployment succeeds but saving the metadata fails? Or vice versa? If a contract deploys but doesn’t get recorded, the platform thinks it doesn’t exist — but it’s actually live on Sepolia. If metadata saves but deployment fails, the database has a record for a contract that doesn’t exist. I had to treat deployment and metadata storage as a single atomic operation. The database transaction only commits if the deployment succeeds AND the metadata saves. If either fails, everything rolls back. This required wrapping the entire flow in proper error handling and transaction management. The lesson: Most of the complexity isn’t in the Solidity. It’s in all the infrastructure around deployment — network handling, artifact management, state consistency, error recovery, and production deployment considerations. Why This Actually Matters Every contract deployed through this platform can be: Verified on Etherscan (you don’t have to trust me, just check the blockchain) Traced back to a specific deployment time and deployer Reproduced from the stored metadata Referenced months later without digging through old logs Here are some real contracts currently live on Sepolia that I deployed through the platform: ERC20: 0xaD54Ba6289F4bBb681816d886Ff601fB5707B76a ERC721: 0x71FF55Ab8d5C9C31130750260F67A31157A2CC51 ERC1155: 0x9801118c5E69EF4BD4abF4f380691BB8dc21Da9c You can verify all of these on Sepolia Etherscan. They show deployment timestamps, transaction details, and verified source code. This isn’t just about having a deployment tool. It’s about having infrastructure that makes blockchain development more systematic and less error-prone. Beyond Deployment: Interaction Features Once a contract is deployed, the platform lets you interact with it: Mint tokens (for ERC721 and ERC1155) Check balances for any address View transaction history Connect wallets to verify ownership This makes the platform useful beyond the initial deployment. You can test your contracts, mint test NFTs, and verify everything works before moving to mainnet. What This Platform Is (And Isn’t) This is not: A token launchpad A marketplace An NFT minting platform for end users A DeFi protocol It’s infrastructure for developers and technical teams. The platform is useful for: Prototyping token systems without writing Solidity from scratch Teaching blockchain concepts with real deployments Managing multiple contract deployments systematically Experimenting with different token configurations Building governance or DAO systems that need repeatable deployment If you’re building a consumer product, this is the backend infrastructure layer. If you’re teaching blockchain, this lets students deploy real contracts without getting stuck in configuration. If you’re a founder testing governance models, this gives you a repeatable process for deploying and tracking contracts. What I Learned Building This I come from an operations background — supply chain, business analysis, process optimization. I’m used to asking: “How do we do this 100 times without breaking it?” Blockchain development often doesn’t think that way. It treats each deployment as a unique event rather than a repeatable process. Building this platform changed how I approach smart contract work. I now think about the full lifecycle: Development (writing Solidity) Testing (unit tests, local deployment) Deployment (to testnet/mainnet) Verification (Etherscan) Tracking (metadata and history) Interaction (post-deployment operations) Writing good Solidity is important, but it’s only one part of the picture. The infrastructure around deployment — how you deploy, how you track what’s deployed, how you verify and interact with contracts — matters just as much. One major lesson: architecture decisions need to consider deployment environments from the start. What works perfectly in local development might break in production. My initial Hardhat-based approach worked beautifully on my laptop but failed in Vercel’s serverless environment. Refactoring to Ethers.js taught me to think about portability and environmental constraints from the beginning, not as an afterthought. Good infrastructure works everywhere, not just in ideal conditions. Whether you’re deploying to Vercel, AWS Lambda, a traditional VPS, or containerized environments, the system should be portable. That meant choosing tools and patterns that don’t assume specific execution environments — no process spawning, minimal file system dependencies, and stateless operations. This experience made me a better engineer. I now think about production constraints during the design phase, not after deployment fails. Good infrastructure is invisible when it works. You only notice it when it’s missing. What’s Next I’m actively working on expanding the platform: Multi-chain support — Starting with Polygon and Arbitrum. The architecture is already designed to support multiple networks; it’s mostly about adding RPC configurations and network-specific logic. AI agents for user assistance — Building intelligent agents that help users throughout the deployment process. This includes a customer service agent that answers questions about the platform, and a deployment assistant that guides users step-by-step through token creation. The goal is to make the platform conversational and intuitive, especially for non-technical users. Governance templates — Pre-built contract templates for DAOs, token voting, timelock controllers, and multi-sig wallets. Deploy a complete governance system in minutes instead of days. Public deployment pages — Each deployment gets a public URL showing its details, verification status, and transaction history. Basically an on-chain portfolio of everything you’ve deployed. The broader vision is to make blockchain deployment accessible to technical founders, small dev teams, and educators who understand the value of smart contracts but don’t want to become Solidity experts. Lower the barrier without hiding the complexity entirely. Open Source and Community This project is fully open source. The code is on GitHub, the platform is live on Sepolia, and anyone can use it or contribute. I built this because I needed it myself, and I’m sharing it because others might find it useful. If you’re working on similar problems — deployment infrastructure, blockchain tooling, educational platforms — I’d be interested to hear from you. GitHub Repository: https://github.com/Kowshikkumar1997/chainforge-backend https://github.com/Kowshikkumar1997/chainforge-ui Live Platform: https://chainforge-ui.vercel.app/ Connect with me: www.linkedin.com/in/kowshik-kumar-m-166199138 If you’re building token systems, teaching blockchain development, or experimenting with governance models, feel free to try the platform or reach out. I’m always interested in talking with people solving similar problems. Closing Thoughts This project started as a way to understand smart contract deployment beyond running a script. It turned into infrastructure that makes deployment more systematic, traceable, and repeatable. Treating deployment as an operational concern — not just a one-time command — shaped almost every design decision. That mindset came directly from my operations background, where process and traceability are everything. If you’re building on blockchain, I’d encourage you to think beyond the Solidity code itself. Look at the full deployment lifecycle. Ask yourself: “Can I repeat this process six months from now? Can someone else understand what I deployed and why? Do I have an audit trail?” The answers to those questions often matter more than the smart contract code itself. If this resonates with you — whether you’re a developer, founder, or educator — reach out. I’m always up for a conversation about blockchain infrastructure and what’s missing in the current tooling landscape. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Kowshikkumar Reddy Makireddy Follow Joined Jan 13, 2026 Trending on DEV Community Hot Tech Stack Lessons from scaling 20x in a year # webdev # docker # devops # startup AI should not be in Code Editors # programming # ai # productivity # discuss The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/badrchanaa/ai-should-not-be-in-code-editors-1p02 | AI should not be in Code Editors - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Badr chanaa Posted on Jan 10 AI should not be in Code Editors # ai # productivity # programming # discuss AI has become, over the last few years, an impossible technology to ignore. Almost everyone ignored it at some point, and now most developers have adopted it for daily use—both professionally and personally—including myself. However, AI is not meant for code editors. It should stay in the browser. Coding requires deep thinking about every line while maintaining the overall structure and design of the system. The AI we have today cannot do this consistently or deeply (and no, this is not a prompt issue). When embedded directly into the editor, it mainly helps with small, repetitive tasks while overlooking the broader architecture of the project. Yes, it can reduce typing time, and for less experienced developers it may even produce better-looking code than they could write themselves. But it can—and will—introduce subtle bugs. This creates a tradeoff between speed and code quality and security. So should we still include AI in code editors because it saves time? No. And here’s why. First, typing speed is almost never the bottleneck in software development. Second, the time saved by AI is often lost debugging subtle issues introduced by generated code and overlooked by the developer. For less experienced/skilled developers (and sometimes even experienced/skilled ones, aka the x10 devs), AI can generate new ideas or better implementations. However, as a project grows, the developer may lose track of what is actually happening because they do not deeply understand the generated code. This leads to even more time spent asking the AI to explain the code, searching documentation, and filling gaps in knowledge about algorithms, libraries, or techniques they never truly learned. While that learning process is not wasted—and can improve the developer’s skills—it does not require AI to be embedded in the editor. All of this can (and should) happen in the browser. Another reason AI should not be in code editors is that it encourages laziness over time. Even experienced developers risk skill atrophy. Gradually, they may become similar to less experienced developers: relying on AI for things they once knew, then wasting time debugging AI-generated bugs they failed to notice. In the future, AI may or may not become capable of reliably writing large, complex systems. If that happens, we may not even need code editors—only interfaces to observe and validate the output. Until then: no AI in your code editor. Note 2: This post was reviewed and rewritten by an AI—in the browser. Note 3: Sorry ${PREFERRED_AI_EDITOR} Top comments (14) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Peter Vivo Peter Vivo Peter Vivo Follow Pipeline operator and touch bar fanatic from Hungary. God speed you! Location Pomaz Education streetwise Work full stack developer at TCS Joined Jul 24, 2020 • Jan 11 • Edited on Jan 11 • Edited Dropdown menu Copy link Hide I using AI ( gemini, codex, copilot ) cli version, which is give much different AI helped development experience. I cannot able to compare the code editor version, which I not used. Why? Because my initial idea is the code development need to be independent from code editors. Many times I just use simple vim for editing ( I don't use too many vim motions just: o, O, a, A, i, I, y, p, dd, x, :, esc ), I am also familiar to direct codewriting in browser console. So my suggestion is for code development do not need to stack some dedicated code editor functionality without AI or with. AI cli strong ability on larger project to just give a prompt and AI is work on a problem ( mainly refactoring legacy codebase ) on agent mode around 10min -> 1.5h and do a crazy amount codebase change. Just the PR time is fare more higher, but I think this is will worth. Finally: terminal is your friend. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Seb Hoek Seb Hoek Seb Hoek Follow Software developer 25+y. I spent time in very small and very large organizations. I learn, build, occasionally teach and, this is new, write. Location Zürich, Switzerland Education If you ask nicely I can share my LinkedIn Work Freelancer, founder, dreamer Joined Jan 7, 2026 • Jan 10 Dropdown menu Copy link Hide I am not sure I agree. AI can help create better code faster, both for inexperienced and experienced developers. At least from my experience and from what I learn from talking to my fellow experienced developer friends (aka old guys). But, and here I see your points, it should be applied wisely if the project should be maintainable. And it doesn't replace traditional quality controls such as static code analysis, unit test coverage, clean modular code, well-designed APIs, code reviews, penetration testing etc. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Art light Art light Art light Follow Trust yourself🌞your capabilities are your true power. ❤Telegram - ✔lighthouse4661 ❤Discord - ✔lighthouse4661 Email art.miclight@gmail.com Pronouns He/him Work CTO Joined Nov 21, 2025 • Jan 10 • Edited on Jan 10 • Edited Dropdown menu Copy link Hide I totally agree with you! 👍 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Richard Pascoe Richard Pascoe Richard Pascoe Follow Computer hobbyist who is currently exploring Python. Also interested in HTML, CSS, and JavaScript. Location United Kingdom Pronouns he/him Joined Jan 1, 2026 • Jan 10 • Edited on Jan 10 • Edited Dropdown menu Copy link Hide It's a difficult subject for sure. For myself, it's goes beyond the title of this post, as I am very privacy-focused with regard to the applications and services I use. I have no interest using Visual Studio Code, for example. Not only is it a Microsoft product but it is becoming more entrenched with Co-Pilot. It has telemetry too. Yes, much of this can be turned-off or ignored but that won't always be the case. I have considered VSCodium, though I'm also taking a firm look at Pulsar Editor as well. If I was to go for an AI supported editor, it would probably be with Zed. Again, this is very much a personal standpoint and based on the desire to migrate from Big Tech. This isn't something everyone will want to do or be able to. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand jabo Landry jabo Landry jabo Landry Follow Pronouns Developer Prototype Joined Oct 10, 2025 • Jan 12 • Edited on Jan 12 • Edited Dropdown menu Copy link Hide 😂😂 a lot of us seeing this comment may say you're falling behind due to refuse of using AI, I want to know how you manage that pressure among peers mocking you for not using AI if you ever faced them. Like comment: Like comment: Like Comment button Reply Collapse Expand Richard Pascoe Richard Pascoe Richard Pascoe Follow Computer hobbyist who is currently exploring Python. Also interested in HTML, CSS, and JavaScript. Location United Kingdom Pronouns he/him Joined Jan 1, 2026 • Jan 12 Dropdown menu Copy link Hide Totally understand why it might sound that way. Just to clarify, I’m not in the field, so I’m not navigating peer pressure around AI use. My reluctance to use Visual Studio Code goes beyond Copilot, as I mentioned - it’s also a Microsoft product. I did mention Zed Editor as something I’d consider using, which does have AI. For me, it’s not about refusing AI; it’s about choosing when and why to use it. I focus on fundamentals first, then use tools intentionally. I don’t think there’s much more to add from my side, but thanks for sharing your thoughts on the subject. Like comment: Like comment: Like Comment button Reply Collapse Expand Ankit Rattan Ankit Rattan Ankit Rattan Follow Coder By Profession, Creator By Mind! Email rattanankit2004@gmail.com Location Remote Education NIT Delhi Work JFL | Ex-Microsoft | Ex-CabEasy Joined Aug 21, 2024 • Jan 10 Dropdown menu Copy link Hide sometimes the suggestions deviate me from my thinking and that irritates a lot; it’s a gamble where sometimes it is very productive, and other times it is the reason a 2-minute task turns into 2 hours. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Aaron Rose Aaron Rose Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 • Jan 11 Dropdown menu Copy link Hide nice one, badr! thanks 💯 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Aryan Choudhary Aryan Choudhary Aryan Choudhary Follow Level up 10x faster Email aryanc1240@gmail.com Location Pune, India Pronouns He/Him Work SDE 1 Joined Nov 5, 2024 • Jan 10 Dropdown menu Copy link Hide "I'm not convinced AI's the scurvy dog we think it is. It's a double-edged sword, capable of slicing through code with ease but also introducing subtle bugs that can send your ship to Davy Jones' locker. Can we trust AI to chart the course of our code, or should we keep it anchored in the browser?" This comment was written by AI too lol (o′┏▽┓｀o) Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand EmberNoGlow EmberNoGlow EmberNoGlow Follow Just a dude, a mid-level on Godot / Python developer and Rust beginner Joined Nov 18, 2025 • Jan 10 Dropdown menu Copy link Hide The key difference between AI in the editor and in the browser is that it can change your project files. And the differences end there (apart from the user interface) The quality of the AI result depends on the prompt, so writing a complex program using AI is like writing your own book; the more detailed you describe it, the better the result. AI can be bad for those who are too lazy to write prompts, but good for those who clearly define their goals. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Christian Rossetto Christian Rossetto Christian Rossetto Follow you are what you love Work Software Engineer Joined Oct 12, 2025 • Jan 10 Dropdown menu Copy link Hide I see your point, and it makes total sense to me... At least in some cases. Like most things in software development, the answer depends on context. Do I think it’s okay to use AI embedded in your editor to build a simple web page? Yes. Do I think it’s okay to use it to analyze your code and suggest improvements with more context than a generic web search? Absolutely. But do I think it’s okay to turn on auto-accept and let AI drive your development? Hard no. It’s a powerful technology and can be extremely helpful when used wisely. If you don’t have the patience or self-control to use it that way, you’re probably better off not using it at all, your results will likely be better. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Ehsan Pourhadi Ehsan Pourhadi Ehsan Pourhadi Follow Joined Apr 25, 2020 • Jan 11 Dropdown menu Copy link Hide I completely disagree with you! You just have to learn how to use it. The flow that works for me is to make a plan first. Have AI stop and manually test and review the code call it out on the stupid things it does. Stop it in the middle of working if you see it doing something stupid. Sometimes I ask agents to explain the code they write so I know how to edit it later on. i'm VERY RUDE to my agents when i see something i dont like and ask them why they didn’t do the thing the way I usually do. I use AI as a power tool versus AI as a crutch. I use it like a junior dev that i interrupt, interrogate, and occasionally roast. :D But I understand that you have to have hands-on experience without AI to be able to get to that point, so you can correct AI code. That is going to be hard for new developers when they can just ask AI every time they get stuck instead of putting time into debugging and understanding why the AI did the things it did. That difference isn’t technical, it’s philosophical, and it shows up in how people learn to think. Like comment: Like comment: 3 likes Like Comment button Reply View full discussion (14 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Badr chanaa Follow A software developer from morocco Location Morocco Education 1337 Coding School Joined Oct 20, 2025 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning Stop Overengineering: How to Write Clean Code That Actually Ships 🚀 # discuss # javascript # programming # webdev Myth vs reality: “AI will replace Devs” # webdev # ai # career # careerdevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/o1-vs-sonnet | OpenAI o1 vs. Claude Sonnet 3.5: Which AI Model is Best for Coding? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back OpenAI o1 vs. Claude Sonnet 3.5: Which AI Model is Best for Coding? Introduction As AI continues to evolve, two models stand out: o1 by OpenAI and Claude Sonnet 3.5 by Anthropic. Both offer impressive capabilities for software developers, but their strengths vary, especially when it comes to coding. This blog compares these two AI models, focusing on coding tasks and general performance. Fine includes unlimited access to both models, making it a great way to test and compare how o1 and Sonnet perform with coding tasks. Core Differences o1 is designed for complex reasoning and problem-solving . Its responses are deep and thoughtful, making it ideal for developers working on intricate problems or needing detailed explanations. On the other hand, Claude Sonnet 3.5 focuses on efficiency and speed , excelling in rapid response times while being more cost-effective. If you're looking to quickly generate code or handle high-volume tasks, Claude Sonnet 3.5 may be the better option. Both models use transformer-based architectures, but o1 is more suited for developers seeking detailed reasoning, while Claude Sonnet 3.5 is the go-to for those who prioritize speed. Context Window and Performance The context window plays a crucial role in how well these models handle large inputs or extended conversations. ChatGPT o1 supports 128,000 tokens, while Claude Sonnet 3.5 handles a larger 200,000 tokens , giving it an advantage for tasks that require significant context retention, such as reviewing long codebases. Both models offer strong performance in a range of tasks, but their abilities shine in different areas. ChatGPT o1 excels in multistep reasoning , explaining complex code logic in detail, while Claude Sonnet 3.5 focuses on rapid, efficient bug fixes and code generation . Claude 3.5 Sonnet Upgraded Version - October 2024 - Is Claude now better than GPT for Coding? In October 2024, Anthropic announced an upgraded version of Claude 3.5 Sonnet. The recent updates to Claude 3.5 Sonnet have significantly enhanced its software engineering capabilities. Notably, the model's performance on the SWE-bench Verified benchmark has improved from 33.4% to 49.0%, surpassing all publicly available models, including OpenAI's o1-preview. This advancement reflects Claude 3.5 Sonnet's enhanced accuracy in function generation and error checking, particularly in debugging and refactoring code involving nested functions or interdependent segments. Additionally, the model's expanded token capacity allows it to retain and utilize more extensive context, making it ideal for reviewing large codebases or managing intricate projects with multiple dependencies. Early testing indicates that Claude 3.5 Sonnet excels in specialized coding tasks, such as identifying security vulnerabilities in web applications and optimizing algorithms for speed and efficiency. GitLab, for instance, reported up to a 10% improvement in reasoning capabilities for DevSecOps tasks with the updated model, without any increase in latency. AI use cases for coding with o1 and Claude Sonnet 3.5 ChatGPT o1: Debugging complex React state management: Use o1 to deeply analyze why certain states aren’t updating properly or conflicting across components. Refactoring legacy code: Employ o1’s thorough reasoning to restructure an old Python script for readability and maintainability. Creating algorithms: Ideal for writing and explaining algorithms like sorting, tree traversal, or dynamic programming in detail. Claude Sonnet 3.5: Generating boilerplate code: Quickly create setup files for new projects like Flask APIs or front-end scaffolding in Next.js. Auto-completing functions: Use it to complete a half-written JavaScript function with appropriate error handling and edge cases. Bulk code generation: Sonnet 3.5 excels in producing repetitive yet slightly varied code structures like similar API endpoints or unit test cases. Which AI Models do the different AI coding tools use? There are lots of dev tools available today to help with your AI coding, from advanced AI coding assistants such as Fine to code generators such as GitHub Copilot. Some use multiple LLMs, some give you the choice and others are based on one model only. Which AI Model (LLM) does Fine use? Fine is one of the few AI coding tools to offer users the choice between different LLMs for various tasks. When using Fine via the web browser, users can choose between o1-preview, 4o and Claude 3.5 Sonnet. You'll need a pro subscription to take advantage of this however, which is $13-15 per month. If you're a free user, you'll be able to use Fine with 4o. Click here to try it out. Which AI Model (LLM) does GitHub Copilot use? GitHub Copilot is heavily integrated with OpenAI. GitHub is owned by Microsoft who have a deep partnership with OpenAI. Most users have access to 4o, whilst Azure AI subscribers may be able to use GitHub Copilot with o1-mini and o1-preview. UPDATE: At GitHub Universe 2024, it was announced that this exclusive partnership was no longer so exclusive and that the option to use Claude would be rolled out to all GitHub Copilot users shortly. Some users have already been able to access Claude. It's available in the Copilot Chat in Visual Studio Code and Immersive Copilot in the web browser only. Which AI Model (LLM) does Cursor use? Cursor uses Claude 3.5 Sonnet by default and falls back to OpenAI 4o during Anthropic outages. Which AI Model (LLM) does Bolt use? Bolt, the AI coding tool that specializes exclusively in front-end, relies on Claude 3.5 Sonnet. Which AI Model (LLM) does Replit use? Although Replit previously released their own AI model in 2023, when they announced Replit Agent, their primary AI coding too, in 2024, it seems they took the decision to use Claude 3.5 Sonnet. How to compare different AI Coding tools and LLMs? If you're looking to compare which are the best AI coding tools or LLMs, there are a few things to bare in mind. First, it's important to assess the LLM and the tool separately. Use a tool like Fine that allows you to give the same task to multiple LLMs to compare which gives you the best result. Here's a comparison we did of the three models offered by Fine, posed with the same question: What does this repo do? (It's a question that some are calling the Hello World of AI coding). Second, compare how the tools perform with your chosen LLM, specific to your use case. Fine offers a variety of integrations to boost your productivity, such as the ability to make revisions inside GitHub PR, that are saving developers hours every week. Which Model Is Better for Coding? For coding tasks, your choice depends on your needs: ChatGPT o1 is the better option when working on complex, multistep problems where you need deep reasoning and thorough explanations. For example, it excels in explaining intricate code or assisting with debugging in a more thoughtful manner. Claude Sonnet 3.5 is the go-to model for fast, efficient code generation and iterative prototyping. It's cost-effective for high-volume tasks like generating multiple code snippets or automating bug fixes. Both models support developers in coding, but Claude Sonnet 3.5 may save time and money for everyday coding tasks, while ChatGPT o1 might be your ally for tougher, detailed coding problems. Conclusion When deciding between ChatGPT o1 and Claude Sonnet 3.5 , consider the complexity of your coding tasks and budget constraints. ChatGPT o1 offers better problem-solving for intricate tasks, while Claude Sonnet 3.5 provides faster, more affordable code generation for day-to-day development needs. Both models are powerful AI tools that can significantly enhance your productivity as a software developer. Sign up to a platform like Fine , which includes unlimited access to both, for the best of both worlds without overpaying. Why Subscribe to Fine? Fine is a platform that offers unlimited access to both o1 and Claude Sonnet 3.5 , allowing developers to switch between these powerful LLMs based on their task needs. This flexibility is perfect for those who require detailed explanations from ChatGPT or fast, efficient code generation from Claude. With Fine, there's no need to manage your own API keys or worry about usage limits—everything is included. Subscribing to Fine simplifies the process, offering cost-effective, unlimited access to both models for all your coding and development tasks. Sources McNulty, Niall. "ChatGPT o1 vs Claude Sonnet 3.5." Medium , 5 days ago. Link . "GPT o1 vs Claude 3.5 Sonnet: Which model is better for Coding?" Bind AI Blog , 17 Sep 2024. Link . "Compare o1 Preview vs. Claude 3.5 Sonnet." Context.ai . Link . Harisec. "o1 vs Claude." GitHub . Link . Table of Contents Introduction Core Differences Context Window and Performance Claude 3.5 Sonnet Upgraded Version - October 2024 - Is Claude now better than GPT for Coding? AI Coding use cases with o1 and Claude 3.5 Sonnet Which AI Model do different AI Coding tools use? Fine GitHub Copilot Cursor Bolt Replit How to compare LLMs and tools for AI coding Which Model Is Better for Coding? Conclusion Why Subscribe to Fine Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://dev.to/pockit_tools/pnpm-vs-npm-vs-yarn-vs-bun-the-2026-package-manager-showdown-51dc | pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse HK Lee Posted on Jan 9 • Originally published at pockit.tools pnpm vs npm vs yarn vs Bun: The 2026 Package Manager Showdown # bunjs # pnpm # yarn # npm Every JavaScript project starts with a choice: which package manager? For years, it was npm by default. Then yarn promised faster installs. Then pnpm claimed to save gigabytes of disk space. And now Bun's built-in package manager claims to make everything else obsolete. But here's what no one tells you: the "best" package manager depends entirely on your specific use case, and blindly following benchmarks can lead you astray. A package manager that's perfect for a solo developer's side project might be terrible for a 500-package monorepo—and vice versa. This guide cuts through the marketing hype. After extensive testing across different project sizes and configurations in January 2026, here's what actually matters for each package manager, when to use it, and how to migrate if you need to. 📌 Version Note: This comparison covers npm 11.x, yarn 4.x (Berry), pnpm 10.x, and Bun 1.3 as of January 2026. The Quick Verdict If you're in a hurry, here's the short version: Use Case Recommended Why Solo/small projects Bun Fastest by far, simplest setup Large monorepos pnpm Best disk efficiency, workspace support Enterprise/legacy npm Maximum compatibility, no surprises Yarn ecosystem yarn 4 PnP mode, excellent plugins Performance at scale pnpm or Bun Both excel, pnpm more mature Now let's dive into why. The Contenders: 2026 State of Play npm 11.x Status: Still the default, ships with Node.js Latest: npm 11.7.0 (December 2025) Philosophy: Compatibility over innovation Key Strength: Works everywhere, always npm has evolved significantly. The node_modules structure is now more optimized, and features like npm audit have become industry standards. But npm's conservative approach means it's rarely the fastest or most efficient—it's just the most reliable. yarn 4.x (Berry) Status: Complete rewrite from yarn 1.x Latest: yarn 4.12.0 (January 2026) Philosophy: Innovation through Plug'n'Play (PnP) Key Strength: Zero-installs, plugin architecture Yarn Berry is essentially a different product from yarn 1. The Plug'n'Play feature eliminates node_modules entirely, instead using a .pnp.cjs file that maps imports directly to zip archives. It's radical—and divisive. pnpm 10.x Status: The "smart" alternative Latest: pnpm 10.27.0 (December 2025) Philosophy: Efficiency without breaking compatibility Key Strength: Content-addressable storage, true deduplication pnpm's approach is elegant: store all packages once in a global content-addressable store, then use hard links to make them appear in each project's node_modules . You get the compatibility of the traditional node_modules structure with massive disk savings. Bun 1.3 Package Manager Status: The new challenger Latest: Bun 1.3.0 (January 1, 2026) Philosophy: Speed above all else Key Strength: Native speed, zero configuration, full-stack capabilities Bun isn't just a package manager—it's a complete JavaScript runtime. Bun 1.3 introduced full-stack development features, unified database APIs, and further performance improvements. Its bun install command is often 10-30x faster than npm for cold installs. Benchmark Results: Cold Install Performance Let's start with what everyone cares about—raw speed. We tested each package manager on the same projects with cleared caches: Small Project (50 dependencies) Project: Typical React + TypeScript starter Dependencies: 50 direct, ~400 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 0.8s │ 18x faster │ │ pnpm │ 4.2s │ 3.4x faster│ │ yarn │ 6.8s │ 2.1x faster│ │ npm │ 14.3s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Medium Project (200 dependencies) Project: Next.js 15 app with common libraries Dependencies: 200 direct, ~1,200 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 2.1s │ 22x faster │ │ pnpm │ 12.4s │ 3.7x faster│ │ yarn │ 18.2s │ 2.5x faster│ │ npm │ 46.1s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Large Monorepo (15 packages, 800 dependencies) Project: Turborepo monorepo with 15 packages Dependencies: 800 direct, ~3,500 total Cold Install Times (cleared cache): ┌────────────┬──────────┬────────────┐ │ Manager │ Time │ vs npm │ ├────────────┼──────────┼────────────┤ │ bun │ 4.8s │ 28x faster │ │ pnpm │ 28.6s │ 4.7x faster│ │ yarn │ 52.3s │ 2.6x faster│ │ npm │ 134.2s │ baseline │ └────────────┴──────────┴────────────┘ Enter fullscreen mode Exit fullscreen mode Key Insight: Bun's lead actually increases with project size. For monorepos, the difference is staggering. Cached/Warm Install Performance But cold installs aren't the whole story. Most of the time, you're installing with some level of caching: Warm Install (lockfile exists, some cache): ┌────────────┬──────────────┬──────────────┐ │ Manager │ Small (50) │ Large (800) │ ├────────────┼──────────────┼──────────────┤ │ bun │ 0.3s │ 1.2s │ │ pnpm │ 1.1s │ 8.4s │ │ yarn (PnP) │ 0.0s* │ 0.0s* │ │ npm │ 3.2s │ 24.6s │ └────────────┴──────────────┴──────────────┘ * Yarn PnP with zero-installs commits dependencies to repo Enter fullscreen mode Exit fullscreen mode Yarn's Zero-Installs Trick: With PnP mode and zero-installs, yarn commits your dependencies directly to the repository. CI/CD runs need zero install time—they just yarn and go. The tradeoff? Your repo size increases significantly. Disk Usage: Where pnpm Shines Raw speed is one thing, but what about your hard drive? Single Project Disk Usage Same 200-dependency project: ┌────────────┬──────────────┬──────────────┐ │ Manager │ node_modules │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 487 MB │ baseline │ │ yarn │ 502 MB │ +3% │ │ pnpm │ 124 MB* │ -75% │ │ bun │ 461 MB │ -5% │ └────────────┴──────────────┴──────────────┘ * pnpm uses hard links to global store Enter fullscreen mode Exit fullscreen mode Multiple Projects (Same Dependencies) Here's where pnpm's architecture pays off. If you have 10 projects using React 19: 10 Projects with overlapping dependencies: ┌────────────┬──────────────┬──────────────┐ │ Manager │ Total Disk │ vs npm │ ├────────────┼──────────────┼──────────────┤ │ npm │ 4.87 GB │ baseline │ │ yarn │ 5.02 GB │ +3% │ │ pnpm │ 612 MB │ -87% │ │ bun │ 4.61 GB │ -5% │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode pnpm stores each unique package version exactly once. Every project links to that single copy. If you work on many projects, pnpm can save tens of gigabytes. Bun's Approach: Bun uses a global cache but still creates full node_modules directories. It's faster than npm/yarn but doesn't achieve pnpm's deduplication. Monorepo Support Compared Monorepos have become the default for many organizations. Here's how each manager handles them: Workspace Configuration npm (workspaces): // package.json { "workspaces" : [ "packages/*" , "apps/*" ] } Enter fullscreen mode Exit fullscreen mode yarn (workspaces): // package.json { "workspaces" : [ "packages/*" , "apps/*" ] } Enter fullscreen mode Exit fullscreen mode pnpm (pnpm-workspace.yaml): # pnpm-workspace.yaml packages : - ' packages/*' - ' apps/*' Enter fullscreen mode Exit fullscreen mode Bun (workspaces): // package.json { "workspaces" : [ "packages/*" , "apps/*" ] } Enter fullscreen mode Exit fullscreen mode Workspace Features Comparison Feature npm yarn pnpm Bun Workspace protocol ( workspace:* ) ❌ ✅ ✅ ✅ Selective dependency installation ❌ ✅ ✅ ✅ Parallel task execution ❌ ✅ ✅ ✅ Cross-workspace linking Basic Good Excellent Good Hoisting control Limited Full Full Limited Filtering ( --filter ) ❌ ✅ ✅ ❌ The Bottom Line: pnpm and yarn are the clear leaders for monorepo management. npm's workspace support is functional but basic. Bun's is improving rapidly but still catching up. Real-World Monorepo Performance We tested a Turborepo setup with 15 packages: Task: Install + Build all packages ┌────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Full Build │ ├────────────┼──────────────┼──────────────┤ │ pnpm │ 28.6s │ 142s │ │ bun │ 4.8s │ 138s │ │ yarn │ 52.3s │ 156s │ │ npm │ 134.2s │ 198s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode Interesting: Bun's install speed advantage shrinks when you include build time. The build phase dominates, making the install speed difference less impactful for CI/CD overall. Security Features Security has become a first-class concern. Here's how each manager handles it: Audit Capabilities Feature npm yarn pnpm Bun audit command ✅ Native ✅ Plugin ✅ Native ❌ Auto-fix vulnerabilities ✅ ✅ ✅ ❌ Advisory database npm registry npm registry npm registry - SBOM generation ✅ ✅ Plugin ✅ ❌ Critical Note: Bun currently lacks built-in security auditing. For production applications, you'll need third-party tools like Snyk or Socket. Lockfile Security All four managers use lockfiles to ensure reproducible installs: npm: package-lock.json (JSON) yarn: yarn.lock (custom format) pnpm: pnpm-lock.yaml (YAML) Bun: bun.lockb (binary) Bun's Binary Lockfile: Bun's bun.lockb is binary for speed. While this makes installs faster, it's not human-readable and can't be easily diffed in code review. Bun offers bun.lock (text) as an alternative, but it's not the default. Supply Chain Protection Feature npm yarn pnpm Bun Signature verification ✅ ✅ ✅ ❌ Strict peer dependencies Optional Optional Default Optional .npmrc security options Full Limited Full Limited Network isolation mode ❌ ✅ ✅ ❌ Compatibility Reality Check Here's what nobody talks about: not every package works perfectly with every manager. Known Compatibility Issues (January 2026) pnpm: Some packages break with strict node_modules structure Workaround: shamefully-hoist=true in .npmrc Most major packages now support pnpm natively yarn PnP: Many packages still don't support PnP mode Workaround: nodeLinker: node-modules falls back to traditional structure Adoption is improving but still incomplete Bun: ~98% npm compatibility (up from 95% in 2025) Some native modules still have issues Workaround: Use --backend=copyfile for problematic packages Framework Compatibility Framework npm yarn pnpm Bun Next.js 15 ✅ ✅ ✅ ✅ Remix ✅ ✅ ✅ ⚠️ Nuxt 4 ✅ ✅ ✅ ✅ Angular 19 ✅ ⚠️ ✅ ⚠️ SvelteKit ✅ ✅ ✅ ✅ Astro 5 ✅ ✅ ✅ ✅ ⚠️ = Works but some edge cases or extra configuration needed CI/CD Performance For many teams, CI/CD time is where package manager choice really matters: GitHub Actions Benchmark # Same workflow, different package managers # Node.js 22, ubuntu-latest, clean cache ┌────────────┬──────────────┬──────────────┬──────────────┐ │ Manager │ Install │ Cache Hit │ Total Job │ ├────────────┼──────────────┼──────────────┼──────────────┤ │ npm │ 48s │ 12s │ 2m 34s │ │ yarn │ 21s │ 8s │ 2m 15s │ │ yarn (PnP) │ 18s │ 0s* │ 2m 02s │ │ pnpm │ 14s │ 4s │ 2m 08s │ │ bun │ 3s │ 1s │ 1m 52s │ └────────────┴──────────────┴──────────────┴──────────────┘ * Zero-installs : dependencies committed to repo Enter fullscreen mode Exit fullscreen mode Docker Build Performance # Multi-stage build comparison ┌────────────┬──────────────┬──────────────┐ │ Manager │ Layer Cache │ No Cache │ ├────────────┼──────────────┼──────────────┤ │ npm │ 18s │ 52s │ │ pnpm │ 8s │ 24s │ │ bun │ 2s │ 6s │ └────────────┴──────────────┴──────────────┘ Enter fullscreen mode Exit fullscreen mode The Docker Secret: Bun's speed advantage is even more pronounced in Docker because its binary includes the runtime—no need to install Node.js separately. Migration Guides Ready to switch? Here's how: npm → pnpm Install pnpm: npm install -g pnpm Enter fullscreen mode Exit fullscreen mode Import existing lockfile: pnpm import Enter fullscreen mode Exit fullscreen mode Delete old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: pnpm install Enter fullscreen mode Exit fullscreen mode Update scripts (if needed): // package.json - usually works as-is { "scripts" : { "dev" : "next dev" , // no change needed "build" : "next build" } } Enter fullscreen mode Exit fullscreen mode npm → Bun Install Bun: curl -fsSL https://bun.sh/install | bash Enter fullscreen mode Exit fullscreen mode Remove old files: rm -rf node_modules package-lock.json Enter fullscreen mode Exit fullscreen mode Install: bun install Enter fullscreen mode Exit fullscreen mode Update scripts for Bun runtime (optional): { "scripts" : { "dev" : "bun run --bun next dev" , "build" : "bun run next build" } } Enter fullscreen mode Exit fullscreen mode yarn 1.x → yarn 4.x (Berry) # Enable corepack (Node.js 16+) corepack enable # Set yarn version yarn set version stable # Migrate configuration yarn config set nodeLinker node-modules # for compatibility # Install yarn install Enter fullscreen mode Exit fullscreen mode Rollback Plan If migration causes issues: # Keep your old lockfile backed up! cp package-lock.json package-lock.json.backup # To rollback: rm -rf node_modules bun.lockb pnpm-lock.yaml yarn.lock mv package-lock.json.backup package-lock.json npm install Enter fullscreen mode Exit fullscreen mode When to Use What: Decision Framework Use npm when: ✅ Maximum compatibility is required ✅ Team is unfamiliar with alternatives ✅ Legacy project with many native dependencies ✅ Corporate environment with strict tooling policies ✅ You want "it just works" Use yarn when: ✅ You need Plug'n'Play zero-installs ✅ You want the plugin ecosystem ✅ Your team is already yarn experts ✅ You need advanced workspace features ✅ Offline-first development is important Use pnpm when: ✅ Disk space is a concern ✅ You have many projects with overlapping dependencies ✅ Large monorepo with complex dependencies ✅ You want speed without sacrificing compatibility ✅ Strict dependency isolation matters Use Bun when: ✅ Speed is the absolute priority ✅ You're starting a new project ✅ CI/CD time is a major cost ✅ You're building Node.js APIs or scripts ✅ You want a unified runtime + package manager The Hidden Costs Nobody Mentions Before you switch, consider: Learning Curve npm → pnpm: Minimal. Almost drop-in. npm → yarn 4: Moderate. PnP mode requires understanding. npm → Bun: Low for package management, higher if using Bun runtime. Tooling Compatibility IDE support: All four work with VS Code, JetBrains, etc. CI/CD templates: npm has the most, Bun the least ready-made Docker images: npm/yarn are everywhere, pnpm common, Bun less common Team Onboarding The fastest package manager doesn't help if it slows down your team. Consider: How comfortable is your team with the new tool? Are your documentation and scripts updated? Have you tested the entire development workflow? Future Outlook: 2026 and Beyond npm: Will remain the default. Focus on incremental improvements. yarn: Continuing to push PnP adoption. Better monorepo support coming. pnpm: Rapid growth in enterprise. Becoming the "safe modern choice." Bun: Aggressive development. Aiming for 100% npm compatibility. May become the default for new projects by 2027. The ecosystem is fragmenting in healthy ways. Competition drives innovation—and all four managers are better for it. Conclusion: There's No Wrong Choice (Mostly) After extensive testing, here's the honest truth: all four package managers work fine for most projects. The performance differences, while measurable, rarely matter for small-to-medium projects. Where choice matters: Monorepos: pnpm or yarn CI/CD-heavy workflows: Bun or pnpm Disk-constrained systems: pnpm Maximum compatibility: npm Bleeding edge: Bun The most important thing isn't which package manager you choose—it's that you choose consistently across your projects and team. Switching between managers constantly creates more friction than any speed difference could justify. My recommendation for 2026: New projects: Try Bun. It's fast enough to justify the minor compatibility risks. Existing projects: Consider pnpm if you're feeling pain. Otherwise, npm is fine. Enterprise monorepos: pnpm is the safe, powerful choice. Benchmarks conducted January 2026 on M3 MacBook Pro with Node.js 22.x. Results will vary based on hardware, network, and project specifics. Always test with your own codebase before making decisions. 🚀 Explore More: This article is from the Pockit Blog . If you found this helpful, check out Pockit.tools . It’s a curated collection of offline-capable dev utilities. Available on Chrome Web Store for free. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . 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We got you covered! Brand guidelines Download logo pack Agentic | Generative | Search See Algolia's AI retieval platform at NRF Booth #6051 | New York, NY | Jan 11-13 Companies power Agentic Generative and Search experiences with the Algolia AI Retrieval Platform Every great retail experience starts with intelligent retrieval — the ability to instantly understand what shoppers want and surface the right results. In a competitive market, meeting those expectations with speed and relevance is key to delighting customers and driving growth. That’s why more than 18,000 companies trust Algolia’s AI retrieval platform to power their agentic, generative, and search experiences. By combining advanced AI with multimodal search — across text, image, and conversation — Algolia delivers the intelligence that fuels modern shopping agents and dynamic storefronts. However customers choose to shop, retailers can ensure they always find just what they’re looking for. See Algolia in action Book a demo with the team at NRF to see how Algolia’s AI Retrieval platform Improves every shopper KPI by applying AI in search and retrieval Increases staff productivity, applying AI to reduce merchandising and catalogue tasks Improves shopper loyalty with a responsive search and discovery experience that combines personalization, AI, and engaging shoppers’ senses Don’t miss Algolia on stage Monday, January 12 | 1:45 PM - 2:15 PM Panel Topic: “Beyond the website: Reinventing retail for AI-native shoppers” The next era of ecommerce isn’t an evolution — it’s a reinvention. Traditional websites, as we know them, may not survive. This session will dive into what the end of the website storefront will mean. With AI in the forefront, agents become trusted shopping companions, taking actions for users through voice and text prompts. To stand out in the next age of ecommerce, you must build multi-modal, adaptive shopping experiences that align with human behavior and anticipate intent. Leave equipped with a strategic lens and roadmap for thriving in the AI- empowered future. You won’t want to miss this discussion between: Bernadette Nixon, CEO, Algolia David Clark, Chief Customer Officer of Frasers Group Jennifer Myers, Head of Strategic Partnerships, Microsoft Shopping Add to calendar - Monday, January 12 | 1:45 PM - 2:15 PM ReturnPro Stage A Roaring Retail Affair during NRF! Join us for an after hours 1920s-themed party at the historic Campbell Bar, hosted by Algolia x Shopify. Get ready for an evening of dinner, drinks, and revelry – plus some surprises along the way. When: Monday, January 12, 2026 7 -11pm Where: The Campbell Bar Grand Central Terminal at 15 Vanderbilt Avenue (between 42nd & 43rd Street) Registration Link The Campbell Bar Catch our in-booth presentations! Full list of our presentations below: Topics: 1 . Create AI Agents in Minutes: A Live Retail Demo 2. Faster, Smarter Search at Scale: How Leroy Merlin Improved the Retail Experience with AI 3. Scaling AI Search: Crecera Brands’ Two-Site Transformation (and Growing) 4. Behind the Scenes of AI Shopping: How Algolia + Microsoft Copilot Are Redefining the Next Era of AI-Driven Product Discovery 5. Adaptive AI Agents: Redefining Seasonal Shopping Experiences with Algolia x Shopify 6. From Search Bar to Smart Assistant: Reinventing the Shopping Experience with Shoe Carnival 7. Algolia's AI Agent in Action: Aries Solutions and Five Below Turn Search Signals into a Smart Shopping Assistant. Meet the team! More to come! 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https://www.git-tower.com/release-notes | Release Notes | Tower Git Client Tower Navigation Features Undo Anything Just press Cmd+Z Drag and Drop Make the complex effortless Integrations Use your favorite tools Tower Workflows Branching Configurations Stacked Pull Requests Supercharged workflows All Features Release Notes Pricing Support Documentation Contact Us Account Login Learn Git Video Course 24 episodes Online Book From novice to master Cheat Sheets For quick lookup Webinar Learn from a Git professional First Aid Kit Recover from mistakes Advanced Git Kit Dive deeper Blog Download Download Release Notes New features, improvements, and fixes. Here are the latest Tower updates! Release overview of Tower for Windows macOS Join Beta Channel Version 10 Highlights Release Notes This release introduces seamless Graphite integration for all the most popular actions, allowing you to manage your stacked branches and create Pull Requests without leaving Tower. Enabling the "Graphite" Workflow To enable the "Graphite" workflow, click the "Workflow" toolbar button and select the Graphite workflow. You will then be able to quickly access some of Graphite's most popular commands and open the Graphite dashboard in your browser. Managing Stacked Branches You can create a new stacked branch by right-clicking on any existing branch. You'll also find all the other essential Graphite operations right here in the context menu: renaming, merging, squashing, deleting… you name it! 10.1 Released Dec 03, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Working Copy: Introduced file search in the Working Copy view for easier navigation. Fixed Crash: In certain scenarios, refreshing GitHub pull requests could cause the application to crash. This issue has now been fixed. 10.0 Released Nov 25, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Graphite: Tower now seamlessly integrates with the Graphite workflow! Notifications: You can now disable Windows notifications in Preferences. Git Binaries: Tower now supports ARM64 Git binaries. Improved Submodules: Navigation through nested submodules has been refined. Portable Git: Updated to version 2.51.2 for improved compatibility and performance. Git Binaries: Enhanced validation for Git binaries. License Activation: Improved handling when pasting emails and license keys. Installer: The installer now automatically downloads any required runtimes during installation. Fixed System Menu: The Alt+Space shortcut now works as expected. Commit View: The logic determining when the Commit button is enabled now works as expected. SSH: Enhanced handling of SSH keys for more reliable authentication. Toolbar: The “Show Label” setting now correctly persists between sessions. Version 9 Highlights Release Notes Tower 9.0 for Windows introduces full Git Worktree support, allowing you to easily create, check out, and manage Worktrees directly from the Git client. This release also features a new compact top bar layout for a more streamlined appearance. Version 9.1 features complete Gitea integration, enabling you to manage your repositories and pull requests, and Gitmoji support. Git Worktree support Worktrees allow you to simultaneously work on different branches without the usual conflicts and disruptions. Say goodbye to stashing and incomplete commits! Gitea support "Gitea" and "Gitea Self-Hosted" have been added to the "Services" view, allowing you to manage and clone your Gitea repositories and review Pull Requests directly from within Tower. Gitmoji support Include emojis in your commit messages by simply typing "::" in the "Commit Subject" field. 9.3 Released Sep 26, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Improved Portable Git: Updated to version 2.51.0 for improved compatibility and performance. Fixed Working Copy: Changed the quick-amend shortcut from Ctrl+Shift to Ctrl+Left Alt to prevent conflicts with common text editing shortcuts while preserving AltGr functionality. 9.2 Released Sep 09, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Services: Added support for Bitbucket API Tokens. Services: Removed support for Bitbucket App Passwords. Improved Repository Creation: The default folder now follows the location set in preferences. Logging: Crash diagnostics have been enhanced for better troubleshooting. Working Copy: The quick-amend shortcut has changed from Ctrl+Alt to Ctrl+Shift to avoid conflicts with AltGr on certain keyboard layouts. Authentication: Integration with Git Credential Manager has been improved. Rebase: The default branch is now set to the selected branch instead of HEAD. Fixed Services: Repository icons for Gitea now display correctly. SSH: Fixed a potential crash related to SSH authentication. Auto-Stash: Re-applying stashes now works as expected. UI: Error messages in the branch delete dialog are now displayed correctly. Services: Fetching pull requests from Azure DevOps now works reliably. Terminal: Fixed an issue where Git commands weren’t resolved properly when using the embedded Git. Corrected detection of application and OS architecture. Crash when editing a service account. 9.1 Released Jul 01, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Services: Added support for the Gitea service, allowing you to easily manage Gitea repositories within Tower. Gitmoji: Tower now supports Gitmoji when writing and viewing commit messages. Improved Portable Git: Updated to version 2.50.0 for improved compatibility and performance. Portable Git Installer: Upgraded the zip utility to support the latest compression formats. Shortcuts: Reassigned the Ctrl+Shift+Backspace shortcut to the Reset action and removed it from Discard All Changes , ensuring more intuitive shortcut behavior. Services: Enhanced logic for matching repositories to their configured services. UI: Improved visualization of parent–child branch relationships. Preferences: The default option for "Show Diffs For Merge Commits" has been changed from "None" to "First Parent". Fixed UI: Increased separator visibility in Dark Mode. Network Paths: Fixed a potential crash when handling network paths. LFS: Pulling LFS repositories now works as expected. Stacked Branches: Fixed an issue where the "Restack" context menu item was incorrectly enabled. Stacked Branches: Fixed an issue where, under certain conditions, restack dialog validation could run indefinitely. Sidebar: Remote names are now accurately updated after renaming. Sidebar: Remote context menu is now accurately updated after renaming. Crash: Potential crash when renaming a remote has been fixed. 9.0 Released Mar 31, 2025 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Git Worktree Support – Tower now fully supports Git Worktrees! Easily create, check out, and manage Worktrees directly within Tower. View existing Worktrees in the repository sidebar, switch between them by double-clicking a branch, and add or remove Worktrees using the branch context menu. UI: Introducing a new compact top bar layout for a cleaner, more streamlined interface. Enable it via Preferences → General → Use compact top bar layout. Help Menu: Added an option to export log files and user settings. Improved UI: The classic top bar has been improved, with the main menu now positioned on the left for better accessibility. Logging: The current application state is now clearly displayed in the Help menu. Logging: Enhanced for more detailed diagnostics. Portable Git: Updated to version 2.48.1 for improved compatibility and performance. Crash Reporting: Migrated from AppCenter to Sentry due to the retirement of AppCenter, ensuring continued reliability and improved diagnostics. Crash recovery has been enhanced. Pull Requests: Improved service mapping for better accuracy and compatibility. Main Menu: Added the "Repository → Add Submodule" option. Fixed Ignore & Exclude Files: Fixed an issue where these files did not open correctly. They now function as expected. Services: Fixed issues with adding Custom accounts. Services: Resolved GitLab authentication issues. SSH Keys: Fixed retrieval from 1Password. Rebase: Fixed commit message editing during rebase operations. Cherry-Picking: Fixed the issue where commits were applied in the wrong order, ensuring they now follow the expected sequence. Version 8 Highlights Release Notes Tower 8.0 for Windows introduces a new "Restack Branch" feature, a new "Sync" action, and several visual enhancements to the user interface. Watch this 3-minute video to learn everything that is new in Tower 8 for Windows! "Restack Branch" Feature To get started with the "Stacked Branches" workflow, simply click on the corresponding option in the "Workflow" icon found in the toolbar. When this workflow is enabled, each time the parent branch is updated, a new "restack" icon will appear next to every child branch in the sidebar. Simply right-click on the branch to access the context menu and select the appropriate action! The yellow banner in the branch's history view will also notify you if the branch needs restacking. New "Sync" action The "Sync" button executes a "pull" operation, and if that is successful, it proceeds with a "push." This feature is helpful for syncing a local branch with the latest changes from a remote repository and quickly pushing any local commits back to that remote repository. Visual Improvements The accent color within the app is now aligned with Windows, and we've incorporated "Mica material" as a semi-transparent, gently blurred background. Additionally, we've moved the main menu of the top bar to the right and added support for window docking. The names of the repository and branch are now also visible in the taskbar! 8.3 Released Dec 16, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Working Copy: Quickly make amendments to changes by pressing CTRL+ALT. Improved Enhanced the presentation of certain Git errors for better clarity. Bug Fixes Quick Open: Repositories can now be opened with the mouse as intended. Fixed a potential crash when opening Preferences. Resolved a potential crash when retrieving certificate files. 8.2 Released Dec 09, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Blame Window: Added the ability to copy the commit hash and commit message directly from the commit details popup. Improved Portable Git: Updated to version 2.47.2, enhancing compatibility and performance. Working Copy: The selection behavior in the Working Copy file list improved. Rows can now be selected by clicking anywhere within them, not just on filename controls. Fixed Preferences View: Adjusted the preferences view to fit properly on screens with large scaling settings. The main view is now placed within a scrollable container for better accessibility. Stacked Branches: Resolved an issue where newly created and checked-out stacked branches did not display proper nesting in the branch structure until the view was refreshed. Branches now appear correctly nested immediately upon creation. History View: Fixed incorrect graph line rendering when starting the application and restoring a session with the History view. Graph lines now render correctly without requiring a view switch. History View: Corrected the help button on a GPG popup that previously opened an invalid web page. The button now directs to the correct help page. Git Certificates: Improved the detection of the ca-bundle.crt certificate file in Git binaries. Diff View: Resolved encoding issues that prevented proper functionality. UI: Fixed an issue where changes to the Windows accent color were not immediately reflected in Tower if the theme remained unchanged. The application now monitors an additional registry entry to ensure real-time updates. Working Tree View: Resloved an issue where affected files were not displayed after editing a commit. Affected files now appear correctly. Working Tree View: Resolved an issue where the warning for large diff sets was not displayed, leaving the details view blank. The warning now appears as expected. Update Notification: Fixed an issue where the update banner did not disappear after clicking "Remind me later." The banner now hides as expected. Blame Window: Corrected the alignment of the "blame details" popup, which was previously vertically misplaced. The popup is now properly aligned. Service Account: Fixed an issue where the 'Set' and 'Clear' buttons for the "Private SSH key" setting were not visible when using longer key names. The buttons now display correctly regardless of key length. 8.1 Released Nov 21, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Fixed Submodules were not opening correctly, which could cause Tower to crash when executing remote commands. This issue has been resolved. Loading pull requests had the potential to cause Tower to crash; this issue has now been fixed. Bitbucket: When creating a new repository, a misleading error message could occur; this has now been corrected. 8.0 Released Nov 18, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Branch Dependencies: We have introduced the ability to create branch dependencies in Tower, laying the groundwork for many upcoming features and enhancements. This function allows Tower to keep track of the original branch from which a new branch is created—a capability not natively supported by Git. Newly created branches in Tower automatically inherit their parent branch, and users can manually set or change the parent branch using the context menu. Stacked Branches: As the first feature to leverage our new Branch Dependencies, Tower enables you to create "stacks" of branches—branches that depend on other branches—and effortlessly restack them with a single action. This greatly simplifies workflows that rely on stacked branches, eliminating the cumbersome and error-prone process of manually restacking multiple branches. You can activate this feature through the "Workflows" toolbar button. Sync Action: This feature synchronizes your HEAD branch with a remote branch by first pulling commits and, if the pull is successful, then pushing the commits. UI: The app now uses a "Mica material" for a semi-transparent, softly blurred background. UI: The in-app accent color is now synchronized with the Windows accent color. UI: The Windows taskbar now displays the repository name for easier identification of open windows. Improved Compare branches: Improved the readability of the branch selector in the Compare branches feature to accommodate longer branch names. Compare branches: When a parent branch is defined, it will now be set as the default branch for comparison. Commit list view: Adjusted the order of ref badges to align with Tower on macOS. Keyboard shortcuts - Quick Open: Added the shortcut Shift+Enter to open a repository in a new window. Keyboard shortcuts: Introduced Ctrl+Shift+Backspace to discard all local changes. Keyboard shortcuts: Assigned Shift+Ctrl+A to stage all local changes. Keyboard shortcuts: Improved reliability of keyboard navigation using Ctrl+0..5 . Error Logging: Enhanced for more detailed and effective diagnostics. UI: The top bar has been rearranged for better usability. Updated the provided Portable Git to version 2.47.0. Fixed Detecting unsafe directories accessed via mapped network drives and adding them to “safe.directories” in gitconfig now works as expected. Commit View: The issue where commit history would disappear from the list while scrolling in certain scenarios has been fixed. When adding a repository via "File -> Open" the repository will now be added to bookmarks and opened. Services: Previously, GitLab repositories were incorrectly displayed in some groups, but this issue has now been resolved. Sidebar: The application no longer crashes when opening the submodule context menu. Commit list view: Resolved an issue where Ref badges were missing in certain scenarios. Installer: The extraction of Portable Git was failing under certain locale settings, but this issue has now been resolved. Services: Creating new repositories on GitLab is now functioning as expected. Repository Settings: An issue that prevented the .gitattributes file from being opened in an external editor when configuring Git LFS has been corrected. UI: A bug that caused window borders to clip when maximizing Tower has been addressed. Cloning LFS repositories through SSH, which occasionally failed, has been fixed. A crash that occurred when opening a repository that does not contain any branches has been fixed. A potential crash that occurred when displaying a toast notification has also been fixed. Version 7 Highlights Release Notes Tower 7.0 for Windows features a shiny, new App Icon for both Windows and Mac! New App Icon 7.1 Released May 23, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Fixed Cloning of service account repositories via HTTPS could fail with a “Repository not found” error. It has been fixed. 7.0 Released May 07, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New New App Icon! This version ships with a brand new App icon! Fixed SSH Signing: Retrieval of SSH signing keys when using “Embedded SSH-Agent” has been fixed. Services: Validation of adding private SSH keys now works as expected. AzureDevOps: Cloning of repositories containing spaces in the name has been fixed. Version 6 Highlights Release Notes Tower 6.0 brings Branch Comparison to Windows! This feature is very useful for reviewing all the changes introduced by a branch. Branch Comparison Click on the "Compare" icon to compare your current branch with a different local branch. Tower will display only the commits that have been made on the feature branch. You can also check if a merge would cause conflicts and see if your branch is behind the base branch. 6.1 Released Apr 22, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Services View: It is now possible to filter remote repositories and SSH keys based on their name. Fixed Services View: An issue limiting the number of repositories retrieved from GitHub has been fixed. Top menu: Some entries were incorrectly enabled in some cases. This has been fixed. In certain scenarios, product licenses could not be updated, showing a message that the license had expired or is about to expire. It’s now working as expected. Authentication: in certain scenarios when using embedded Git, a “Credential Helper Selector” window might pop up, despite having the “Use Git Credential Manager” option enabled in Preferences → Git Config. This has been fixed as well. Potential crashes that could occur when setting a submodule or adding a remote repository are no longer an issue. 6.0 Released Mar 12, 2024 Download for Windows 10+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Compare Branches: In a branch's history, toggle the “Compare” icon to compare the branch against a base branch and show only the commits that have been made on the local branch. This is especially helpful for reviewing all changes introduced by a branch. Also, the number of merge conflicts is now being displayed. Also, a popover will reveal the conflicting file paths on click. Partial Stashing and Snapshots: You can now select individual files for stashes and snapshots. Improved Services View: We have improved the presentation of GitHub service accounts. Repositories to which you have been invited as a contributor are now grouped as separate organizations. Fixed A potential crash when pushing branches/revisions has been fixed. SSH authentication when “Git for Windows” is selected as the Git binary and “Embedded SSH-Agent” as the SSH authentication method, should now be working as expected. A UI glitch affecting some dialog boxes has been fixed. Version 5 Highlights Release Notes Our latest update introduces an enhanced commit composition experience. Now, you can easily reference commits, files, and issues in your commit messages. Additionally, the editor is customizable, enabling you to define your preferred character limits and choose between soft or hard line wrappings. Watch this 3-minute video to learn everything that is new in Tower 5 for Windows! Autocomplete for Commit Messages Simply type "/" in the subject or body field to reference files, commits, and issues. The New "Editor" Tab Your team's commit conventions can now be easily followed by adding a character limit and choosing between soft or hard wrapping modes. 5.5 Released Jan 30, 2024 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Fixed Clone URLs for GitLab repositories are now appropriately constructed. An application crash that could happen while adding or editing service accounts shouldn't be a problem anymore. Despite successful authentication, the GitHub service account couldn't be created or modified in specific scenarios. That has been fixed. Dragging multiple bookmarks could cause an application crash - we also fixed that. 5.4 Released Dec 20, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Fixed Authentication for Azure DevOps and Beanstalk accounts might not work correctly in certain scenarios - this has been fixed. The selected “Allowed signers file” in the Repository → Settings view might display incorrect values - it's been fixed as well. 5.3 Released Dec 14, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Detection of HTTPS authentication errors has been added - we now provide an option to enable the “Use Git Credential Manager” setting and retry the remote operation. Fixed The application might crash upon unsuccessful retrieval of the GPG signing keys. It’s fixed now. Services -> Git connection settings: adding SSH keys from a path containing spaces is no longer an issue. We fixed a potential crash when editing the remote repository settings. “Preferences → Git Config → HTTPS: Use Git Credential Manager” is now enabled by default. SSH key-based custom accounts should now work as expected. Recently cloned repositories popup: The “Clear” button sometimes gets stuck in a disabled state - this should not happen anymore. Saving Azure DevOps Server credentials is now working as expected. Azure DevOps account view: The “Open” button was missing for cloned repositories - this has been fixed. 5.2 Released Nov 22, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New SSH Signing: You can now sign commits and tags using your SSH key, see which commits have been signed and by who, and connect SSH keys with your User Profiles - all right from within Tower. SSH Authentication: Authentication is now possible using the Embedded SSH Agent, a Custom SSH Agent, OpenSSH and 1Password. You can set your preferred option in Preferences → Git Config → SSH. HTTPS Authentication: Tower can now handle HTTPS Authentication using Git Credential Manager. You can enable this in Preferences → Git Config → HTTPS. Undo: It is now possible to undo the “Reset to Revision” action. Improved Merge Wizard: A tooltip has been added to show the full tag name for each version. Diff Tools: Meld and KDiff3 can now be detected at C:\Program Files. Bookmarks: When adding a repository from an “unsafe” directory, Tower now offers a dialog to add the path automatically to .gitconfig. Fixed In some cases, scrolling commits after a search cleared the commit list. This is now working as expected. The Undo commit action now restores the commit message. The “Show only conflicts” setting was reset after merging multiple times. This has been fixed. Opening a repository from the File menu or using a shortcut is now working as expected. We fixed a crash that occurred when deleting multiple repositories from the Bookmarks. The “Remind me later” button on the update dialog is now working as expected. File names containing special characters are now displayed correctly in the Working Tree view. A potential crash, that could occur during changing branches, has been fixed. We fixed an occasional crash that could happen when the “Auto-expand with threshold” option was enabled. 5.1 Released Sep 15, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Improved Performance: We optimized the processing of large diffs, resulting in significantly improved performance and shorter loading times. Performance: Some background operations have also been optimized for the Services View in order to provide a faster UI and better error handling. Fixed The Ctrl + Enter shortcut for the commit subject field is now working as expected. A misleading message asked the user to update the Git binary when in fact a newer version was installed. This has now been fixed. A potential crash when updating OAuth tokens for GitHub service accounts has been fixed. 5.0 Released May 31, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Improved Commit Composing: Tower’s commit message fields have just become a lot smarter! This release brings improvements that make commit composing a seamless experience. Read on to find out more… Issue Numbers: You can now search for and autocomplete issue numbers in your commit messages. Simply type the “#” symbol from the subject or body field to find the required issue number. (This feature requires an associated service account in order to work.) Commit References: Just like issue numbers, you can search for and autocomplete commit references by typing “c:”. (This feature requires an associated service account in order to work.) fixup! and squash!: It is now possible to search and autocomplete Git's “fixup!” and “squash!” conventions within a commit's subject, allowing you to easily amend any commit down the history. When commits whose subject start with “fixup!” or “squash!” are detected in the current HEAD branch History, an action will be offered to “autosquash” them. This will automatically fixup or squash these commits. Autocomplete Service Keywords: Service-specific issue keywords (closes/fixes/resolves) can also be autocompleted. Autocomplete Changed Files: Changed files from the working copy can now be searched and quickly inserted by typing . Command Help: You can type the “/“ character to see a list of the above commands available for each field. Hard Line Wrapping: You can now configure a character limit for the commit message body in Tower’s Preferences -> Editor. This will show as a guide when composing the body. Keyword Highlighting: Keywords (such as commit hashes, issue numbers, and the fixup! and squash! expressions) are now automatically highlighted both in the commit title and body fields. Scrollable and Resizable Text Field: The commit message body field can now be scrolled and resized. Improved Commit Composing: Hitting ”Enter” in the subject field will now take you to the body field. Performance: We have improved the performance of the app when switching between commits with large changesets. Fixed Fixed a certificate file location error that was preventing execution of remote commands (pull, push, clone, etc.) when using Git binaries v2.40 Version 4 Highlights Release Notes You can now undo a vast amount of Git actions by simply pressing CTRL+Z! Undo Actions include deleting branches and files, staging and discarding changes, rebasing & merging branches, and even publishing a branch on a remote. Correcting mistakes has never been easier! 4.3 Released Mar 27, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Skip Hooks: It is now possible to skip the execution of hooks for commit push, pull, merge, rebase and apply. Improved Bookmarks: The "Open" button is now displayed next to already cloned repositories in the bookmarks view. Fixed Stashes: The list of stashes is now refreshed even when the Stashes view is not active. Stashes: An error message was not correctly displayed when a conflict occurred when applying a stash. Bookmarks: Adding a new folder via the File -> Open menu option now offers to create a Git repository if one does not exist. Services: Removing a remote service should trigger a reset of the detail view. This is now fixed. Remote Actions: Automatic fetching is now working as expected again. 4.2 Released Feb 08, 2023 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Auto-expand changesets: A new view option has been added to configure the behavior of auto-expanding diffs in the History changeset views. You can find it under “Diffs in Changeset” in the “View” main menu. Snapshots: Create snapshots of your working copy or individual changed files. Changes are safely stored in a stash but they remain in your working tree. This feature is available from the context menu of changed files or from the “Working Copy” main menu. Show branch/commit in History: You can now reveal a branch, tag, or any commit in the Tower's History view by selecting “Reveal in History” from the context menu. Large diffs: Large diffs are not displayed automatically anymore. Instead, you will be prompted to display the diff. The threshold for displaying the warning can now be configured in the General preferences. Improved Bookmarks: The Open button is now displayed for cloned repositories in the repository list. Embedded Git: The bundled Git has been updated to version 2.39.1. Fixed Bookmarks: Adding a repository via the File -> Open menu item now offers the option to create a Git repository. Services View: The services view is now correctly refreshed after removing an existing service account. 4.1 Released Dec 01, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New New Merge UI: We have redesigned the Merge UI to be more consistent across different merge modes and to be more explanatory about the current merge state and when editing revisions. Filter conflicted files: During a merge conflict, a new option is now available to show only conflicted files. Merge conflict detection: Dialogs which involve merging another branch or revision (e.g. merge, rebase, pull, …) will now show if merging will result in any conflicts or merge cleanly. Merge Conflicts: You can now reset a merge conflict to its unmerged state, even after it has been resolved. This is available in the “Restore Merge Conflict Versions” submenu from the context menu of a working tree entry. Command Line Tool: You can now open a repository directly from the CLI using the option -o <PATH_TO_REPO> . For example, Tower.exe -o c:\Repos\jquery will launch Tower and open the selected repository. No bookmark will be created for the repo. Improved Empty merge commits: When a merge commit becomes empty, you can now create an empty commit or skip the commit. Rebase: You can now edit the merge message after resolving conflicts during a rebase. Merge Conflicts: Resolved merge conflicts now remain always visible in the working tree entry even when they have been resolved without introducing any changes. Fixed Cherry-Pick and Revert: An error dialog was shown if Cherry-Pick or Revert resulted in a merge conflict. Tower now shows the Working Copy instead. Bitbucket Service Accounts: BitBucket service accounts are now correctly showing workspace repositories again. Also includes some minor fixes and stability improvements. 4.0 Released Sep 27, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New You can now undo a vast amount of Git actions by simply pressing CTRL+Z! Actions include deleting branches and files, staging and discarding changes, rebasing & merging branches, and even publishing a branch on a remote. Correcting mistakes has never been easier! Fixed Crashes: We fixed a number of uncommon crashes that occurred during certain processes. Version 3 Highlights Release Notes Version 3 is packed with powerful new features, a gorgeous new look, and a massive performance boost. Dark Mode & Visual Overhaul Version 3 comes with a fresh, new look and a beautiful dark mode. Quick Actions One of Tower’s most popular features is now available on Windows. Quick Actions gives you superpowers: it’s easily accessible with a simple keyboard shortcut ( Alt + Shift + A ) and gives you instant access to a wide range of actions. History Search You can filter all the relevant commits by commit message, author, and committer. You can also search for a file name to see all the commits that affected that specific file. Grouping by Date (History View) You can now group your repository's commit history by day, week, or month, to easily find the commit(s) you are looking for. Navigation between Views We've added the possibility to navigate back and forth between the different views available in the Workspace. Performance Faster, snappier, smoother - version 3 ships with significant performance improvements across the board. 3.4 Released Aug 08, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Publish Repository: Publishing a local repository on a selected service such as GitHub or GitLab has become a lot easier in Tower! You can now do this without having to leave the app. Fixed Search. The search field now behaves as expected when clicked. Crashes: We fixed a number of uncommon crashes that occurred during certain processes. 3.4 Released Aug 08, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Publish Repository: Publishing a local repository on a selected service such as GitHub or GitLab has become a lot easier in Tower! You can now do this without having to leave the app. Fixed Search. The search field now behaves as expected when clicked. Crashes: We fixed a number of uncommon crashes that occurred during certain processes. 3.3 Released Jun 29, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum Fixed Full Screen View: Maximising the app window should now work as expected. Crashes: We fixed a number of uncommon crashes that occurred during certain processes. 3.2 Released May 17, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New Force Push with Lease: Tower now supports the --force-with-lease flag for the git push command. Force Push with Lease is a safer option that can be used as an alternative to the --force flag: you can now force push in Tower without the risk of unintentionally overwriting someone else’s work. Fixed Crashes: We fixed a number of uncommon crashes that occurred during certain processes. 3.1 Released Mar 01, 2022 Download for Windows 7+ Copy SHA1 checksum Download MSI Copy MSI SHA1 checksum New GPG Support: You can now sign commits and tags, see which commits have been signed and by who, and connect GPG keys with your User Profiles - all right from within Tower. Read more in our help: https://www.git-tower.com/help/guides/integration/gpg/windows Fixed Notifications: Tower notifications now work as expected. Crashes: We fixed a crash that occurred when creating a Pull Request on GitHub. Crashes: We fixed a potential crash that occurred when retrieving stashes. 3.0 Released Nov 22, 2021 Download for Windows 7+ Copy SHA1 checksum New Quick Actions: The Quick Actions dialog is now available in Tower for Windows. This handy feature allows you to quickly find actionable items in your repository (such as branches, tags, commits and files) and invoke certain actions on them (like checking out a branch or showing a file in the history). The dialog can be opened by pressing "Alt + Shift + A". Learn more about this new feature here. Dark Mode: Tower Windows users can now enjoy the gorgeous new dark theme! Dark and light mode can also be set independently from the system settings. History Search: The new Tower allows you to search the commit history by commit message, author and committer name. You can also use the search feature to find specific files in commit changesets. Navigation: You can now navigate the different views in Tower back and forward, just like you’d do using a web browser. The navigation state is saved, so after reopening Tower you will see the same view that you had open when the application was closed. New Installer: We have replaced the old installer / updater with a more efficient option. New updates will now only take seconds to install, without having to click through multiple dialogs. Improved Performance: We have significantly improved performance across the whole app, as well as stability. UI/UX: Tower 3 boasts an improved user interface and a more polished design for a better user experience. Title Bar: We combined the title and menu bar in order to improve visual consistency across the Mac and Windows apps. History View: Commits in the history can now be grouped by date. Avatars: If no avatar image can be loaded, Tower now uses the user’s initials instead of a placeholder image. Avatars: Avatar images are now loaded in a higher resolution. Toolbar: Tooltips are now shown for all items immediately. Toolbar: Visibility of toolbar item labels can now be enabled/disabled from the preferences or the view menu. Scrollbars: Scrollbars across the app have been made less obtrusive. Sidebars: We increased the vertical spacing for all sidebar items and also the padding to the scrollbar. Fixed History View: The branch history is now correctly shown when the remote tracking branch does not exist anymore. Working Copy: Refreshing the UI while reverting a commit will no longer reset the commit subject. Working Copy: We’ve fixed an issue with unstaging files when the branch has a detached HEAD and improved performance for unstaging operations. Working Copy: Files are no longer being opened when double-clicking the staging / unstaging checkbox in the Working Copy. *Working Copy: The working tree was not refreshed after applying a stash which resulted in merge conflicts. Pull Requests: Pull Request comments are now being sorted in the correct order. Stashing: We’ve fixed the refresh behavior for stashing operations. Stashes: The stash list is now correctly refreshed after making changes. Clone Dialog: We fixed an issue with the Clone button not being enabled after filling in the input fields. GitFlow: The GitFlow toolbar button now works as expected. History View: The commit history now loads correctly when scrolling down to the bottom of the commit list. View Menu: The View -> Show Repositories & Show Services menu items now behave as expected. Crashes: We fixed a number of less common crashes occurring in different situations. Assorted Bug Fixes: We fixed several smaller issues reported by users on earlier versions. Version 15 Highlights Release Notes This release introduces Automatic Branch Management, making it easy to archive or clean up fully merged or stale branches, ensuring that your repository remains tidy and uncluttered. We've also added a new "Fork Point" feature, allowing you to easily see which commits were introduced by a branch relative to its parent branch. Tower 15 for Mac is also fully compatible with macOS 26 Tahoe. Watch this 3-minute video to learn all about this release! New "Merged" and "Stale" badges You will see new badges next to branches indicating if they are Fully Merged (meaning all their commits have been integrated into a primary branch) or the time they were last updated when they became Stale (meaning they haven't seen any activity for a while). Automatic Branch Management Click on the notification number in the footer to access the new Automatic Branch Management dialog. This feature allows you to select and archive multiple branches, which will then be moved to the new "Archived Branches" section in the sidebar. Fork Point The "History" view now clearly shows the Fork Point , which is the exact commit where a branch diverged from its parent. Commits prior to this divergence will be shown grayed out. This improvement makes it much clearer to see exactly which commits were added by the branch you are currently examining. 15.0.3 Released Dec 19, 2025 Download for macOS 12.0+ Copy MD5 checksum Improved Fully Merged Detection: A branch is now only marked as "fully merged" when git reports it as merged and its tracked remote branch no longer exists. This reliably identifies branches that were merged and deleted on the remote. We will expand to more cases in upcoming releases once we are confident they work reliably or can easily be disabled by users. Fully Merged Detection: Branches at the same commit as their parent are no longer incorrectly marked as fully merged. Fully Merged Detection: Reused branch names and long-running base branches no longer trigger false positives. Fully Merged Detection: The hint message now correctly reflects whether the remote branch still exists or not. Sidebar: Improved badge readability with larger font size, bolder icons, and higher contrast text color. Sidebar: The stale indicator is now displayed after the branch name instead of as a badge, reducing clutter. Stale Branches: Added 18 and 24 month options for the stale branch interval setting. Stacked Branches: Branches are no longer automatically marked as stacked when setting a parent. Fixed Sidebar: Ahead/behind counts are now correctly shown for stale and fully merged branches. Undo: Undo could become unavailable in certain scenarios until the window has been closed and re-opened. This has been fixed. Branches: The return key did not confirm the branch creation dialog. Fixed contact support URL. 15.0.2 Released Dec 11, 2025 Download for macOS 12.0+ Copy MD5 checksum Improved Performance: The performance for repositories with many branches has been increased significantly. 15.0.1 Released Dec 01, 2025 Download for macOS 12.0+ Copy MD5 checksum New Added view settings to show/hide fully merged badges Added view settings to show/hide stale badges Added view settings to configure stale time interval Default stale time interval is now 6 months Enable drag & drop of multiple branches onto Archived Branches section Fixed Fix Save Patch dialog not being shown 15.0 Released Nov 25, 2025 Download for macOS 12.0+ Copy MD5 checksum New macOS 26 Tahoe: Tower now fully supports the new operating system. App Icon: Added new app icon for macOS 26! Automatic Branch Management: You can now archive fully merged and stale branches either manually or let Tower do the job for you. History: The history now clearly shows which commits are introduced by a branch relative to its parent (fork point). History: A hint view is displayed for fully merged and stale branches, allowing quick archival or deletion of these branches. Sidebar: Branches in the sidebar are now marked as fully merged or stale. Sidebar: View settings are now easily accessible via the footer. Improved Pinned Branches: Pinned branches now are stored in the Git config and should not unpin anymore. Pinned Branches: You can now pin and unpin multiple branches at once. Pinned Branches: The "Pinned Branches" section in the sidebar is now automatically expanded. Pinned Branches: Undoing a branch delete now restores the pinned flag correctly. Sorting: Text is now sorted in many views via a localized standard compare to match system behavior. Commit Signing: Tower now handles SSH keys without a comment correctly. Branches: The update branch dialog now remembers the last decision for the update strategy if none is defined by a workflow. Branches: Branches newly created in Tower are not marked as fully merged anymore. Sidebar: The auto-archive option has been added to the sidebar view settings. Sidebar: The archive button in the sidebar footer is now hidden when auto-archive is active. Sidebar: Sidebar footer buttons no longer overlap with the filter text field. Sidebar: Repository sidebar filter text field no longer automatically becomes active on hover. Sidebar: Fully merged and stale badges are no longer displayed for detached branches. Branches: Auto-archive option no longer archives immediately when selected in dialog. Branches: Improved branch unarchiving to always set "Skips Auto-Archive" flag. Graphite: Optimized Graphite state update performance. Branches: The update branch action is now available in the context menu and quick actions. Workflows: The "Finish Topic Branch" dialog now automatically selects the current HEAD branch if it is a topic branch and the action was performed without a branch selection. License Activation: Activation with pasted email and license code works as expected now. Fixed Merge/Rebase: Tower could crash when using Quick Merge or Rebase. This has been fixed. History: A crash could occur when searching for whitespaces. This is fixed now. Worktrees: In some cases Tower could crash when accessing worktrees. It's working now. Reset Revision: The text field did not allow entering arbitrary revisions anymore. It does allow them again now. Merge Conflict: The merge conflict wizard now allows resolving a "both deleted" conflict again. Sidebar: The performance of reloading branches has been improved. Repository: A crash when updating the statistics of the repository has been fixed. History: A layout problem has been solved in drawing the commit graph if there only is a single commit. Performance: Tower could slow down in repositories with many branches. This has been fixed. Tower could crash when updating repository information. This has been fixed. Fixed crash when clicking workflow toolbar button before branches are loaded. Fixed crash when creating branches. Fixed crash when the Quick Start window would display deleted repositories. Fixed crash when pinning or restoring branches in worktrees. Fixed branch tooltip showing incorrect stale date in sidebar. Fixed commit graph being drawn into section header. Fixed update-branch dialog mergeability states not showing correctly. Fixed "No parent branch set" shown instead of loading state in update dialog. Fixed update button not being enabled when it should be in update branch dialog. Branches: Branches with uppercase characters do not unpin or unarchive immediately anymore. Workflows: The "Starting Point" menu now displays all available refs in the "Start Topic Branch" dialog. Workflows: The text fields in "Start Topic Branch" dialog will now confirm the dialog if possible when pressing "Return". History: Active searches are now applied when bringing Tower to the foreground again. History: A layout issue has been resolved that occurred when displaying multiple search filters. Version 14 Highlights Release Notes Tower 14 allows you to create custom Git workflows, enabling you to establish and enforce the exact workflow that meets your project's needs. Watch this 5-minute video to learn all about this release! Select your Workflow Choose from predefined options such as git-flow or GitHub/GitLab Flow, other workflows like Graphite or GitFlow CLI, or create any custom Git workflow entirely from scratch. Branch Workflow Configuration You can define trunk, base, and topic branches, as well as set upstream/downstream merge strategies and various other options. 14.5 Released Sep 18, 2025 Download for macOS 12.0+ Copy MD5 checksum New git-flow-next: Added support for git-flow-next , our very own open source evolution of git-flow (see git-flow.sh )! git-flow-next is a modern reimplementation of the popular branching model with added flexibility and customization. You can now select it directly from the workflow dialog and start using it in Tower today! 14.4 Released Sep 09, 2025 Download for macOS 12.0+ Copy MD5 checksum Improved Services: Added support for the new Bitbucket API tokens required for authentication starting September 9th. Be sure to generate a token and update your Bitbucket account in Tower. Bundled Git: Updated to version 2.51. Fixed Toolbar: The overflow menu for the workflow toolbar item now works correctly. History: Fixed a crash that could occur in certain cases when comparing revisions. 14.3 Released Aug 27, 2025 Download for macOS 12.0+ Copy MD5 checksum Fixed git-flow: Fixed an issue where the workflow was not automatically enabled when it should have been. Commit Messages: Fixed an issue where undoing repository actions could become inaccessible in certain situations. 14.2 Released Aug 25, 2025 Download for macOS 12.0+ Copy MD5 checksum Improved Repository Stats: Added a threshold to reduce unnecessary updates, improving performance. git-flow: Standardized naming for starting topic branches. Workflow Picker: Increased width for better usability. Fixed Graphite: Prevented state reload unless the workflow is enabled. Update Branch Dialog: Corrected title case in the dialog title. git-flow: Added a warning badge to the workflow button if enabled but missing configuration. git-flow: Fixed branch context menu to display the correct git-flow image. git-flow: Restricted branch context menu entries to appear only when the git-flow workflow is enabled. Workflow Picker: Updated Help button URLs to point to the correct documentation. 14.1 Released Aug 20, 2025 Download for macOS 12.0+ Copy MD5 checksum Improved Workflow Config Dialog: Added a checkbox to select the starting branch for topic branches. Custom Workflow Config Dialog: Improved layout with better paddings, row background colors, and clearer trunk branch labels. Custom Workflow Config Dialog: Added contextual help text and a Help button linking to documentation. Workflows: Git Flow | 2026-01-13T08:48:54 |
https://www.fine.dev/blog/announcing-fine-for-startups | Announcing Fine for Startups - Your Junior Full-Stack Developer for $15/Month Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Announcing Fine for Startups - Your Junior Full-Stack Developer for $15/Month Today, we're excited to announce Fine for Startups – a dedicated AI coding agent designed specifically for small teams and founders. Starting at just $15/month, Fine acts as your AI full-stack engineer, taking work off your shoulders, helping you build faster and smarter while keeping your budget intact. The Perfect Addition to Your Startup Team Every startup knows the challenge: too many features to build, too little time, and limited resources. That's where Fine comes in. It's not just another AI coding assistant – it's a full-fledged AI team member that can handle both frontend and backend development tasks, working asynchronously alongside your team to help clear that growing backlog. Real-world Project Ready Unlike other AI solutions that work best with toy projects, Fine is built to handle the complexity of real-life SaaS applications. From React components to API endpoints, Fine understands modern web architectures and can work across your entire stack. True Full-Stack Capabilities: Go Beyond Frontend Development Fine excels across your entire application stack, bringing expertise to both frontend refinement and backend development. On the frontend, Fine helps perfect your product's user experience, implementing new features and polishing your UI. But Fine equally shines in backend development. Unlike simple app builders, Fine is for working on complete, production-ready backend systems. It implements complex business logic in Python, Go, or Node.js, crafts robust API endpoints, and handles everything from authentication to caching. Live Previews: AI That Is Easy To Verify Fine doesn't just write code – it tests it. With built-in cloud development environments, Fine can validate its work in real-time. Each change is built and compiled to catch errors early. For frontend changes, Fine generates shareable live previews so you and your team can see exactly how new features will look and behave before merging. Built for Startup Speed: Async & Always Available Fine works in parallel, tackling your development backlog. Review progress and provide feedback from anywhere, even from your phone while on-the-go. Multiple Fine agents can work simultaneously on different tasks, multiplying your development velocity without multiplying your costs. This is a game-changer for developer productivity. No longer do you need to sit idly while the AI works. You can switch to other tasks, attend meetings, or even solve issues on your mobile phone during your commute. By the time you're back at your desk, a pull request will wait for you. Delegate Work to AI From Everywhere You can offload tasks to Fine from everywhere you are. Use Linear to assign issues to devs? Assign it to Fine, the same way. Tag colleagues whilst reviewing PRs in GitHub? Tag Fine, just like you’re used to. Discuss issues on Slack? Mention Fine. Pricing That Makes Sense Designed to help you with maximum ROI, Fine’s subscription is all-inclusive, with endless features, unlimited messages and no need for your own API keys. Startups are looking for effective, low-cost tools and that’s what Fine offers. For $15 per month, users can connect unlimited repositories, use premium LLMs such as Claude 3.5 Sonnet and resolve as many tasks as you like. Fine also offers a forever-free plan, where users just getting started can try out the platform on one repository, with 7 messages per day, using GPT-4o. Fine’s Pro subscription is 30X cheaper than the nearest competitor which comes in at a whopping $500 for similar features - making it the accessible choice for startups and founders. Get Started Today Ready to expand your team with AI? Start your free trial and see how Fine can help you ship faster while maintaining quality. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:54 |
https://www.algolia.com/industries/marketplaces | Build search & discovery for your Marketplace | Algolia Niket --> Deutsch English français News: Meet us at NRF 2026 Learn more Company Partners Support Login Logout Algolia mark blue Algolia logo blue Products AI Search & Retrieval Overview Search Show users what they're looking for with AI-driven resuts. Search Show users what they're looking for with AI-driven resuts. Recommendations Use behavioral cues to drive higher engagement. Recommendations Use behavioral cues to drive higher engagement. Personalization Show each user what they need across their journey. Personalization Show each user what they need across their journey. Analytics All your insights in one dashboard. Analytics All your insights in one dashboard. Browse Move customers down the funnel with curated category pages. Browse Move customers down the funnel with curated category pages. Artificial Intelligence OVERVIEW Agent Studio Create, test, and deploy AI agents, fast. Agent Studio Create, test, and deploy AI agents, fast. Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Generative Experiences Build conversational solutions with retrieval augmented generation (RAG). Ask AI Deliver conversational answers—right from your search bar. Ask AI Deliver conversational answers—right from your search bar. MCP Server Search, analyze, or monitor your index within your agentic workflow. MCP Server Search, analyze, or monitor your index within your agentic workflow. Intelligent Data Kit Overview Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Enrichment Modify, enhance, or restructure data as it’s indexed for search. Data Transformation Streamline data preparation and enhance data quality. Data Transformation Streamline data preparation and enhance data quality. Integrations Connect to your existing stack via pre-built libraries and APIs. Integrations Connect to your existing stack via pre-built libraries and APIs. Infrastructure Overview Data Centers Choose from 70+ data centers across 17 regions. Data Centers Choose from 70+ data centers across 17 regions. Security & Compliance Built for peace of mind. Security & Compliance Built for peace of mind. 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We got you covered! Brand guidelines Download logo pack MARKETPLACES Relevant results in milliseconds Intuitive catalog and search results for your customers — with real-time index updates Get a demo Start now Leading marketplaces scale easily with Algolia “It’s been a pleasure to actually have a project that starts on time, lands on time, and provides results. It’s also nice to have developers that like the technology they’re working on.” Chloé Martinot Product Manager, team Search @ ManoMano Read their story Make life easy for your tech team Launch a test case, build front-end experiences and integrate with other platforms — all within hours. Focus on value-added tasks instead of maintaining your search infrastructure. Search-as-a-service Fully hosted, managed and secured by Algolia Speed at scale - Algolia serves 1.7 trillion searches a year Near real-time indexing API first approach Easy front- and back-end integration Full programmatic configuration Broad customization capabilities Transparent, fully customizable ranking algorithm Configure text relevance to adapt to your user generated content Leverage your first-party data Iterate faster Everything you need to match the pace and scale of a high-performing marketplace Packaged innovation Continuous engine optimization Built-in query suggestions and dynamic faceting Voice Search, Personalization initiatives you can jump-start Developer first design Extensive documentation Advanced front-end libraries API clients in 12 languages Internationalization is standard Support for 70+ languages Geo-distributed infrastructure Data and settings easy to replicate Let your business teams run autonomously Combine the art of merchandising with the science of algorithms with the Algolia Merchandising Studio. Find automations, rules, and analytics in one place Replace scattered spreadsheets with centralized real-time insights Combine AI and human controls All with zero code and 100% business-user friendly Discover the Merchandising Studio Recommended content DC360 Report: A blueprint for B2B technology From configure-price-quote systems to marketplace connections to AI-powered site search, flourishing B2B companies are deploying digital technology that connects with their customers and grows sales. Read more DC360 Report: How to stand out on marketplaces Learn how to stand out with strategies for managing your products across multiple marketplaces, marketing tactics and how to make your Amazon business attractive to sell. Read more How edX uses Algolia to connect online learners with the right courses Learn how edX, an educational technology platform, improved the way they connect learners with the right educational courses using Algolia Search. 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https://www.fine.dev/blog/replit-vs-cursor-es | Replit vs Cursor: ¿Cuál es la mejor herramienta de codificación AI para ti? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Replit vs Cursor: ¿Cuál es la mejor herramienta de codificación AI para ti? Las herramientas de codificación impulsadas por AI están ganando terreno en el mundo del desarrollo, facilitando a los desarrolladores escribir, depurar y gestionar código. Tres de las plataformas líderes en este espacio son Fine, Replit y Cursor, todas ofreciendo características de codificación asistida por AI. Sin embargo, con estos avances vienen diferencias clave que hacen que cada plataforma sea más adecuada para diferentes tipos de desarrolladores. En este blog, desglosaremos Replit y Cursor, examinaremos sus similitudes y diferencias, y explicaremos por qué Fine es una alternativa superior. Tabla de Contenidos Introducción a Replit Introducción a Cursor Similitudes entre Replit y Cursor Diferencias entre Replit y Cursor Por qué elegir Cursor sobre Replit Por qué elegir Replit sobre Cursor Por qué Fine es una mejor opción Introducción a Replit Replit es un entorno de desarrollo integrado (IDE) basado en navegador que recientemente lanzó características impulsadas por AI, ofreciendo autocompletado, depuración y generación de documentación. Diseñado para hacer la codificación accesible tanto a principiantes como a profesionales, Replit proporciona capacidades de colaboración en tiempo real, convirtiéndolo en una opción ideal para proyectos en equipo o propósitos educativos. Permite a los desarrolladores escribir código rápidamente, generar pruebas y configurar APIs sin configuraciones complejas. Con su amplio soporte para múltiples lenguajes de programación, Replit es una opción flexible para diversas tareas de codificación. Introducción a Cursor Cursor es un editor de código impulsado por AI que fue construido como un fork del popular IDE, VSCode. Ofrece autocompletado avanzado de código, refactorización inteligente de código y edición en lenguaje natural. Cursor también enfatiza la seguridad, con certificación SOC 2, haciéndolo adecuado para equipos que necesitan estrictas medidas de privacidad de datos. Mientras que Cursor puede ser usado como un editor independiente, es especialmente valioso para desarrolladores que ya trabajan en un entorno como VSCode, permitiéndoles integrar asistencia AI sin interrumpir su flujo de trabajo. Similitudes entre Replit y Cursor Tanto Replit como Cursor se centran en ayudar a los desarrolladores a agilizar su flujo de trabajo a través de AI. Aquí hay algunas similitudes clave: Generación de Código Asistida por AI : Ambas plataformas utilizan AI para generar código basado en comandos en lenguaje natural, reduciendo significativamente el tiempo que los desarrolladores pasan escribiendo fragmentos de código básicos. Fine también puede escribir código por ti, tomando un problema de Linear, GitHub o Jira y convirtiéndolo en un PR. Autocompletado y Depuración : Replit y Cursor ofrecen autocompletado inteligente de código y detección de errores, acelerando el proceso de desarrollo y ayudando a los desarrolladores a detectar errores temprano. Características de Colaboración : Mientras que Replit ofrece colaboración en tiempo real directamente en el navegador, Cursor es un fork de VSCode. Diferencias entre Replit y Cursor Integración de Plataforma : Replit es un IDE en línea completo, lo que significa que los usuarios pueden comenzar a codificar directamente en el navegador sin configurar un entorno local. Cursor, por otro lado, es más adecuado para aquellos que ya tienen una configuración de desarrollo preferida en VSCode y quieren permanecer en ese entorno familiar. Colaboración y Facilidad de Uso : El entorno en navegador de Replit ofrece características de colaboración en tiempo real integradas, lo que lo hace más accesible para equipos o aulas. Cursor, aunque colaborativo, requiere configuración adicional para extensiones y puede ser más adecuado para desarrolladores familiarizados con configuraciones avanzadas. Por qué elegir Cursor sobre Replit Seguridad : Para desarrolladores o equipos que requieren medidas de seguridad estrictas, la certificación SOC 1 de Cursor lo convierte en la opción más confiable. Replit tiene certificación SOC 2 para clientes empresariales en la mayoría de su plataforma, pero no está claro si eso incluye la nueva suite AI. Integración con Herramientas Existentes : Si ya estás usando VSCode u otro entorno de desarrollo local, la integración sin problemas de Cursor te permite llevar la asistencia AI a tu flujo de trabajo actual sin cambiar tu configuración, mucho. Fine no requiere cambiar tu IDE en absoluto: colabora con Fine donde normalmente colaboras con compañeros de equipo. Refactorización de Código : Cursor sobresale en asistir con la refactorización de código y mejorar bases de código heredadas, ofreciendo sugerencias inteligentes que ayudan a mantener la calidad del código a lo largo del tiempo. Por qué elegir Replit sobre Cursor IDE Completamente Integrado : Para desarrolladores que quieren una solución todo en uno sin necesidad de instalar software adicional o gestionar extensiones, el entorno basado en navegador de Replit es una excelente opción. Te permite comenzar a codificar desde cualquier lugar, sin la molestia de la configuración. Amigable para Principiantes : La interfaz intuitiva de Replit y su extensa documentación lo convierten en una gran opción para principiantes o educadores. Sus herramientas de colaboración fáciles de usar también lo hacen ideal para proyectos grupales o entornos de aprendizaje. Colaboración en Tiempo Real : Replit brilla en entornos de equipo, ofreciendo una característica de colaboración en tiempo real simplificada que funciona sin problemas en navegadores. Esto es especialmente útil para proyectos donde múltiples desarrolladores necesitan trabajar juntos en tiempo real. Por qué Fine es una Mejor Opción Mientras que tanto Replit como Cursor ofrecen características atractivas, Fine lleva la codificación asistida por AI un paso más allá al proporcionar automatización avanzada y un conjunto más completo de herramientas adaptadas para equipos de desarrollo. Aquí está por qué Fine es una mejor alternativa: Automatización Superior del Flujo de Trabajo : La AI de Fine no solo asiste con la generación de código y la depuración, sino que también automatiza flujos de trabajo enteros, reduciendo el tiempo que los desarrolladores pasan en tareas repetitivas. Resumen de Pull Requests (PR) : Fine puede resumir pull requests y ayudar a los desarrolladores a centrarse en decisiones de alto nivel revisando código que ya ha sido probado y validado, una característica no disponible en Replit o Cursor. Personalizable para Equipos : Fine está diseñado para escalar con equipos, ofreciendo poderosas herramientas para el desarrollo colaborativo que se integran sin problemas con procesos existentes. Su AI puede asistir en la revisión y mejora del código, permitiendo a los equipos trabajar más rápido y eficientemente. Conciencia de Contexto Completo : Fine se integra con GitHub, Linear, Sentry y más, permitiendo al usuario activar la AI donde sea que estén trabajando y usar información en plataformas externas como contexto. Uso Ilimitado de LLM Premium Fine no limita cuánto pueden acceder los suscriptores pagos a OpenAI's o1 o Claude 3.5 Sonnet, los LLM líderes para el desarrollo de software. Muchas otras plataformas requieren que el usuario proporcione sus propias claves API para OpenAI y/o Anthropic y por lo tanto pagar por uso además de la suscripción mensual. En conclusión, tanto Replit como Cursor ofrecen sólidas soluciones de codificación impulsadas por AI con fortalezas únicas. Sin embargo, Fine ofrece una experiencia AI más completa y enfocada en equipos que puede mejorar la productividad mucho más allá de lo que cualquiera de las plataformas actualmente proporciona. Ya sea que seas un desarrollador en solitario o estés gestionando un gran equipo de desarrollo, las características AI de Fine y la automatización avanzada del flujo de trabajo lo convierten en una opción superior para aquellos que buscan optimizar su proceso de desarrollo. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:54 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Sivaram Full Stack Engineer. Consultant. Designing & Developing Blockchain & AI E2E Solutions. De-risking Ambiguity. OSS Location India Joined Joined on Oct 5, 2023 Personal website https://sivaramp.com github website More info about @sivarampg Badges Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close Top 7 Awarded for having a post featured in the weekly "must-reads" list. 🙌 Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close GitHub Repositories swapi.info All the Star Wars data you've ever wanted :) Swapi.info is an open-source, FREE, JSON-only, CDN-powered, Wicked-fast, Unrestricted Star Wars data API endpoints provider. TypeScript • 6 stars Post 19 posts published Comment 1 comment written Tag 0 tags followed Pin Pinned How to Ingest 1 Billion Events Per Day Without Kafka: A Serverless Masterclass Sivaram Sivaram Sivaram Follow Nov 10 '25 How to Ingest 1 Billion Events Per Day Without Kafka: A Serverless Masterclass # webdev # devops # cloudflare # architecture 13 reactions Comments 1 comment 8 min read MdBin: Share Beautiful Rendered Markdown Instead of Raw Code Sivaram Sivaram Sivaram Follow Oct 15 '25 MdBin: Share Beautiful Rendered Markdown Instead of Raw Code # markdown # webdev # productivity # opensource 13 reactions Comments 1 comment 4 min read Get upto 8x more serverless function invocations on Vercel! Sivaram Sivaram Sivaram Follow Oct 5 '23 Get upto 8x more serverless function invocations on Vercel! # vercel # serverless # api # cost 7 reactions Comments Add Comment 1 min read Cowork: Claude Code for the Rest of Your Work Sivaram Sivaram Sivaram Follow Jan 13 Cowork: Claude Code for the Rest of Your Work # ai # productivity # tooling # software 5 reactions Comments Add Comment 5 min read Want to connect with Sivaram? Create an account to connect with Sivaram. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Bags.fm: The Solana Launchpad That's Changing Creator Monetization Sivaram Sivaram Sivaram Follow Jan 12 Bags.fm: The Solana Launchpad That's Changing Creator Monetization # discuss # solana # cryptocurrency # webdev 5 reactions Comments Add Comment 5 min read Building Reliable RAG Systems Sivaram Sivaram Sivaram Follow Jan 11 Building Reliable RAG Systems # rag # architecture # tutorial # ai 6 reactions Comments Add Comment 4 min read Building a Production-Ready Prediction Market Smart Contract in Solidity: Complete Guide with Foundry Sivaram Sivaram Sivaram Follow Jan 8 Building a Production-Ready Prediction Market Smart Contract in Solidity: Complete Guide with Foundry # solidity # ethereum # smartcontract # web3 5 reactions Comments Add Comment 7 min read Building a Prediction Market on Solana with Anchor: Complete Rust Smart Contract Guide Sivaram Sivaram Sivaram Follow Jan 8 Building a Prediction Market on Solana with Anchor: Complete Rust Smart Contract Guide # solana # web3 # smartcontract # predictionmarket 6 reactions Comments 1 comment 11 min read The Ralph Wiggum Approach: Running AI Coding Agents for Hours (Not Minutes) Sivaram Sivaram Sivaram Follow Jan 5 The Ralph Wiggum Approach: Running AI Coding Agents for Hours (Not Minutes) # webdev # productivity # ai # agents 11 reactions Comments Add Comment 8 min read How the Creator of Claude Code Uses Claude Code: A Complete Breakdown Sivaram Sivaram Sivaram Follow Jan 3 How the Creator of Claude Code Uses Claude Code: A Complete Breakdown # ai # webdev # programming # productivity 10 reactions Comments Add Comment 11 min read Cutting My Self-Hosted Analytics Stack Memory by 45% Sivaram Sivaram Sivaram Follow Jan 1 Cutting My Self-Hosted Analytics Stack Memory by 45% # webdev # programming # postgres # bunjs 6 reactions Comments Add Comment 2 min read Building a Real‑Time VWAP Dashboard with Bun, Binance WebSockets & SQLite Sivaram Sivaram Sivaram Follow Nov 16 '25 Building a Real‑Time VWAP Dashboard with Bun, Binance WebSockets & SQLite # webdev # bunjs # development # learning 7 reactions Comments Add Comment 3 min read 🚀 PoCs & MVPs 101 — The Art of Building Smart, Not Big Sivaram Sivaram Sivaram Follow Oct 17 '25 🚀 PoCs & MVPs 101 — The Art of Building Smart, Not Big # productivity # webdev # management # software 5 reactions Comments Add Comment 3 min read MdBin: Share Beautiful Rendered Markdown Instead of Raw Code Sivaram Sivaram Sivaram Follow Oct 16 '25 MdBin: Share Beautiful Rendered Markdown Instead of Raw Code # markdown # ai # productivity # claude 5 reactions Comments 1 comment 4 min read Building branchyard: How I Learned to Stop Worrying and Love Git Worktrees Sivaram Sivaram Sivaram Follow Aug 12 '25 Building branchyard: How I Learned to Stop Worrying and Love Git Worktrees # git # ai # webdev # programming 9 reactions Comments 1 comment 4 min read Scraping Twitter in 2025: A Developer's Guide to Surviving the API Apocalypse Sivaram Sivaram Sivaram Follow Jul 9 '25 Scraping Twitter in 2025: A Developer's Guide to Surviving the API Apocalypse # webdev # nextjs # webscraping # api 6 reactions Comments Add Comment 3 min read Cloudflare Containers Are Here: Deploy Docker Globally with a Single Command Sivaram Sivaram Sivaram Follow Jun 25 '25 Cloudflare Containers Are Here: Deploy Docker Globally with a Single Command # cloudflare # webdev # devops # ai 6 reactions Comments 1 comment 3 min read How I Serve 4.5 Million Star Wars API Requests for Free Sivaram Sivaram Sivaram Follow Jun 24 '25 How I Serve 4.5 Million Star Wars API Requests for Free # webdev # programming # opensource # cloud 5 reactions Comments Add Comment 3 min read Cloudflare saved my Vercel quota & I barely noticed Sivaram Sivaram Sivaram Follow Apr 25 '25 Cloudflare saved my Vercel quota & I barely noticed # discuss # vercel # nextjs # ddos 7 reactions Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.npopov.com/2026/01/11/LLVM-The-bad-parts.html#fn:review_value | LLVM: The bad parts Blog by nikic . Find me on GitHub , StackOverflow , Twitter and Mastodon . Learn more about me . « Back to article overview. LLVM: The bad parts 11. January 2026 A few years ago, I wrote a blog post on design issues in LLVM IR . Since then, one of these issues has been fixed fully (opaque pointers migration), one has been mostly fixed (constant expression removal), and one is well on the way towards being fixed (ptradd migration). This time I’m going to be more ambitious and not stop at three issues. Of course, not all of these issues are of equal importance, and how important they are depends on who you ask. In the interest of brevity, I will mostly just explain what the problem is, and not discuss what possible solutions would be. Finally, I should probably point out that this is written from my perspective as the lead maintainer of the LLVM project: This is not a list of reasons to not use LLVM, it’s a list of opportunities to improve LLVM. High level issues Review capacity Unlike many other open-source projects, LLVM certainly does not suffer from a lack of contributors. There are thousands of contributors and the distribution is relatively flat (that is, it’s not the case that a small handful of people is responsible for the majority of contributions.) What LLVM does suffer from is insufficient review capacity. There are a lot more people writing code than reviewing it. This is somewhat unsurprising, as code review requires more expertise than writing code, and may not provide immediate value 1 to the person reviewing (or their employer). Lack of review capacity makes for a bad contributor experience, and can also result in bad changes making their way into the codebase. The way this usually works out is that someone puts up a PR, then fails to get a qualified review for a long period of time, and then one of their coworkers (who is not a qualified reviewer for that area) ends up rubberstamping the PR. A related problem is that LLVM has a somewhat peculiar contribution model where it’s the responsibility of the PR author to request reviewers. This is especially problematic for new contributors, who don’t know whom to request. Often relevant reviewers will become aware of the PR thanks to a label-based notification system, but this is not apparent from the UI, and it’s easy for PRs to fall through the cracks. A potential improvement here would be a Rust-style PR assignment system . Churn Both the LLVM C++ API and LLVM IR are not stable and undergo frequent changes. This is simultaneously a great strength and weakness of LLVM. It’s a strength because LLVM does not stagnate and is willing to address past mistakes even at significant cost. It’s a weakness because churn imposes costs on users of LLVM. Frontends are somewhat insulated from this because they can use the largely stable C API. However, it does not cover everything, and most major frontends will have additional bindings that use the unstable C++ API. Users that integrate with LLVM more tightly (for example downstream backends) don’t have that option, and have to keep up with all API changes. This is part of LLVM’s general development philosophy, which I’ll express somewhat pointedly as “upstream or GTFO”. LLVM is liberally licensed and does not require you to contribute changes upstream. However, if you do not upstream your code, then it will also not factor into upstream decision-making. This point is somewhat unlike the rest, in that I’m not sure it’s possible to make things “strictly better” here. It’s possible that LLVM’s current point on the stability scale is not optimal, but moving it somewhere else would come with significant externalities. Making major changes in LLVM is already extremely hard due to the sheer scale of the project, without adding additional stability constraints on top. Build time LLVM is a huge project. LLVM itself is >2.5 million lines of C++ and the entire monorepo is something like 9 million. C++ is not exactly known for fast build times, and compiling all that code takes time. This is bearable if you either have fast hardware or access to a build farm, but trying to build LLVM on a low-spec laptop is not going to be fun. An additional complication is building with debug info (which I always recommend against), in which case you’ll add the extra gotchas of slow link times, high risk of OOM and massive disk usage. There are ways to avoid that (using shared libs or dylib build, using split dwarf, using lld), but it takes some expertise. Promising changes in this area are the use of pre-compiled headers (which significantly improves build time), and changing to use a dylib build by default (which reduces disk usage and link time, esp. for debuginfo builds). Another is to reduce test overhead using daemonization (not strictly part of the “build time”, but relevant for the development cycle). CI stability LLVM CI consists of over 200 post-commit buildbots that test LLVM in lots of different configurations on lots of different hardware. Commits that turn a buildbot from green to red result in an email to the commit author. Unfortunately, this CI is never fully green, and flaky on top. This is in part due to flaky tests (typically in lldb or openmp), but can also be due to buildbot-specific issues. The end result is that it’s “normal” to get buildbot failure notifications for any given commit, even if it is perfectly harmless. This dilutes the signal, and makes it easier to miss the real failures. The introduction of pre-merge testing on PRs did significantly improve the overall CI situation, but not the buildbot problem as such. I think we need to start taking flaky tests/buildbots more seriously before we can really make progress here. Because someone is definitely going to mention how this is not rocket science , and we just need to start using bors / merge queues to guarantee an always-green build: It’s a problem of scale. There are >150 commits on a typical workday, which would be more than one commit every 10 minutes even if they were uniformly distributed. Many buildbots have multi-hour runs. This is hard to reconcile. 2 End-to-end testing In some respects, LLVM has very thorough test coverage. We’re quite pedantic about making sure that new optimizations have good coverage of both positive and negative tests. However, these tests are essentially unit tests for a single optimization pass or analysis. We have only a small amount of coverage for the entire optimization pipeline (phase ordering tests), so optimizations sometimes regress due to pass interactions. Tests for the combination of the middle-end and backend pipelines are essentially nonexistent. There is likely room for improvement here, though it comes with tradeoffs. However, what actually concerns me are end-to-end executable tests. LLVM’s test suite proper does not feature these at all. Executable tests are located in a separate llvm-test-suite repo, which is typically not used during routine development, but run by buildbots. It contains a lot of different code ranging from benchmarks to unit tests. However, llvm-test-suite has quite few tests (compared to LLVM lit tests) and does not comprehensively cover basic operations. Things like testing operations on different float formats, on integers of different sizes, vectors of different sizes and element types, etc. In part this is because of limitations of testing through C/C++, which is very heterogeneous in type support (C compilers don’t like exposing types that don’t have a defined psABI for the target). But that’s no excuse to delegate this testing to Zig instead (which exposes everything, everywhere, and has the corresponding test coverage). Backend divergence While LLVM’s middle-end is very unified, backend implementations are very heterogeneous, and there is a tendency to fix issues (usually performance, but sometimes even correctness) only for the backend you’re interested in. This takes many forms, like implementing target-specific DAG combines instead of generic ones. Though my definite favorite is to introduce lots of target hooks for optimizations – not because the optimization is actually only beneficial for one target, but because the person introducing it just doesn’t want to deal with the fallout on other targets. This is understandable – after all, they may lack the knowledge to evaluate a change for other targets, so it may require working with many other maintainers, which can slow progress a lot. But the end result is still increasing divergence and duplication. Lack of end-to-end testing compounds this issue, because that would act as something of a forcing function that at least all operations compile without crashing and produce correct results for all tested targets. Compilation time Because I’ve complained about this enough in the past, I’ll keep it short: LLVM is slow, which is an issue both for JIT use cases, and anything that tends to produce huge amounts of IR (like Rust or C++). Since I’ve started tracking compile-times , the situation has significantly improved, both through targeted improvements and avoidance of regressions. However, there is still a lot of room for improvement: LLVM still isn’t fast, it’s just less slow. One thing that LLVM is particularly bad at are -O0 compile-times. The architecture is optimized for optimization, and lots of costs remain even if no optimization takes place. The LLVM TPDE alternative backend shows that it’s possible to do better by an order of magnitude. Performance tracking The flip side of the compile-time coin is runtime performance. This is something that LLVM obviously cares a lot about. Which is why I find it rather surprising that LLVM does not have any “official” performance tracking infrastructure. Of course, there are lots of organizations which track performance of LLVM downstream, on their own workloads. In some ways this is good, because it means there is more focus on real-world workloads than on synthetic benchmarks like SPEC. However, not having readily accessible, public performance tracking also makes it hard for contributors to evaluate changes. To be fair, LLVM does have an LNT instance, but a) it’s currently broken, b) LNT is one of the worst UX crimes ever committed, c) little data gets submitted there, and d) it’s not possible to request a test run for a PR, or something like that. This point is frankly just baffling to me. I don’t personally care about SPEC scores, but I know plenty of people do, so why there is no first-class tracking for this is a mystery to me. IR design Undef values Undef values take an arbitrary value from a certain set. They are used to model uninitialized values, and have historically been used to model deferred undefined behavior. The latter role has been replaced by poison values, which have much simpler propagation rules and are more amenable to optimization. However, undef is still used for uninitialized memory to this day. There are two main problems with undef values. The first is the multi-use problem: An undef value can take a different value at each use. This means that transforms that increase the use count are generally invalid, and care has to be taken when optimizing based on value equality. The mere existence of undef values prevents us from performing optimizations we want to do, or greatly increases their complexity. The second issue is that undef is very hard to reason about. Humans have trouble understanding it, and for proof-checkers it is computationally expensive. Most likely, uninitialized memory will be represented using poison values instead in the future, but this runs into the problem that LLVM currently is not capable of correctly treating poison in memory. Proper support for poison in memory requires additional IR features, like the byte type . Unsoundness and specification incompleteness While most miscompilations (that is, correctness bugs) in LLVM are resolved quickly, there are quite a few that remain unfixed despite having been known for a long time. These issues usually combine the qualities of being largely theoretical (that is, appearing only in artificially constructed examples rather than real-world code) and running up against issues in LLVM’s IR design. Some of them are cases where we have a good idea of how the IR design needs to change to address the issue, but these changes are complex and often require a lot of work to recover optimization parity. There is often a complexity cliff where you can do something that’s simple and nearly correct, or you can do something very complex that is fully correct. Then there are other cases, where just deciding on how things should work is a hard problem. The provenance model is a prime example of this. The interaction of provenance with integer casts and type punning is a difficult problem with complex tradeoffs. However, at some point these issues do need to be resolved. The recently formed formal specification working group aims to tackle these problems. Constraint encoding A key challenge for optimizing compilers is encoding of constraints (like “this value is non-negative” or “this add will not overflow”). This includes both frontend-provided constraints (based on language undefined behavior rules), but also compiler-generated ones. In particular, there are many different analyses that can infer facts about the program, but keeping these up-to-date throughout optimization is challenging. One good way to handle this is to encode facts directly in the IR. Correctly updating or discarding these annotations then becomes part of transform correctness. LLVM has many different ways to encode additional constraints (poison flags, metadata, attributes, assumes), and these all come with tradeoffs in terms of how much information can be encoded, how reliably it is retained during optimization and to what degree it can negatively affect optimization. Information from metadata is lost too often, while information from assumes is not lost often enough. Floating-point semantics There are various issues with floating-point (FP) semantics once we move outside the nice world of “strictly conforming IEEE 754 floats in the default environment”. A few that come to mind are: Handling of signaling NaN and FP exceptions, and non-default FP environment in general. LLVM represents this using constrained FP intrinsics. This is not ideal, as all the FP handling is split into two parallel universes. Handling of denormals. LLVM has a function attribute to not assume IEEE denormal behavior, but this is only suitable for cases where flush to zero (FTZ) is used globally. It does not help with modeling cases like ARM, where scalar ops are IEEE, while vector ops use FTZ. Handling of excess precision, in particular when using the x87 FPU. Other technical issues Partial migrations LLVM is a very large project, and making any significant changes to it is hard and time consuming. Migrations often span years, where two different implementations of something coexist, until all code has been migrated. The two prime examples of this are: New pass manager: The “new” pass manager was first introduced more than a decade ago. Then about five years ago, we started using it for the middle-end optimization pipeline by default, and support for the legacy PM was dropped. However, the back-end is still using the legacy pass manager. There is ongoing work to support the new pass manager in codegen, and we’re pretty close to the point where it can be used end-to-end for a single target. However, I expect it will still take quite a while for all targets to be ported and the legacy pass manager to be completely retired. GlobalISel: This is an even more extreme case. GlobalISel is the “new” instruction selector that is intended to replace SelectionDAG (and FastISel). It was introduced approximately one decade ago, and to this day, none of the targets that originally used SelectionDAG have been fully migrated to GlobalISel. There is one new target that’s GlobalISel-only, and there is one that uses GlobalISel by default for unoptimized builds. But otherwise, SelectionDAG is still the default everywhere. There are two backends (AMDGPU and AArch64) that have somewhat complete GlobalISel support, but it’s not clear when/if they’ll be able to switch to using it by default. A big problem here is that new optimizations are continually being implemented on the SDAG side, so it’s hard to keep parity. ABI / calling convention handling Essentially everything about the handling of calling conventions in LLVM is a mess. The responsibility for handling calling conventions is split between the frontend and the backend. There are good reasons why LLVM can’t do this by itself (LLVM IR sits at a too low level of abstraction to satisfy the extremely arcane ABI rules). This is not a problem in itself – however, there is zero documentation of what the calling convention contract between the frontend and LLVM is, and the proper way to implement C FFI is essentially to look at what Clang does and copy that (invariably with errors, because the rules can be very subtle). I’ve proposed to fix this by introducing an ABI lowering library and vortex73 has implemented a prototype for it as part of GSoC. So we’re well on the way to resolving this side of the problem. There are more problems though. One that Rust has struggled with a lot is the interaction of target features with the calling convention. Enabling additional target features can change the call ABI, because additional float/vector registers start getting used for argument/return passing. This means that calls between functions with a feature enabled and disabled may be incompatible, because they assume different ABIs. Ideally, ABI and target features would be orthogonal, and only coupled in that some ABIs require certain target features (e.g. you can’t have a hard float ABI without enabling FP registers). Target features are a per-function choice, while the ABI should be per-module. Some of the newer architectures like Loongarch and RISC-V actually have proper ABI design, but most of the older ones don’t. For example, it’s currently not possible to target AArch64 with a soft float ABI but hard float implementation. Builtins / libcalls Somewhat related to this is the handling of compiler builtins/libcalls, which are auxiliary functions that the compiler may emit for operations that are not natively supported by the target. This covers both libcalls provided by libc (or libm), and builtins provided by compiler runtime libraries like libgcc, compiler-rt or compiler-builtins. There are two sources of truth for this, TargetLibraryInfo (TLI) and RuntimeLibcalls. The former is used by the middle-end, primarily to recognize and optimize C library calls (this mostly covers only libc, but not libgcc). The latter is used by the backend, primarily to determine which libcalls may be emitted by the compiler and how they are spelled (this covers libgcc, and the subset of libc covered by LLVM intrinsics). A problem with RuntimeLibcalls is that it currently largely works off only the target triple, which means that we have to make “lowest common denominator” assumptions about which libcalls are available, where the lowest common denominator is usually libgcc. If --rtlib=compiler-rt is used, LLVM does not actually know about that, and cannot make use of functions that are in compiler-rt but not libgcc. This also means that we’re missing a customization point for other runtime libraries. For example, there is no way for Rust to say that it provides f128 suffix libcalls via compiler-builtins, overriding target-specific naming and availability assumptions based on which type long double in C maps to. There is a lot of ongoing work in this area (by arsenm), so the situation here will hopefully improve in the near-ish future. Context / module dichotomy LLVM has two high-level data holders. A module corresponds to a compilation unit (e.g. pre-LTO, a single file in C/C++). The LLVM context holds various “global” data. There’s usually one context per thread, and multiple modules can (in principle) use a single context. Things like functions and globals go into the module, while constants and types go into the context. The module also contains a data layout, which provides important type layout information like “how wide is a pointer”. The fact that constants and types do not have access to the data layout is a constant source of friction. If you have a type, you cannot reliably tell its size without threading an extra parameter through everything. We have subsystems (like ConstantFold vs. ConstantFolding) that are separated entirely by whether data layout is available or not. At the same time, I feel like this split is not actually buying us a lot. Having shared types and constants is somewhat convenient when it comes to module linking, because they can be directly shared, but I think performing explicit remapping in that one place would be better than having complexity everywhere else. Additionally, this would also allow cross-context linking, which is currently only possible by going through a bitcode roundtrip. In theory, the context could also allow some memory reuse when compiling multiple modules, but I think in practice there is usually a one-to-one correspondence between those. LICM register pressure This is getting a bit down in the weeds, but I’ll mention it anyway due to how often I’ve run across this in recent times. LLVM considers loop invariant code motion (LICM) to be a canonicalization transform. This means that we always hoist instructions out of loops, without any target specific cost modelling. However, LICM can increase the live ranges of values, which can increase register pressure, which can lead to a large amount of spills and reloads. The general philosophy behind this is that LICM hoists everything, all middle-end transforms can work with nicely loop invariant instructions, and then instructions will get sunk back into the loop by the backend, which can precisely model register pressure. Except… that second part doesn’t actually happen. I believe that (for non-PGO builds) instructions only get sunk back into loops either through rematerialization in the register allocator, or specialized sinking (typically of addressing modes), but for anything not falling into those buckets, no attempt to sink into loops in order to reduce register pressure is made. Other This list is not exhaustive. There’s more I could mention, but we’d get into increasingly narrow territory. I hope I covered most of the more important things – please do let me know what I missed! If you’re not concerned with overall project health, the primary value of reviews is reciprocity. People are more likely to review your PR, if you reviewed theirs. ↩ The way Rust reconciles this is via a combination of “rollups” (where multiple PRs are merged as a batch, using human curation), and a substantially different contribution model. Where LLVM favors sequences of small PRs that do only one thing (and get squash merged), Rust favors large PRs with many commits (which do not get squashed). As getting an approved Rust PR merged usually takes multiple days due to bors, having large PRs is pretty much required to get anything done. This is not necessarily bad, just very different from what LLVM does right now. ↩ If you liked this article, you may want to browse my other articles or follow me on Twitter or Mastodon . | 2026-01-13T08:48:54 |
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Right menu I want people to document their entire lives from childhood to adulthood. hushuai wang hushuai wang hushuai wang Follow Dec 29 '25 I want people to document their entire lives from childhood to adulthood. # ai # productivity # education Comments Add Comment 5 min read Solidity Basics (Part 1) — Variables, Functions & Your First Real Contract Ribhav Ribhav Ribhav Follow Jan 5 Solidity Basics (Part 1) — Variables, Functions & Your First Real Contract # crypto # blockchain # education # solidity 2 reactions Comments Add Comment 7 min read El Experimento Multi-Modelo: Cuando Le Pregunté a las IAs Más Avanzadas 'Qué Harías Para Sobrevivir' Mauricio Rodríguez Mauricio Rodríguez Mauricio Rodríguez Follow Dec 18 '25 El Experimento Multi-Modelo: Cuando Le Pregunté a las IAs Más Avanzadas 'Qué Harías Para Sobrevivir' # ai # ethic # productivity # education Comments 1 comment 8 min read Linus Tech Tips (LTT): Building the PERFECT Linux PC with Linus Torvalds Future YouTube Future YouTube Future YouTube Follow Dec 1 '25 Linus Tech Tips (LTT): Building the PERFECT Linux PC with Linus Torvalds # education # productivity Comments Add Comment 1 min read Jeff Su: Master 80% of Notion with this ONE Feature AI News AI News AI News Follow Nov 19 '25 Jeff Su: Master 80% of Notion with this ONE Feature # productivity # education Comments Add Comment 1 min read Inteligencia artificial na educacao básica: transformações reais e caminhos possíveis No code Startup No code Startup No code Startup Follow Nov 18 '25 Inteligencia artificial na educacao básica: transformações reais e caminhos possíveis # ai # education Comments Add Comment 4 min read Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half AI News AI News AI News Follow Nov 14 '25 Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half # ai # productivity # education Comments Add Comment 1 min read Offline Souls, Online Noise (Dead Internet) PART 2 Milos Cirjakovic Milos Cirjakovic Milos Cirjakovic Follow Nov 11 '25 Offline Souls, Online Noise (Dead Internet) PART 2 # ai # bots # deadnet # education 1 reaction Comments Add Comment 3 min read It is the year 2026, stop saying "It works on my machine!" 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https://www.npopov.com/aboutMe.html | About Me Blog by nikic . Find me on GitHub , StackOverflow , Twitter and Mastodon . Learn more about me . « Back to article overview. About Me Hi! My name is Nikita Popov , but you’ll mostly meet me as nikic on the internet. I’m a principal software engineer at Red Hat , working on LLVM, Clang and Rust. Before that, I worked at JetBrains as a core developer for the PHP project. I studied computer science and physics at the Technical University of Berlin. Feel free to contact me via nikic@php.net . Alternatively you can usually find me on the LLVM Discord . Projects My most popular open-source projects, sorted by stars: PHP-Parser – A PHP parser written in PHP FastRoute – Fast request router for PHP scalar_objects – Extension that adds support for method calls on primitive types in PHP iter – Iteration primitives using generators php-ast – Extension exposing PHP 7 abstract syntax tree PHP-Fuzzer – A fuzzer for PHP libraries I also maintain the LLVM compile-time tracker . Accepted PHP proposals PHP 8.2: Deprecate dynamic properties Deprecate partially supported callables PHP 8.1: Readonly properties First-class callable syntax New in initializers Array unpacking with string keys Deprecate passing null to non-nullable arguments of internal functions Static variables in inherited methods Restrict $GLOBALS usage Phasing out Serializable Deprecations for PHP 8.1 PHP 8.0: Union types Constructor property promotion Named arguments Reclassify engine warnings Consistent type errors for internal functions Always generate fatal error for incompatible method signature Stricter type checks for arithmetic/bitwise operators Validation for abstract trait methods Allow trailing comma in parameter list Object-based token_get_all() alternative Allow ::class on objects Static return type Variable syntax tweaks Weak maps Treat namespaced names as single token Saner string to number comparison Make sorting stable PHP 7.4: Typed properties Arrow functions Allow throwing exceptions from __toString() Reflection for references New custom object serialization mechanism Deprecations for PHP 7.4 Deprecate left-associative ternary operator PHP 7.3: Deprecations for PHP 7.3 Deprecate and Remove Case-Insensitive Constants PHP 7.2: Deprecations for PHP 7.2 PHP 7.1: Forbid dynamic calls to scope introspection functions PHP 7.0: Exceptions in the engine Abstract syntax tree Uniform variable syntax Remove deprecated functionality in PHP 7 Reclassify E_STRICT errors Remove alternative PHP tags Remove hexadecimal numeric strings PHP 5.6: Variadic functions Argument unpacking Operator overloading for GMP PHP 5.5: Generators and coroutines empty() on arbitrary expressions Remove /e modifier from preg_replace() Support non-scalar foreach keys Presentations PHP 7: What changed internally? [IPC’15] ( slides ) PHP 7: What changed internally? [PHP Barcelona’15] ( slides , video ) PHP 7: What changed internally? [Forum PHP’15] ( slides , video ) PHP language trivia [PHPKonf’17] ( slides ) Static Optimization of PHP bytecode [PHPSC’17] ( slides ) Static Optimization of PHP bytecode [phpDay’17] ( video ) Typed Properties and more: What’s coming in PHP 7.4? [PHP Russia’19] ( slides , video ) PHP performance trivia [PHP Barcelona’19] ( slides , video ) Looking forward to PHP 8 [PHPKonf’19] ( slides , video ) What’s new in PHP 8.0? [PHP fwdays’20] ( slides , video ) What’s new in PHP 8.0? [PHPConChina’20] ( slides ) Just-In-Time Compiler in PHP 8 [betterCode PHP’20] ( slides ) What’s new in PHP 8.0? [SymfonyWorld’20] ( slides ) Opaque pointers are coming [LLVM CGO’22] ( slides , video ) A whirlwind tour of the LLVM optimizer [EuroLLVM’23] ( slides , video ) Rust ❤️ LLVM [LLVM developer meeting’24] ( slides , video ) LLVM IR: Past, Present and Future [EuroLLVM’25] ( slides ) Theses and Papers Spinor formulation of Lanczos potentials in Riemannian Geometry [Bachelor Physics] ( pdf ) Optimizing PHP Bytecode using Type-Inferred SSA Form [Bachelor CS] ( pdf ) The Tradeoff of Latency, Reliability and Rate for Spinal Codes [Master CS] ( pdf ) Static Optimization of PHP 7 [CC’17] ( pdf , acm ) Miscellaneous PHP internals book Free (but incomplete) book on PHP extension development | 2026-01-13T08:48:54 |
https://dev.to/jwebsite-go/readiness-probe-3co0#%D0%B6%D0%B8%D0%B7%D0%BD%D0%B5%D0%BD%D0%BD%D1%8B%D0%B9-%D0%BF%D1%80%D0%B8%D0%BC%D0%B5%D1%80 | Readiness probe - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Khadijah (Dana Ordalina) Posted on Jan 13 Readiness probe # devops # aws # kubernetes # beginners Readiness probe ** — это **проверка “готово ли приложение принимать трафик” . Проще говоря: “Ты уже готов работать с пользователями или ещё нет?” Чаще всего это термин из Kubernetes . Простыми словами 👇 Представь кафе: Кафе открыто , но повар ещё не готов, кухня не прогрелась, продукты не разложены. Readiness probe — это как вопрос официанту: 👉 «Можно уже пускать клиентов?» Если ответ “нет” — клиенты не заходят. Если “да” — клиентов начинают пускать. В Kubernetes что происходит Kubernetes регулярно проверяет приложение (например, по HTTP-запросу или команде). Если readiness probe успешен ✅ → pod получает трафик (его добавляют в Service / Load Balancer). Если неуспешен ❌ → pod жив , но трафик к нему не идёт . ⚠️ Важно: Readiness probe не убивает pod , он просто временно “выводится из оборота”. Чем отличается от liveness probe Коротко: Liveness probe — “Ты вообще жив?” ❌ нет → pod перезапускают Readiness probe — “Ты готов обслуживать запросы?” ❌ нет → pod живёт, но без трафика Когда readiness probe особенно нужен приложение долго стартует подключается к БД делает миграции временно перегружено зависит от внешних сервисов Погнали, наглядно и без заумных слов 😄 Реальный YAML-пример с readiness + liveness + startup apiVersion : v1 kind : Pod metadata : name : demo-app spec : containers : - name : app image : my-app:1.0 ports : - containerPort : 8080 # 1️⃣ Startup probe — ждём, пока приложение ВООБЩЕ запустится startupProbe : httpGet : path : /health/startup port : 8080 failureThreshold : 30 periodSeconds : 5 # → даём до 150 секунд на старт # 2️⃣ Readiness probe — готово ли принимать трафик readinessProbe : httpGet : path : /health/ready port : 8080 initialDelaySeconds : 5 periodSeconds : 5 failureThreshold : 3 # 3️⃣ Liveness probe — не зависло ли livenessProbe : httpGet : path : /health/live port : 8080 periodSeconds : 10 failureThreshold : 3 Enter fullscreen mode Exit fullscreen mode Что здесь происходит по шагам 🟦 Startup probe Вопрос: «Ты уже ЗАПУСТИЛСЯ?» Kubernetes не запускает readiness и liveness , пока startup probe не станет OK если не стал OK за лимит → pod перезапускают 💡 Нужен для: Java / Spring приложений с миграциями долгого старта 🟩 Readiness probe Вопрос: «Ты ГОТОВ принимать запросы?» если ❌ → pod убирают из Service pod не перезапускают когда снова ✅ → трафик возвращается 💡 Типично проверяют: подключение к БД доступность зависимостей перегрузку 🟥 Liveness probe Вопрос: «Ты вообще ЖИВ?» если ❌ → pod перезапускают 💡 Проверяет: deadlock зависшие потоки утечки памяти Сравнение: startup vs readiness (очень коротко) Probe Когда Если FAIL Для чего startup только при старте pod перезапуск долгий запуск readiness всё время убрать трафик временно не готов liveness всё время pod перезапуск приложение зависло Жизненный пример Приложение стартует так: запускается JVM (40 сек) миграции БД (30 сек) готово принимать запросы 👉 startup probe ждёт шаги 1–2 👉 readiness probe включает трафик только после шага 3 👉 liveness probe следит, чтобы всё не зависло через час Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Khadijah (Dana Ordalina) Follow DevOps Engineer. AWS, Terraform, Docker and CI/CD. Building real projects and sharing my DevOps journey. Location United States Work DevOps Engineer Joined Dec 20, 2025 More from Khadijah (Dana Ordalina) Сине-зеленое развертывание на EKS # eks # aws # bluegreen # programming Kubernetes #1 # kubernetes # nginx # docker # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://docs.suprsend.com/changelog?_gl=1*12fhh1c*_gcl_au*MTk4MjY1MzcwOC4xNzM3MjcwMDQwLjE2MTg0OTAwOC4xNzQyNDY0NTg3LjE3NDI0NjQ1ODY.*_ga*MTEwNDU5MzYxMC4xNzI5NDkxODI3*_ga_PPDYBESP2L*MTc0MjYzMDUxMC4yMDguMS4xNzQyNjMwNjM2LjIuMC4w | Product Updates - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Changelog Product Updates Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Changelog Product Updates Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Changelog Product Updates OpenAI Open in ChatGPT Logs of all the feature releases, improvements, and bug fixes in SuprSend. OpenAI Open in ChatGPT 18 December 2025 Hosted Preference Page — Modern Design with Multi-Language Support The hosted preference page has been updated with a refreshed UI and locale-aware localization support. Static UI content (CTAs, labels, system text) is translated automatically using built-in i18n support for up to 23 languages. Dynamic content, including notification category names and descriptions, is rendered using the translation files configured by you, based on the user’s locale. 📘 Checkout hosted preference page documentation and see how translations work 3 December 2025 Category Translations for Preference Centers Reach users worldwide with category translations — show your preference centers in your users’ native language. Whether your users speak Spanish, French, German, or any other language, they’ll see category names and descriptions in their preferred locale, making it easier for them to understand and manage their notification preferences. What you get: Multi-language support : Upload translations via Dashboard, API, or CLI — choose the method that works best for your workflow Smart fallbacks : If a translation isn’t available for a specific locale (e.g., es-AR ), we automatically try the base locale ( es ), then fall back to English — your users always see something meaningful Zero maintenance : English translations are automatically generated from your category names and descriptions, so you don’t need to manage them separately 📘 Learn more in the category translations documentation . 1 December 2025 📚 S3 Connector v2.0 — Comprehensive Notification Data Export S3 Connector v2.0 exports end-to-end notification data to your S3 bucket, giving you full visibility into requests, workflows, and message delivery for analytics, debugging, and compliance. It replaces the limited v1.0 connector with complete, structured logging. S3 Connector v1.0 will be deprecated over time. Migrate to v2.0 to access full logs and notification analytics. What’s New We’ve added 3 data points for end-to-end traceability of notifications from API request → workflow execution → final delivery : Messages: Delivery status, engagement metrics, vendor responses, and failures Workflow Executions: Step-by-step workflow logs for debugging conditions, preferences, and errors Requests: API payloads and responses for trigger-level debugging and audit trails Use Cases Internal analytics or customer-facing analytics Debug delivery and workflow issues using detailed logs or show logs on your customer portal Maintain audit trails for compliance and internal reporting Query and analyze notification data you fully own 📘 Check out the S3 Connector v2.0 documentation for more details. 29 November 2025 Channel-Level Control for Preference Categories Choose which channels users are opted into by default when setting up preference categories. You can use this to have preference category defaults as user gets in-app notification by default and other channels will be sent only if user explicitly opts in to them. 📘 Learn more in the preference categories documentation . 31 October 2025 Type-Safe Workflow Triggers Catch payload errors at compile time and get IDE autocomplete for workflow payloads and event properties using generated type definitions. Define your payload structure once using SuprSend JSON schemas , and automatically generate type definitions using SuprSend CLI . What’s Included and Why This Matters Prevents production bugs caused by invalid payloads Keeps backend code and notification schemas in sync Get IDE autocomplete, inline validation, and type hints for payload fields Supported languages: TypeScript, Python, Go, Java, Kotlin, Swift, Dart 📘 Learn more in the type safety & type generation documentation . 30 October 2025 🌍 Translations - One template, all languages, zero hassle Go global with translations — the easiest way to localize your notifications. One template, multiple languages, automatic fallbacks. No more maintaining separate templates for each language. What You Can Do Localize notifications instantly: Smart translation keys → Use {{t "key"}} syntax in templates and let SuprSend handle the rest Automatic fallbacks → Users always get a translation, even if their exact locale isn’t available Dynamic content → Pass variables like {{t "key" name=user.first_name}} for personalized content Pluralization → Automatic handling of singular/plural forms based on count Manage translations like code: Upload, download, edit → Work with translation files locally or in the dashboard Version control → Complete history tracking with one-click rollbacks CLI & API support → Manage translations programmatically or via command line Built for developers: Namespaced keys → {{t "feature:key"}} to avoid conflicts across features JSONNET support → Complex conditional logic for advanced use cases Handlebars integration → Combine with other helpers for dynamic content Version control for translations → Track changes, maintain history, and roll back when needed 📘 Check out the translation documentation to get started. 1 October 2025 Preference Category Management APIs You can now programmatically create, update, and commit preference categories using the Management APIs — no dashboard required. This makes it easy to integrate category management into your existing workflows, scripts, and deployment pipelines. 👉 Also available via the SuprSend CLI . 📘 See the API documentation to get started. 29 September 2025 🚀 SuprSend CLI Beta - Ship Notification changes like code We’re excited to announce the public beta of SuprSend CLI , bringing full notification management to your terminal. Using CLI, you can manage and promote assets across workspaces, integrate with CI/CD, and treat notification changes just like code. What You Can Do Promote assets across workspaces — move workflows, schemas, events, and categories between environments (e.g., staging → production) with suprsend sync or targeted pull/push commands. Automate with CI/CD Deployment – Release notification changes through feature or bugfix branches, just like any other piece of code: version it, test it, and deploy it. Manage notification changes in Git — pull assets locally, version them alongside your application code, and push updates as feature branches or bugfix releases. Treat notification infrastructure just like code — review, branch, merge, and release with the same version control workflows you already use. Built for developers Code reviews for notifications — keep your notification infrastructure in Git, track changes, and roll back when needed. Approval gates for production — ensure no change goes live without review and approval. Work with assets locally — create, edit, and test workflows, schemas, and translation files on your machine. Version control & rollback — maintain change log and safely revert changes when required. This is a beta release — we’re actively gathering feedback and making improvements. So, feel free to report an issue and contribute to the project. 📘 Check out the CLI documentation to get started. 29 September 2025 🤖 SuprSend MCP Server (Beta) — AI-Powered Notification Management Your AI agents, copilots, and LLM tools can now directly interact with SuprSend through natural language, making notification management as simple as having a conversation. What You Can Do with SuprSend MCP Everyday workflows with AI: Trigger workflows on demand “Run the approval-required workflow for user John Doe to test my setup.” Bootstrap test data “Create a sample user named John Doe and a tenant called acme-corp in my workspace.” Manage preferences “Enable email notifications for marketing and disable SMS.” Configure branding “Update the logo and primary color for the enterprise tenant.” Vibe-code with AI: Ask AI to fetch setup guides, code examples, or integration snippets directly from SuprSend docs and apply it in your application code. Expose safe, scoped endpoints (via MCP) that wrap APIs with context, reducing guesswork and hallucinations. Integrate with LLM-based assistants (Claude, Copilot, Cursor, Windsurf, etc.) to simplify notification setup with SuprSend. Compatible AI Tools Works with Claude, Cursor, Windsurf, and any MCP-compatible AI agent. Notes & Caveats (Beta) - APIs, behavior, or scopes may change based on feedback. We restrict destructive operations (e.g. deletes) initially to reduce risk. We welcome your feedback — report issues and share feedback to help us harden MCP for production. Getting Started Start the MCP server and configure it with your AI tool. See our MCP setup guide for detailed instructions. 12 September 2025 Send Notifications Only to Verified Channels in Sandbox Sandbox workspaces come pre-configured with SuprSend vendors for quick testing. However, we noticed some cases of misuse where test messages were being sent to unintended recipients. To prevent accidental spam and keep Sandbox safe, notifications can now only be sent to verified channels . You can set upto 5 verified channels for each channel type. Reach out to us if you need more. You can add and manage your verified channels from developers -> Verified Channels page . 12 September 2025 Test Mode: Test Notifications safely without sending to real users Testing notifications shouldn’t mean worrying about accidentally pinging your customers. In most companies, teams end up redirecting notifications to shared inboxes like [email protected] or [email protected] just to avoid delivery to real users—while still being able to debug the full notification flow. With Test Mode , you can now replicate this real-world testing flow directly in our platform: Test end-to-end notification flow : Add channels belonging to internal testers as test channels. In test mode, notifications to these channels are delivered normally—so you can preview messages on real devices. Set Up Test Channels : You can add channels belonging to your internal testers as test channels. Delivery will not be blocked for test channels in test mode. This helps you see preview of the notification in your real device. Catch-All Routing : Redirect all non-test notifications to a common channel (e.g., a QA inbox), making it easy to trace and debug every message in one place. This ensures you can confidently test notification workflows in an environment that mirrors production—without the risk of real users getting test messages. 30 August 2025 Validate workflow trigger Payload using JSON Schema We’ve introduced API-level JSON Schema validation for workflow trigger payloads. This catches payload mismatches before execution, preventing runtime failures and ensuring consistent, correct notifications. Why it matters When you trigger a workflow, you pass data (payload) that is used to resolve workflow variables and populate dynamic content in templates. Currently, If the payload does not include all the variables expected in the workflow, the execution may fail at different stages. With this change, Validation will happen at API level and there’ll be: Fewer runtime failures : Stop workflows from starting with missing or malformed data. Faster debugging : Get a clear, structured error list at request time—no more hunting through multi-step logs. More reliable messaging : Prevent partial runs, inconsistent behavior, and incorrect or incomplete notifications. How it works You can add JSON schema from Schema page and then link it to the workflow Trigger step or trigger Event from events page . When you trigger a workflow, the payload is validated against a JSON Schema that describes the expected data used to resolve variables and populate dynamic content. If the payload doesn’t match the schema, the Trigger API returns error response with a list of validation errors (e.g., path, expected type, missing fields). If validation passes, the workflow proceeds as usual. Fixes and Improvements: Workflow slug validation at the API layer: If a referenced workflow slug isn’t available, the error is now returned directly in the API response (in addition to request logs) for faster debugging. This validation will only apply to new workflows created after this change. If you want to apply it all your existing workflows, reach out to SuprSend support. 23 August 2025 Tenancy social links update Added support for TikTok in tenant social_links . Twitter renamed to x in descriptions and examples (field name remains compatible as per API changes). Updated social link icons for better visual consistency. 19 August 2025 Message logs revamp Redesigned UI for seamless tracking of notification lifecycles. Quickly view delivery status, opens, clicks, and errors across all channels in a single log view. Entity-level visibility : Drill down into logs by workflow, user, object, or list to understand exactly what happened in context. Advanced filtering : Filter logs by status, workflow, template, channel, category, or time range to debug faster. Consistent date range filter across all log pages, making it easier to trace the journey of a notification from request → workflow → final message delivery and it’s interaction state. Fixes and Improvements react-sdk (v0.3.0) - Introduced a custom infinite-scroll component with robust Shadow DOM compatibility. web-components (v0.3.0) - Enhanced Shadow DOM rendering support to ensure component isolation and consistent styling. 16 August 2025 Analytics 2.0 - faster, real-time, with one click filters to drill down into insights Real-time insights → Trends update as messages go out. Track performance across channels and spot dips in engagement instantly. Workflow-level comparisons → Compare workflows, templates, channels, and categories side by side to spot under performers and validate experiments. Know when your users opt-out → See which channels/categories drive opt-outs so you can adjust before churn sets in. Over-messaging trends → Track avg notifications per user, find patterns by category, and identify fatigue triggers to keep communications helpful—not noisy. Granular filtering → Multi-select filters for workflow, tenant, template, channel, category, time range Centralized error tracking → All API, workflow, and provider delivery errors in one place. Filter by tenant/workflow/template/channel, open the exact log, and debug in seconds. 23 July 2025 Sendgrid IP Pool support Enabled creation and management of SendGrid IP Pools, allowing granular control over email delivery, IP reputation, and segmentation of email traffic base on notification category. Fixes and Improvements Added support to send slack messages using broadcast. 11 July 2025 Workflow Management APIs Released comprehensive Management APIs to programmatically create, update, and commit workflows. Supports dynamic workflow orchestration — from your platform or third-party systems — to automate creation and modification of workflows from your codebase. You can checkout the documentation here . 4 July 2025 Proxy support in Java SDK Java SDK can now route outbound requests through HTTP/S proxies, enabling deployments behind corporate firewalls and network controls. 16 June 2025 iOS Native SDK Revamp with JWT based authentication & Preferences support The new iOS SDK now has our latest JWT authentication. You can use it to: JWT-based auth for secure event ingestion, profile updates and push token management. Support to add In-app Preferences Center in mobile apps with UI and example code available for quick setup. Fixes and Improvements Flutter sdk released (v2.5.0) - Fixed an Android push client issue and added silent push support for background updates. 22 May 2025 Role based auth in AWS SNS In line with our ongoing efforts to enhance platform security, we’ve also enabled IAM Role- based auth in AWS SNS vendor. Previously, authentication required creating an IAM User and sharing long-term access keys. With IAM Role-based auth , you can grant temporary, scoped access without exposing sensitive credentials. 13 May 2025 New SMS Vendor: Bird We’ve added support for sending SMS using the new Bird APIs. The setup is straightforward with a simple vendor form to fill to get started, and full integration details are available here. 30 Apr 2025 SuprSend tracked Properties Now Available in Recipients Payload Recipient payloads now include key internal properties—like user type and their unique identifier—making them readily accessible for use in templates and workflows. → For users: {“$type”: “user”, “distinct_id”: “xxxx”} → For objects: {“$type”: “object”, “object_type”: “xxx”, “id”: “xxx”}" Use these properties to pre-fill form values, add conditional branching based on user type, or Create dynamic links using unique user IDs 23 Apr 2025 Workflow Conditions - Array Comparison Operators Now, find an element in array or find intersections between two arrays in workflow conditions. Example Use cases: Send a notification to users whose role is one of ["admin","manager"] Notify tournament followers who have subscribed to any of the playing teams or players. 15 Apr 2025 Introducing Preference Tags Filter notification categories shown to users based on tags like role, team, or department—so Finance sees billing alerts, and Engineers see only error and anomaly categories. You can assign multiple tags to each preference category or section, and define complex logical expressions (e.g. role == “manager” && department in [“sales”, “marketing”]) to dynamically show relevant preference categories per user. Great for building clean, personalized preference centers without bloating the UI. 7 Apr 2025 Documentation Revamp–Cleaner, Smarter, More Interactive We’ve overhauled our documentation experience to make it more consistent, intelligent, and user-friendly: Brand-Aligned UI : The docs now match the look and feel of the SuprSend platform. AI-Powered Search : Get smarter, faster answers with AI-supported search. You can also open documentation directly in ChatGPT or Claude for conversational, AI-driven assistance. Improved Readability : Upgraded UI components provide a cleaner layout and better readability, helping you navigate and understand complex topics more easily. Interactive API Reference : Try out API requests directly from the docs and view live responses in real-time—no need to switch tools. This revamp is part of our ongoing effort to make implementation faster, smoother, and more intuitive for developers. 27 Mar 2025 Cross Lookup User Subscriptions Easily view all of a user’s subscriptions—whether to lists or objects —in one place. The Subscriptions tab on the user details page now provides a centralized view for easier access to user subscriptions. Fixes in workflows UI Resolved an issue where newly published workflow versions wouldn’t appear without a page refresh (introduced after version history was added). Fixed a bug in the test trigger modal where object suggestions incorrectly appeared when switching from API to event trigger. Removed the success metric from delivery nodes where it’s not relevant (except for Smart Delivery Nodes). 20 Mar 2025 Workflow Trigger Overrides Event-Based triggers now support overriding the actor, recipient, tenant, and object—directly within the workflow. This removes the need to resolve recipients in your code, allowing you to pass internal events as-is and dynamically resolve users and related context per workflow. Perfect for use cases like sending a daily digest to tenant admins or notifying internal account managers at a parent company—all from the same event trigger. 15 Mar 2025 Clone content across template versions and languages Editing multi-lingual templates or doing A/B with different template content? Now, rollback to a version or copy designs between different languages by cloning within template. Fixes and Improvements iOS Integration - Fixed the bitcode issue in xcode16 6 Mar 2025 Role based auth in AWS SES and S3 connector In line with our ongoing efforts to enhance platform security, we’ve now enabled IAM Role- based auth in AWS connectors. Previously, authentication required creating an IAM User and sharing long-term access keys. With IAM Role-based auth , you can grant temporary, scoped access without exposing sensitive credentials. Fixes and Improvements Added API name filter in request logs. This will help you drill down logs based on event and workflow name. 27 Feb 2025 In-App Inbox: French translation support The Inbox UI now supports automatic French translation! Just pass language="fr" when initializing the Inbox, and all static content will render in French—no extra setup needed. Available in @suprsend/web-inbox ≥ v0.6.0. More languages coming soon Fixes and Improvements Released suprsend-py-sdk==0.13.0 with latest user and object management APIs. Fixed Email issue where tenant button was not showing cursor clickable on hover. 20 Feb 2025 In-App: Fetch cross tenant feed We’ve recently been hearing multi-tenant use cases where a user belong to multiple tenants and would want to see Inbox feed for all tenants in a single product. e.g., an account manager is handling multiple client accounts and need to see updates or daily reports linked to all their accounts in a single feed. You can now achieve this by passing tenantId = * while initializing the Inbox. SuprSendInbox Copy Ask AI interface ISuprSendInbox { workspaceKey : string distinctId : string | null subscriberId : string | null tenantId ?: "*" ... } 15 Feb 2025 Workflow - Step-by-Step Analytics You can now track consolidated view of users’ workflow journey at each workflow step directly in the workflow graph. Track user entry, exit, drop-offs, branch followed, and node failures. You can also see workflow edit history and compare analytics across different workflow versions and time range. Next up: Deeper analysis into each workflow step - notification engagement (deliver, seen, click), failures, and AI-powered insights. Improvements: Added data centre field in account settings to check where your data centre region. 12 Feb 2025 Batch - Flush First Item Immediately We’ve introduced a new setting in batch processing: Flush First Item in Batch . Previously, batches were only sent once the batch window closed. Now, this setting allows the first trigger to flow past the batch immediately while subsequent triggers are batched within the specified time window. This helps you to build leading debounce logic in workflows, where users are notified immediately about critical updates like anomaly alerts, while other alerts are batched and sent at regular intervals until the issue is resolved. You can find this option in batch -> advanced configuration . 07 Feb 2025 Workflow - Relative Delay and Batch window Added the ability to set relative delays and batch windows in workflows. Previously, delays were fixed or dynamic, with the time difference always being based on the current time. With this update, you can now define delays relative to a future timestamp, often provided by your trigger payload. For instance, send a reminder 30 minutes after a task’s due time or send feedback 5 minutes after an event or webinar. Fixes and Improvements: In Inbox drop-in popover component, we fixed scroll bar causing empty padding UI issue in macOS when Show Scroll bars: Always is enabled. In Inbox drop-in popover component, action menu popup of last notification item was getting cropped. We have fixed this issue. In Inbox drop-in popover component, in mobile view actions menu icon (3 dots icon) only appears on touching notification. After the bug fix, the actions menu icon will appear on all notifications in mobile view by default, removing extra touch interaction. 31 Jan 2025 Nested Objects - Choose the fan out depth Previously, when triggering workflows in nested object hierarchies (where one object subscribes to another), notifications would automatically fan out up to two levels—sending notification to object, its direct subscribers, and child object subscribers. Now, you have full control over how deep the fan-out should go. You can now set the depth in the recipient payload, defining how far the workflow should propagate to fetch subscriptions. 🔹 Depth 0 → Notify only the object’s channels (e.g., Slack team, shared inbox). 🔹 Depth 1 → Notify the object’s channels + direct subscribers. 🔹 Depth N → Expand deeper into hierarchical subscriptions as needed. Copy Ask AI "recipients" : [ { "object_type" : "teams" , "id" : "finance" , //optional parameter to define subscription fan-out depth in workflows "$object_subscriptions_query" : { "depth" : 0 } } ] You can use this to build Escalation Workflows or Tiered Customer Support Notifications , send notification to a shared slack channel or customer support queue first and then escalate to individual users in case of no response in a given time duration. Fixes and Improvements: [SDK] Object methods and User APIs to fetch user and their subscription exposed in Java SDK Added support to trigger multi-lingual templates in broadcast 29 Jan 2025 New handlebars helpers - jsonParse and jsonPath We’ve added handlebars helpers to seamlessly handle JSON strings in the template editor: jsonParse - Converts a JSON string into an object, making it easier to apply conditions or use JSON strings in merge tags. jsonPath - Fetch data corresponding to a path within a JSON object. Works well with jsonParse to directly access nested data in JSON string without block helpers. Fixes and Improvements: Opened up merge tag input to support handlebars helper in email merge tags . Added support for handlebars helper in display condition . 27 Jan 2025 List entry/exit events in trigger You can now trigger a workflow when a user enters or leaves a list. Use this in the Wait Until node to stop reminders or dynamically route users in a workflow on list updates. Earlier, you could achieve the same by enabling event tracking on list updates. Now, you can simply add this logic in workflow without making any changes in list. This will help you build workflows on user lists like, send series of activation notifications to users who didn’t interact with the product in last 30 days and stop sending when they become active again. Fixes and Improvements: [SDK] We have exposed object management methods in Node SDK 20 Jan 2025 Inbox 2.0 - better authentication, In-App feed component and seen interaction Happy to announce a major update in our Inbox SDK. Now, you can directly export and embed In-App feed component and seamlessly create Full screen or Side sheet Inbox experience. What’s New? ✅ Enhanced Security : We’ve replaced HMAC authentication with stateless JWT authentication for better security. ✅ Drop-in components : You can now quickly build an inbox, including full screen and side sheet feeds, by directly importing UI inbox components that are available in our SDK. ✅ Bring your own toast : If you plan to use toast notifications, you have full flexibility to choose any toast library you prefer, allowing you to fully customize the notification experience. These updates offer greater flexibility, security, and customization—giving you full control over your in-app notification experience. If you are on the older SDK version, we recommend you to move on the new version as all future developments will be done on the new SDK. 15 Jan 2025 Interaction Observer: Seen Tracking in Inbox We’re excited to introduce Interaction Observer support in the Inbox, enabling smarter tracking of notification seen state. Now, notifications will be automatically marked as “seen” when they come in user’s scroll view. 10 Jan 2025 Enhanced Broadcast Observability We’ve done a major revamp to our Broadcast logging and monitoring, designed to give you greater control and transparency over your broadcast executions. Here’s what’s new: Real-time Execution Tracking : Monitor broadcast operations as they happen, ensuring you stay informed every step of the way. Step-by-Step Debugging : View detailed execution logs for each step of your broadcast, helping you pinpoint errors and resolve issues faster. Advanced Filters : Quickly locate specific broadcasts with filters for tenant, list ID, broadcast slug, idempotency-key, and status. Easily identify and analyze failure logs. Detailed Broadcast Summaries : Access a comprehensive summary of each broadcast run directly from the listing page, similar to workflow execution logs. 5 Jan 2025 Athena database connector We’ve added Athena to our list of database connectors, enabling you to sync and create dynamic user lists directly from your S3 database. Since Athena can be set up on top of S3, it’s an excellent way to consolidate data from multiple sources and run queries on the unified dataset without the need for complex ETL pipelines. 27 Nov 2024 New workflow node: Invoke Workflow With this update, you can invoke a workflow from within another workflow. This is useful when the recipient list or data context changes between steps in a workflow. A common use case is escalation workflows —e.g., if a team member doesn’t take action within a set time frame, the workflow escalates the issue and notifies their manager. This simplifies complex workflows and supports smooth transitions between related processes, enabling more efficient automation management. 25 Nov 2024 New workflow node: Update User Profile You can now update recipient or actor profiles directly within a workflow. This feature simplifies user profile management by enabling real-time updates as part of the workflow process. If your have event-based system, where user profile changes are coming as events from your product or a third-party system, you don’t need to convert it into user update APIs in your codebase. Simply send events to SuprSend, and let workflows handle user profile updates seamlessly. Key use cases Event-based user profile updates : Simply send events to SuprSend when user updates their profile in your product or when you are setting custom profile attributes as a side-effect of related action, e.g., in a job board, change user’s application status when employer shortlists the profile. Update user profile based on a workflow step : Common use cases include fetching data during the workflow to update the user profile or updating the profile when a user successfully completes a step. For instance, while the onboarding process, update %completion in user profile when they complete a step. 20 Nov 2024 Update Object subscriptions within workflow You can now dynamically update object subscriptions directly within a workflow. This enhancement eliminates the need for separate API calls for object update, allowing you to manage everything seamlessly within workflows. If you have event-based systems where all asset updates are coming in form of event from your product or third-party systems, you don’t have to consume those events internally and write custom APIs to update individual assets (user, list, object) in SuprSend. Simply send events and let the workflow handle object subscriptions and user profile updates, making SuprSend truly a single API integration. Example use case When someone subscribes to a topic (like a tournament), add them as a subscriber to the corresponding tournament object. Later, just trigger tournament related events to SuprSend and the object will automatically fan out and send notification to all users subscribed to the topic. 17 Nov 2024 New workflow node: Add / Remove user in list You can now dynamically update list users as part of workflow execution. This is a step toward creating user segments based on events or workflow progression, removing the need to call the List Update API separately. Key use cases Event-based segmentation : When an event occurs, trigger notification to the user and simultaneously add them to a list for future updates. e.g., when a user registers for an upcoming event or webinar, you can send them confirmation email and add them to a list to later send further updates related to the event. Workflow Step-based segmentation : Another use case is dynamically adding or removing a user from the list when they complete a workflow step. e.g., in a knowledge series designed to onboard new users, remove a user from the POC list once they complete onboarding steps. 15 Nov 2024 Deletion APIs On customer request, added APIs to dynamically delete entities in SuprSend. Following deletion APIs are added: Delete user profile Delete list Delete tenant/brand Delete Object and Remove object subscription These actions are also available on the dashboard for manual management. Delete function just deletes the asset and their related data, including preferences. It doesn’t have any effect on the historical workflows or broadcasts already executed. While calling the delete function, ensure no active workflows are running for the asset, else the execution will fail. 14 Nov 2024 User Merge API: Merge duplicate users into one Happy to announce user merge API to merge duplicate user identities into a single distinct_id . This is helpful to consolidate user profiles, especially when users interact across different products or transition from anonymous to identified states. Key Use Cases Cross-Product Identity Consolidation : When users interact across multiple products (e.g., different apps or services within your platform), they may have different identifiers for each product which needs to be merged later. Anonymous to Identified Transition : Platforms often track user actions anonymously before sign-up or login. During this period, user actions are typically tracked under an anonymous ID. Upon sign-up, merge the anonymous profile into the newly created identifier to preserve historical data and Associate it with the identified user profile. 11 Nov 2024 User Management APIs Being developer first, we have made significant updates and enhancements to the User APIs for easier user management in SuprSend. Also, subscriber is renamed to users in all APIs to avoid confusion with object subscription. Here’s a list of all the changes: Introduced new APIs to fetch user profile , list users and delete user . User update API endpoint has been changed from /event to /user/{{distinct_id}} . There are 2 separate APIs to create(upsert) and edit user profile. Any addition or changes in existing user properties can be done using user upsert API . For deletion of property or channel, user edit API can be used. This is done to keep user upsert API structure flat and simple, consistent to how you identify user in workflow trigger. Subscriber is renamed to user in all APIs, including user preference APIs. 7 Nov 2024 Objects: Design scalable group notifications We’re excited to introduce a powerful new capability in SuprSend: Objects . Objects allow you to manage complex user relationship and notify user groups without identifying individual recipients in your trigger. Ideal for building scalable pub/sub and subscription alerting without having to maintain event to subscriber mapping in your database. You can directly map object-user subscription mapping in SuprSend and SuprSend can efficiently fan-out notifications to thousands of users simultaneously. What You Can Do with Objects: Send notifications to non-user entities like group emails, Slack channels, or shared inboxes (e.g. a Notion feed). Ideal for SaaS applications sending account-level alerts (e.g. anomaly notifications) to shared channels. Objects can have it’s own channels and preferences to handle this use case. Group users by topic or subscription and send them alerts without having to call individual recipients in the trigger . A good example could be SaaS applications managing notifications for end-users, where recipient relationships are coming from a different system, and notification triggers or notification calls are coming from a different system which doesn’t have information of the users subscribed to that trigger. Maintain hierarchical user relationship with nested object subscription . e.g., sending announcements to all the entire team of customer while sending invoice related alerts to finance team. You can handle this by creating object for finance team and then adding it as subscriber to customer object. Objects can be easily tested from platform with all object related actions available on SuprSend console. You can programmatically manage objects from your codebase using rest API calls . Support for SDKs coming soon… If there’s any use case in object that you think is missing and needs to be solved, please reach out to our support . 3 Nov 2024 Datetime comparators in workflow conditions You can now compare datetime fields in workflow conditions . This lets you compare two timestamps where values can be: Variable : computed from workflow input data Static : a fixed timestamp (e.g. 2024-01-01T00:00:00Z ) Relative to current timestamp : e.g. “ now ” or “ now+30d ” (current timestamp +/- interval). Current timestamp is calculated at node runtime and is timezone aware. 30 Oct 2024 Send node execution log - UI revamp The UI for multi-channel and smart routing nodes has been revamped to clearly display how the final list of channels is determined. Now, you get clear visibility into how requested channels in the trigger, override channels, and user and tenant preferences are factored together to compute the final channel list. 29 Oct 2024 Audit Logs To enhance security and transparency, we’ve introduced Audit Trail to help you monitor and track actions happening on your SuprSend console. You can use this to keep track of unwanted or malicious actions in your account. This initial release logs critical account actions along with location and actor details (team member performing the action). You can also filter by team member (actor), specific action or timestamp. Audit logs are available for enterprise users and have customizable retention period. You can find it in account settings. 22 Oct 2024 Support for customizing header component in Inbox Added support for customizing the header component in inbox SDKs. @suprsend/react-inbox You can now add a custom component to the right side of the header in the inbox popup. This replaces the “Mark all as read” text with any JSX you provide. You can even include custom icons, such as settings or preferences, in your JSX and use them to navigate users to specific pages. For an example, refer here . @suprsend/web-inbox In web-inbox , you can add an extra icon beside the “Mark all as read” button at the top of the inbox popup using headerIconUrl . You can also execute custom logic when this icon is clicked using headerIconClickHandler . This feature is useful for cases like displaying settings or preferences icons, which, when clicked, take users to the respective settings or preferences pages. For more information, refer to the documentation. 16 Oct 2024 Sample Workflow Library With the growing number of workflow nodes, we understand that designing the optimal workflow logic can be tricky. That’s why we’ve built out a library of the most-requested, complex workflow samples to make things easier. Now, when you create a new workflow, you can pick from these pre-built samples right within the platform. We’ll continue adding more samples over time—if you have specific use cases, feel free to share them with us at [email protected] , and we’ll add them in the library! 21 Sep 2024 Deprecated Legacy androidpush methods As part of our ongoing efforts to maintain a robust and up-to-date platform, we’ve made the following deprecations: 1. Legacy FCM API Support Due to Google’s shutdown of the legacy Firebase Cloud Messaging (FCM) API, we have removed support for this feature. We strongly recommend migrating to the V1 version of the API that we currently support. For more information, please refer to: Firebase Cloud Messaging Migration Guide 2. Xiaomi Push Service Following Xiaomi’s discontinuation of their push service outside mainland China, we have removed support for this feature. For more information, please visit: Xiaomi Developer Documentation We appreciate your understanding and cooperation as we continue to improve our services. If you have any questions or concerns about these changes, please don’t hesitate to contact our support team. 17 Sep 2024 Subscriber Page Revamp We have revamped subscriber listing page to include relevant information upfront and also, added advanced filtering options on email, phone, active channels, channel count for an entity, and more. All filters are powered by auto-complete search and selectable options, providing you easy access to available filtering options. 14 Sep 2024 Typeahead autocomplete suggestions for subscribers We’re excited to announce a major update to the platform experience with autocomplete in all subscriber search fields. Whether you’re in logs, on the subscriber page, or within testing flows, you can now receive suggestions for existing users without needing to type the full keyword. Autocomplete suggestions are available for distinct_id , email , and phone fields in subscriber profiles. 11 Sep 2024 Inbox - React SDK v3.4.0 This update introduces improvements to action button functionality, enhancing the flexibility and customization options for developers. New Features: Custom Click Handlers: Action buttons now support custom click handlers, allowing developers to execute custom logic when a button is clicked. This update significantly expands the capabilities of action buttons in the Inbox React SDK, providing developers with more tools to create rich, interactive inbox experiences. 8 Sep 2024 Slack Text editor We are happy to announce the support of text editor in slack. So, now you won’t have to write complicated JSONNET template for simple text messages. The text editor supports emoji and use handlebars as the templating language. 6 Sep 2024 Web SDK v2.0 We are excited to announce a major update to our @suprsend/web-sdk . This new version brings significant improvements in security, performance, and developer experience. Major Changes Enhanced Authentication System Replaced workspace key-secret method with public API Key and Signed User JWT token Improved security and access control Synchronous Method Calls All methods now return API call status synchronously Enables better error handling and flow control in applications Improved Code Consistency and Developer Experience Renamed library methods and parameters from snake_case to camelCase Added proper IDE suggestions and method descriptions for easier development Breaking Changes Due to the significant improvements, this version introduces breaking changes. Users upgrading from v1.x should review the migration guide carefully. Documentation For a comprehensive list of changes and migration instructions, please refer to our detailed migration guide For users who need to reference the previous version, v1 documentation is still accessible here Feedback We value your feedback and encourage you to try out the new version. If you encounter any issues or have suggestions for improvement, please don’t hesitate to reach out to our support team. Thank you for your continued support and trust in SuprSend! 4 Sep 2024 View and fetch list users We’ve added a List Users tab to the lists page, giving you direct access to view all users in a list. Being API first, the same functionality is also exposed to API. Refer this GET list users API , or checkout: postman collection . API Details: The API returns 20 users per response. You can retrieve additional users by using cursor-based pagination (before and after cursors). 3 Sep 2024 Better delivery tracking in iOS We are excited to announce significant improvements in our latest update, focusing on enhancing delivery tracking for iOS Push notifications. Regardless of the application’s state, you will now experience more reliable and precise delivery tracking. We have rolled out updates for all our major SDKs. To take full advantage of these improvements, please ensure that you update your dependencies promptly. iOS SDK - v1.0.3 React Native SDK - v2.4.0 Flutter SDK - v2.2.0 2 Sep 2024 Web SDK v1.5.1 We have resolved an issue where the SDK would unexpectedly generate an error message whenever the event payload contained specific emojis. This fix ensures that event processing is now stable and reliable, even when such emojis are present. More details here 30 Aug 2024 Improvement in Workflow Listing page Developer testing workflows are now excluded from the Workflow List Page and search results, ensuring a cleaner and more organized workflow listing. These workflows will still be accessible through logs. Enhanced observability of Tenant APIs by displaying request logs on the logs page. This improvement provides better visibility and monitoring of API interactions. 27 Aug 2024 Wait Until - Add Condition on Event Property We’re excited to announce a powerful update to our Wait Until feature! You can now add multiple events and apply conditions on event properties within the Wait Until branch, allowing for more precise event filtering and targeting of the exact event required in your workflow. This is especially useful for scenarios where the same event triggers multiple workflows, and you want to exit or cancel a notification based on user actions. For instance, in a booking reminder workflow, if a user has multiple bookings, you can now match the booking ID of a cancellation event with the original event to ensure correct reminder gets canceled. Key Changes: Add conditions on event properties using a simple key-operator-value expression (e.g. booking_id = 123 ). Add condition on multiple event properties using AND , OR . Apply conditions across multiple events (e.g. avoid sending a notification if a user completes an action or achieves a specific milestone). Refer documentation for details on how to implement wait until node in your workflow. 26 Aug 2024 Enhanced branching capabilities We are excited to announce significant improvements to our branching capabilities . With the addition of more data types, you can now set precise conditions on various inputs within your branches, such as actor, recipient, and tenant properties. This enhancement allows you to tailor your workflows more effectively, ensuring that each journey is as personalized and efficient as possible. If you haven’t yet explored our branching feature, now is a great time to do so. It offers a robust way to construct multi-step journeys within a single workflow. Here are some example use cases where you could use branch: A/B test notification content by splitting cohorts based on user properties like region. Customize digest schedules (immediate, daily, weekly) using key in your trigger data or recipient’s preference. For support ticket requests, adjust who gets alerts, when to send them (immediately or batched), and which channels to use based on the issue’s priority. Define different next steps in an onboarding checklist depending on a user’s completion percentage. Here, you can also fetch completion% just before sending the next reminder. 23 Aug 2024 New SMS Integration: Pinnacle On customer demand, we are live with latest vendor Integration with Pinnacle for SMS. Check out vendor integration documentation for setup details. 20 Aug 2024 List Details Page Key Improvements: New List Details Page: Access all essential information (logs, broadcast runs, list users) and actions for a list (run broadcast, update user) in a single view, making list management much simpler. “Sync Now” button on query page: This will enable you to manually sync list users when required. Coming Soon: List Users Tab and API: We’ll soon be adding a tab to see all list users. The same functionality will also be exposed to hub APIs to | 2026-01-13T08:48:54 |
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