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2026-01-13 08:47:33
2026-01-13 09:30:40
https://replit.com/usecases/founders
Replit for Founders & Entrepreneurs Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building B u ild a n y a pp f o r y o ur s tartup, f a ster w ith A I Replit lets founders turn startup ideas into real apps—without expensive dev shops or coding. Quickly prototype new products or validate concepts, then hand them off directly to your engineers. No more delays, just faster innovation. Start now Turn your startup idea into reality Bring your vision to life in days, not months. Replit's AI-powered Agent builds your app for you, so you can focus on designing the perfect product and getting to market faster. Create custom tools to scale efficiency Build internal tools like CRMs, dashboards, and automation scripts to save time and cut costs. Replit's AI-powered platform makes it easy to create custom solutions that accelerate your startup operations. Test new features & ideas Quickly validate new features without waiting, and confidently pass fully-tested concepts to your development team. Collaborate from anywhere Replit's real-time collaboration features let you code together, share feedback, and debug in real-time. Keep your team aligned and moving fast, even when working remotely. Let AI build your app for you Replit's AI-powered Agent writes your app's backend, frontend, and database code, and then helps you refine and debug. Build and ship your product faster than you ever thought possible. All of your work, in one workspace With Replit's real-time collaboration, you can code together, leave comments, and debug as if you're in the same room. Whether you're pair programming or getting feedback, Replit keeps your team in sync to prototype and launch faster. From idea to product in seconds With Replit's one-click deployment and automatic scaling, you can launch your app the moment it's ready. No complex setup, just results. Jumpstart your project with ready-to-use templates Replit provides templates for common startup apps and internal tools, so you can start building immediately. Get a head start on your project and customize as you go. Browse templates Trusted by founders building the future From early-stage startups to growing companies, founders and teams are using Replit to bring ideas to life and work smarter. Emily Nguyen Co-Founder, InstaCart AI Replit helped us turn our idea into a live product in just 2 weeks. We were able to get to market faster and start generating revenue sooner." Vikram Patel Founder & CEO, CloudOps "With Replit, we built custom tools to automate our sales and customer support. It's saved us hundreds of hours and helped us scale our operations." Maria Rodriguez CTO, FintechX "Replit's AI-powered platform and collaboration features have been game-changers for our distributed team. We can build and ship features faster than ever." Build your killer app faster with Replit, for free Join the thousands of founders using Replit to launch products and streamline startup operations with AI. Sign up for free and start building now. Get started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://www.reddit.com/r/askscience/?f=flair_name%3A%22Chemistry%22
Reddit - The heart of the internet Skip to main content Open menu Open navigation Go to Reddit Home r/askscience Get App Get the Reddit app Log In Log in to Reddit Expand user menu Open settings menu :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/askscience members online Create Post Feed About New Filtering by flair always uses New Best Hot New Top Rising Change post view Card Compact Community highlights AskScience Panel of Scientists XXVIII :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> votes • comments Joint Subreddit Statement: The Attack on U.S. Research Infrastructure :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> votes • comments How do codons code for a specific protein? What is being read in DNA that signals to mRNA that a specific protein would fit? :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/Grand-Efficiency4248 • How do codons code for a specific protein? What is being read in DNA that signals to mRNA that a specific protein would fit? Chemistry I am curious about this from a biochemical perspective. In my introductory biology classes we learned the basics of DNA replication and protein coding. Then, in organic chemistry I was taught about the structure of proteins, and how amino acids are formed. I'm interested in how this comes together to form proteins in the cell. Does mRNA recognize different bonds or atoms and compare them to what would fit a specific protein? What parts of DNA does it read? Do all food products that go into production have to be tested on a calorimeter? u/walterxcdv • Do all food products that go into production have to be tested on a calorimeter? Chemistry From my understanding, you can estimate a food's energy content by adding up the energy content of the ingredients. Is there a standard measurement available for all food manufacturers for common ingredients, or are the final products measured to account for chemical reactions during the manufacturing process and for accuracy? Why is the boundary between crust and bread so stark, when similarly-sized piece of meat cooked in an oven would develop a more gradual gradient? :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/nudave • Why is the boundary between crust and bread so stark, when similarly-sized piece of meat cooked in an oven would develop a more gradual gradient? Chemistry I just baked some bread. There's a dark crust that's a few mm thick, and then an immediate transition from "crust" to "bread" with no intermediate layer. I had the thought that if I'd put a roast beef in the oven at the same time, the transition from fully cooked exterior to pink interior would be far more gradual with no stark dividing lines. What, scientifically, is so different about the process of baking bread vs. roasting meat that makes the result so different? (I tagged this as Chemistry, but honestly I'm not sure if it's chemistry, physics, or some other process at play here.) Created Sep 5, 2008 Public Anyone can view, post, and comment to this community 1.6M 7.1K Community Bookmarks Subreddit Guidelines FAQ Become a panelist! r/askscience Please read our guidelines and FAQ before posting Ask questions clearly and concisely in the title itself; questions should end with a question mark Answer questions with accurate, in-depth explanations, including peer-reviewed sources where possible Upvote on-topic answers supported by reputable sources and scientific research Downvote anecdotes, speculation, and jokes Report comments that do not meet our guidelines , including medical advice Be civil: Remember the human and follow Reddiquette No AI tools , all AI and machine generated content will result in an immediate and permanent ban. r/askscience Rules 1 Medical advice Medical advice is strictly prohibited on AskScience. 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Further, no simple calculations are allowed. 8 No bots, no AI generated answers Calendar Ask Anything Wednesday - Biology, Chemistry, Neuroscience, Medicine, Psychology January 14, 2026 AskScience AMA Series: Stand Up for Science January 20, 2026 Ask Anything Wednesday - Economics, Political Science, Linguistics, Anthropology January 21, 2026 AskScience AMA Series: Snow Prediction and Modeling January 21, 2026 Ask Anything Wednesday - Physics, Astronomy, Earth and Planetary Science January 28, 2026 Features Book List Mods' Choice : Outstanding posts recognized by the mod team Weekly Features : Archives of AskAnything Wednesday, FAQ Fridays, and more! FAQ : In-depth answers to many popular questions New and gilded posts /r/AskScienceDiscussion : For open-ended and hypothetical questions Filter by field Chemistry Related Communities Find our comprehensive list of related subreddits here! Related Communities Related Communities Moderators Moderator list hidden. 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2026-01-13T08:47:51
https://twitter.com/NBA2K
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2026-01-13T08:47:51
https://topenddevs.com/podcasts/adventures-in-devops/episodes/unraveling-tech-challenges-devops-reflections-disaster-recovery-and-financial-insights-devops-192
Unraveling Tech Challenges: DevOps Reflections, Disaster Recovery, and Financial Insights - DevOps 192 - Adventures in DevOps - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in DevOps RSS Feed Spotify Apple Podcasts YouTube Amazon Music Unraveling Tech Challenges: DevOps Reflections, Disaster Recovery, and Financial Insights - DevOps 192 Published: February 29, 2024 Download Unraveling Tech Challenges: DevOps Reflections, Disaster Recovery, and Financial Insights - DevOps 192 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Will Button • Warren Parad Show Notes The Adventures in DevOps podcast welcomes Warren Parad as the newest host. Together with Will, they dive into a wide range of topics, including technology advancement, disaster recovery, open source, mentorship in the software engineering field, and the intersection of technology and business. They share their experiences and insights on implementing tools, managing risk, and understanding the financial impact of technology investments. Join them as they explore the complexities of the tech industry and the importance of continuous learning and adaptation. Stay tuned for an engaging and informative discussion with our knowledgeable speakers as they share their real-world experiences and valuable insights. Sponsors Chuck's Resume Template Developer Book Club Become a Top 1% Dev with a Top End Devs Membership Socials Warren Parad  © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved.
2026-01-13T08:47:51
https://www.anthropic.com/claude/sonnet
Skip to main content Skip to footer Research Economic Futures Commitments Learn News Try Claude Claude Sonnet 4.5 Hybrid reasoning model with superior intelligence for agents, and 200K context window Try Claude Get API access Announcements New Claude Sonnet 4.5 Sep 29, 2025 Sonnet 4.5 is the best model in the world for agents, coding, and computer use. It’s also our most accurate and detailed model for long-running tasks, with enhanced domain knowledge in coding, finance, and cybersecurity. Read more Claude Sonnet 4 May 22, 2025 Sonnet 4 improves on Sonnet 3.7 across a variety of areas, especially coding. It offers frontier performance that’s practical for most AI use cases, including user-facing AI assistants and high-volume tasks. Read more Claude Sonnet 3.7 and Claude Code Feb 24, 2025 Sonnet 3.7 is the first hybrid reasoning model and our most intelligent model to date. It’s state-of-the art for coding and delivers significant improvements in content generation, data analysis, and planning. Read more Availability and pricing Anyone can chat with Claude using Sonnet 4.5 on Claude.ai, available on web, iOS, and Android. For developers interested in building agents, Sonnet 4.5 is available on the Claude Developer Platform natively, and in Amazon Bedrock, Google Cloud's Vertex AI, and Microsoft Foundry. Pricing for Sonnet 4.5 starts at $3 per million input tokens and $15 per million output tokens, with up to 90% cost savings with prompt caching and 50% cost savings with batch processing . To learn more, check out our pricing page. To get started, simply use claude-sonnet-4-5 via the Claude API . Use cases Sonnet 4.5 is a powerful, versatile model—built for daily use, scaled production, and complex tasks. Sonnet 4.5 can produce near-instant responses or extended, step-by-step thinking that is made visible to the user. API users also have fine-grained control over how long the model thinks. Popular use cases include: Long-running agents Sonnet 4.5 offers superior instruction following, tool selection, error correction, and advanced reasoning for customer-facing agents and complex AI workflows. Code generation Sonnet 4.5 is a powerful choice for agentic coding, and can complete tasks across the entire software development lifecycle, from initial planning to bug fixes, maintenance to large refactors. It offers strong performance in both planning and solving for complex coding tasks, making it an ideal choice to power end-to-end software development processes. Sonnet 4.5 supports up to 64K output tokens, which is particularly valuable for rich code generation and planning. Browser and computer use Sonnet 4.5 excels in computer use capabilities, reliably handling any browser-based task from competitive analysis to procurement workflows to customer onboarding. Sonnet 3.5 was the first frontier AI model to be able to use computers in this way. Sonnet 4.5 uses computers even more accurately and reliably, and we expect the capability to improve over time. Cybersecurity Teams using Sonnet 4.5 with Claude Code can deploy agents that autonomously patch vulnerabilities before exploitation, shifting from reactive detection to proactive defense. Financial analysis Sonnet 4.5 handles everything from entry-level financial analysis to advanced predictive analysis. For example, it can continuously monitor global regulatory changes and preemptively adapt compliance systems, evolving beyond manual audit preparation to intelligent risk management. Business tasks Sonnet 4.5 excels at producing and editing office files like slides, documents, and spreadsheets. Research Sonnet 4.5 can search through external and internal data sources to synthesize comprehensive insights across complex information landscapes. Content generation and analysis Sonnet 4.5 excels at writing and can understand nuance and tone to generate more compelling content and analyze content on a deeper level. Benchmarks Sonnet 4.5 is our powerful and versatile model for everyday use, combining strong reasoning with efficient performance. It excels at powering agents for financial analysis, cybersecurity, and research—coordinating multiple agents and processing high volumes of data with the reliability these domains demand. Trust & Safety We ’ ve conducted extensive testing and evaluation of Sonnet 4.5, working with external experts to ensure it meets our standards for safety, security, and reliability. In the model card for this release, we discuss new safety results in several categories. Hear from our customers We're seeing state-of-the-art coding performance from Claude Sonnet 4.5, with significant improvements on longer horizon tasks. It reinforces why many developers using Cursor choose Claude for solving their most complex problems. Michael Truell Co-founder and CEO , Cursor Claude Sonnet 4.5 amplifies GitHub Copilot's core strengths. Our initial evals show significant improvements in multi-step reasoning and code comprehension—enabling Copilot's agentic experiences to handle complex, codebase-spanning tasks better. We expect these gains to deliver meaningful value to developers moving from idea to implementation with confidence. Mario Rodriguez Chief Product Officer , Github Claude Sonnet 4.5 reduced average vulnerability intake time for our Hai security agents by 44% while improving accuracy by 25%, helping us reduce risk for businesses with confidence. Nidhi Aggarwal Chief Product Officer , HackerOne For Devin, Claude Sonnet 4.5 increased planning performance by 18% and end-to-end eval scores by 12%—the biggest jump we've seen since the release of Claude Sonnet 3.6. It excels at testing its own code, enabling Devin to run longer, handle harder tasks, and deliver production-ready code more consistently. Scott Wu Co-founder & CEO , Cognition Claude Sonnet 4.5 is state of the art on the most complex litigation tasks. For example, analyzing full briefing cycles and conducting research to synthesize excellent first drafts of an opinion for judges, or interrogating entire litigation records to create detailed summary judgment analysis. Pablo Arredondo Vice President, CoCounsel , Thomson Reuters Claude Sonnet 4.5's edit capabilities are exceptional — we went from 9% error rate on Sonnet 4 to 0% on our internal code editing benchmark. Higher tool success at lower cost is a major leap for agentic coding. Claude Sonnet 4.5 balances creativity and control perfectly, thoroughly completing tasks without over-engineering. Michele Catasta President , Replit For complex financial analysis—risk, structured products, portfolio screening—Claude Sonnet 4.5 with thinking delivers investment-grade insights that require less human review. When depth matters more than speed, it's a meaningful step forward for institutional finance. Stian Kirkeberg Head of AI and Machine Learning , Norges Bank Investment Management Claude Sonnet 4.5 delivers measurable improvements for Next.js tasks. It is particularly good at building and linting Next.js code, showing up to a 17% improvement over its predecessor. We're excited to integrate it into v0 and AI Gateway at launch, giving developers instant access to these advances. Guillermo Rauch CEO , Vercel Sonnet 4.5 is state-of-the-art for real-world, agentic enterprise workflows. We've seen a leap in reasoning capabilities within Snowflake Intelligence—enabling customers to extract deeper, more actionable insights from their data. Baris Gultekin VP of AI , Snowflake Claude Sonnet 4.5 resets our expectations—it handles 30+ hours of autonomous coding, freeing our engineers to tackle months of complex architectural work in dramatically less time while maintaining coherence across massive codebases. Sean Ward CEO & Co-Founder , iGent Claude Sonnet 4.5 delivers clear wins over Sonnet 4: sharper instruction-following, stronger planning, smarter parallelization. Tasks require fewer iterations, which is critical for our most demanding agentic workflows. Ankit Shankar AIP Product Lead , Palantir Claude Sonnet 4.5 shows strong promise for red teaming, generating creative attack scenarios that accelerate how we study attacker tradecraft. These insights strengthen our defenses across endpoints, identity, cloud, data, SaaS, and AI workloads. Sven Krasser Sr. Vice President for Data Science and Chief Scientist , Crowdstrike Claude Sonnet 4.5 is excellent at software development tasks, learning our codebase patterns to deliver precise implementations. It handles everything from debugging to architecture with deep contextual understanding, transforming our development velocity. Eric Wendelin Tech Lead, GenAI for Developer Productivity , Netflix 01 / 13 See Claude in action Coding What should I look for when reviewing a Pull Request for a Python web app? Ask Claude Writing Create a 3-month editorial calendar template for a weekly newsletter Ask Claude Students What's an effective study schedule template for final exams? Ask Claude Frequently asked questions When should I use Claude Sonnet 4.5? We offer different models across the spectrum of speed, price, and performance. Sonnet 4.5 delivers superior intelligence with optimal efficiency for high-volume use cases. We recommend Sonnet 4.5 for most AI applications where you need a balance of advanced capabilities and practical throughput—such as customer-facing agents, production coding workflows, content generation at scale, and real-time research tasks. How much does it cost to use Claude Sonnet 4.5 Pricing depends on how you want to use Sonnet 4.5. To learn more, check out our pricing page . When should I use extended thinking? Sonnet 4.5 is both a standard model and a hybrid reasoning model in one: you can pick when you want the model to answer normally and when you want it to use extended thinking. Extended thinking mode is best when performance and accuracy matter more than latency. It significantly improves response quality for complex reasoning tasks, extended agentic work, multi-step coding projects, and deep research. Thinking summaries help you understand key aspects of the model's reasoning process. Products Claude Claude Code Claude in Chrome Claude in Excel Claude in Slack Skills Max plan Team plan Enterprise plan Download app Pricing Log in to Claude Models Opus Sonnet Haiku Solutions AI agents Code modernization Coding Customer support Education Financial services Government Healthcare Life sciences Nonprofits Claude Developer Platform Overview Developer docs Pricing Regional Compliance Amazon Bedrock Google Cloud’s Vertex AI Console login Learn Blog Claude partner network Connectors Courses Customer stories Engineering at Anthropic Events Powered by Claude Service partners Startups program Tutorials Use cases Company Anthropic Careers Economic Futures Research News Responsible Scaling Policy Security and compliance Transparency Help and security Availability Status Support center Terms and policies Privacy policy Consumer health data privacy policy Responsible disclosure policy Terms of service: Commercial Terms of service: Consumer Usage policy © 2025 Anthropic PBC Claude Sonnet 4.5 \ Anthropic
2026-01-13T08:47:51
https://steamcommunity.com/groups/steampcmasterrace
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Check it and Follow it here: http://store.steampowered.com/curator/4771848-r-pcmasterrace-Group/ -------------------------------------------------------------------------------------------- Communities We have communities all over the internet. Check them out at https://pcmasterrace.org/ PCMR Website and other communities [pcmasterrace.org] PCMR on Reddit PCMR on Twitter VIEW ALL POPULAR DISCUSSIONS VIEW ALL (157) RECENT ANNOUNCEMENTS WORLDWIDE GIVEAWAY - MSI 3090 TRIO X and $15,000 worth of prizes to share with that special someone! 12 February, 2022 - Pedro[PCMR] | 8 Comments CLICK HERE TO ENTER: https://us.msi.com/Promotion/the-perfect-match (Winners' names will also be announced in this link after drawing). If you're a member of the PCMR, one of your favorite dates this Valentine's would be with a beautiful RTX 3090. And that's a fine choice! Let's make it happen. We've partnered with MSI USA to share the love this Valentine's, with an INSANE $15,000 (check the list below) worth list of amazing Hardware, peripherals and Steam Cards to share with that special someone, the grand prize being an RTX 3090 Gaming X Trio! Yes, this giveaway is WORLDWIDE! Happy Valentine's, everyone! May your framerates be high, and your temperatures low! Grand Prize: - MSI GeForce RTX 3090 Gaming X Trio 24G Two Matching Prizes For Each Winner (Gift the extra prize to someone special): - GeForce RTX 3070 SUPRIM 8G LHR - MEG Z690 Force Wifi - MEG CoreLiquid S360 - Spatium M480 PCIe 4.0 NVMe M.2 2TB - Vigor GK50 Elite LL US Keyboard - Clutch GM41 Lightweight Wireless - MPG Artymis 343CQR Curved Monitor - Aegis ZS 3 SC-266US Gaming Desktop - Immerse GH50 Gaming Headset - MPG Gungnir 110R Case - MPG A850GF Power Supply - Steam cards! (20x $50, 20x $100) Good luck! Read More Free PC + Worldwide giveaway to celebrate AMD Ryzen! 21 December, 2021 - Pedro[PCMR] | 4 Comments Did someone say Free PC and Worldwide giveaway? To end the 5 years of Ryzen celebration with a bang, for week 4 the grand prize is a custom Corsair VENGEANCE a7200 Gaming PC! Specs: Ryzen R5 5600x CPU, RX 6700 XT GPU, 1TB M.2 SSD, 16GB DDR4-3200 RAM. After 3 weeks of themed events, this time you can enter by simply commenting with any kind of creative celebration of Ryzen! A meme, a poem, a video, a drawing, a joke. ANYTHING GOES! There may also be additional prizes for runners-up, so that we can all celebrate the festive season together! To enter, simply comment in this Reddit thread: https://www.reddit.com/r/pcmasterrace/comments/rksxbd/pcmr_amd_ryzen_zeniversary_giveaway_4_creative/ You have until December 26th to enter and you can enter even if you entered any of the previous events! 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2026-01-13T08:47:51
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2026-01-13T08:47:51
https://www.reddit.com/r/netsec/?f=flair_name%3A%22Defensive%20Techniques%22
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2026-01-13T08:47:51
https://pcmasterrace.org/folding/
Folding @ Home - Let your PC contribute to medical breakthroughs and help save lives — PC MASTER RACE 0 Skip to Content Home News Why PC Builds Merch Our Team F@H About Open Menu Close Menu Open Menu Close Menu Home News Why PC Builds Merch Our Team F@H About Home News Why PC Builds Merch Our Team F@H About Welcome to our Folding Team! Folding at home is a project by the Stanford University that uses our computing power to help study the process of protein folding so as to aid research on various diseases, including many forms of cancer, Alzheimer's, Huntington's and Parkinson's . You can install a small program on your computer (or even android phone!) and it downloads a small amount of data that it analyses, then returning the results to the Stanford researchers. You can even choose what disease research to base the bulk of your computing power on (be it cancer or any one the others mentioned above), or just let it fold them all! Everyone, no matter the hardware they possess, has a chance to help the research for cancer and other illnesses, and, perhaps, make a big difference in the life of other people. Who knows if we ourselves, or our children won't benefit from these researches? While a modern CPU and GPU will be tenfold faster at folding, every little bit can help! It's effectively making it so scientists get faster access to information! You can either have it just be on your taskbar and not bother you at all unless you click it, all the way to seeing a graphic representation of the protein you're helping research (that can also be used as a screensaver) or even read about the specific research you're helping , in real-time! JOINING IS EASY AND TAKES 3 MINUTES! Visit this link and click on the "fah-installer" link Install the software and everything is very self explanatory. If you don't want to, you don't even need to choose usernames, verify e-mails or anything of the sort! It's that easy! You can, if you want, choose a username (which doesn't need to be unique and that you can change at any time!), select to be part of a team (we have a PCMR team. To join just input 225605 at the initial screen or later on in the software settings) In the initial config screen , you can also have a passkey e-mailed to you by Stanford University. This is a string that you can add here and that will give you extra folding points if you finish your work units before scheduled (which is quite common on higher end hardware)! And that's it. You're ready to go! You can start up the software and choose to have it start automatically when you boot up, or manually at your discretion! But doesn't this make my computer run very hot? Not necessarily. And there's power sliders you can choose from! Light/Medium/Full are options you can choose depending on what you are trying to achieve. Perhaps you have a small home server that's on most of the day, or perhaps your parents use their own computers to check their e-mails and watch the occasional powerpoint e-mails. In these cases, why not install and set the program to run at LOW at all times? Most people find that setting it at low barely has an impact on performance and temperatures. Many people also find that running it at medium or even high makes no difference on what concerns performance if you're only just browsing the internet. You can even set it so it only uses your computing power when you're at idle! You can use a program like TThrottle to suspend and resume the execution of the tasks based on the CPU / GPU temperature. You can even set the f@h software so that it only uses X cores on your CPU and a program like MSI Afterburner so that your GPU will never go past a certain temperature when folding. If instead you are going for MAX/FULL power folding, then know that Folding@home is designed to max your parts. You're going to be running near TDP. What does that mean? It means that your temperatures will be higher. So you may want to check what they reach and/or tweak your CPU/GPU fan curves so they run at a higher speed. These parts are designed for this, however. As always, you're the one who knows best what you're trying to achieve, but know that having this software start up at boot and running on low at all times will usually have barely any effect on performance/temperatures. Consider running a monitoring program alongside when folding at a constant FULL level. Some program recommendations are OCCT , MSI's Afterburner or other similar programs. THE PCMR TEAM Team PCMR (225605) has the potential to be one of the top 15 teams in the world. Here are its glorious users ! Right now we are ranked 8th in the world! ! If you have any questions, ask them here: https://www.reddit.com/r/pcmasterrace/comments/5ms9hy/lets_continue_to_fight_against_cancer_together/ Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Jul 8, 2025 GEFORCE Summer of RTX Jul 8, 2025 50 days and just as many awards to win: GPUs, steam codes and goodies! Jul 8, 2025 Jun 13, 2025 MSI x PCMR DADS&GRADS GIVEAWAY - WIN A FULL PATH OF EXILE PC BUILD Jun 13, 2025 Jun 13, 2025 Jun 3, 2025 HAVN has some pretty cool cases at Computex 2025 Jun 3, 2025 Jun 3, 2025 May 30, 2025 Worldwide Giveaway time! - MSI Build for Glory. We've teamed up to give awesome bundles of MSI hardware and goodies to several lucky winners! May 30, 2025 May 30, 2025 May 15, 2025 DOOM: The Dark Age is out! Join the event and win game keys, A custom doom RTX 5080 AND MORE! (EVENT OVER) May 15, 2025 May 15, 2025 Apr 16, 2025 PCMR FAQ: Case components Apr 16, 2025 Where should you place your case fans? How about the AIO tube position, does it matter at all? Apr 16, 2025 Apr 13, 2025 RGB Guide Apr 13, 2025 With more and more stuff coming with RGB lighting, it can be hard to figure out what might or might not work Apr 13, 2025 Apr 13, 2025 RGB - The Final Frontier Apr 13, 2025 It doesn't matter if you like it or hate it, RGB is here and kind of everywhere. Here are the most popular ways to capitalize on the trend. Apr 13, 2025 Apr 13, 2025 Key resellers and what they mean for you Apr 13, 2025 Buying your game keys from unreputable sellers can be dangerous. Apr 13, 2025 Apr 13, 2025 Tempered glass in PC Cases and why it breaks - FAQ Apr 13, 2025 Tempered glass is a strong and safe option that allows you to see and protect your beautiful PC, but the nature of its strength is also its weakness. Apr 13, 2025 Mar 31, 2025 MSI X PCMR GIVEAWAY - THE VANGUARD HAS ARRIVED Mar 31, 2025 16k worth of MSI hardware and extra prizes. Mar 31, 2025 Jan 26, 2025 RTX 5090 Benchmarks Jan 26, 2025 The new #1 with a price that knows it. Jan 26, 2025 Jan 20, 2025 RTX 5090 UNBOXING Jan 20, 2025 Jan 20, 2025 Dec 24, 2024 IN MEMORIAM - GORDON MAH UNG Dec 24, 2024 Dec 24, 2024 Oct 11, 2024 The Lian Li O11 VISION COMPACT is here! PCMR case collab V2! Oct 11, 2024 Oct 11, 2024 Jul 5, 2024 G.Skill @ Computex 2024 Jul 5, 2024 Jul 5, 2024 Jun 29, 2024 MSI @ COMPUTEX 2024 Jun 29, 2024 Jun 29, 2024 Oct 26, 2022 PCMR FAQ: 12VHPWR AND ITS ISSUES Oct 26, 2022 Oct 26, 2022 Sep 11, 2022 #Projectbeyond Sep 11, 2022 Sep 11, 2022 Aug 22, 2022 ASUS/ROG X670E GAMESCOM22 LAUNCH EVENT Aug 22, 2022 Aug 22, 2022 May your framerates be high, and your temperatures low
2026-01-13T08:47:51
https://replit.com/usecases/smb
Replit for SMBs Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building B u ild t h e a pps y o ur s mall b u siness n eeds, with o ut c o de Replit makes it easy for small businesses to create custom apps that save time, cut costs, and solve problems — no developers or coding required. Whether you’re scaling operations or launching your next venture, Replit’s AI helps you build and deploy in record time. Start now If you can prompt it, Replit can build it From automating tasks to launching your next big idea Launch tools that grow your business Turn your business ideas into custom apps like CRM systems or customer portals that elevate your operations. No-code needed Tell Replit Agent your app or website idea, then watch it come to life. It’s like having an entire team of software engineers on demand, ready to build what you need — all through a simple chat. Give your team tools they’ll love Create internal tools like scheduling systems or dashboards custom tailored to your needs. Don't settle for existing solutions that fall short when you can build your own! Fully automated setup and deployment Replit's cloud-based platform automatically sets up your environment, builds your app, and deploys live with a click. Small businesses love Replit Sarah Johnson Sales Director We built a custom CRM that fits our sales process perfectly. In just one week, we automated lead tracking and created dashboards that save us hours every day—all without hiring developers. Michael Chen Startup Founder Launching our MVP felt impossible until we found Replit. We created a functional prototype in just a few days, secured funding, and now use Replit to manage our internal tools as we scale. Emily Rodriguez Operations Manager Our team needed a scheduling system, but every solution we tried fell short. Replit let us build a custom scheduling app with real-time updates, saving us at least 10 hours a week and eliminating scheduling headaches. Powerful features for every business Everything you need to build and launch your next big idea Unleash your ideas from anywhere Replit’s gives you the freedom to build, edit, and manage apps from any device — whether you’re at the office, on-site, or working from home. AI that does the heavy lifting Replit’s AI-powered code suggestions save you hours by generating intelligent completions and automating tedious tasks. Build together, launch instantly Collaborate in real-time with teammates or contractors, refining your apps side-by-side in one shared workspace. Start building your app today Replit gives you the power to build apps that solve your biggest challenges, whether you’re scaling a business or launching your next big idea. Try now Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/usecases/operations
Replit for Operations Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Buil d ex a ctly w hat y our te a m nee d s, wit h out b ottlenecks Go from ‘wishlist’ to ‘working tool’ in minutes, not months. Build custom dashboards, tracking tools, and automations that perfectly fit your team needs with Replit Agent — no code, waiting on developers, or overpriced solutions required. Start now Go from idea to working solution, fast Build any integration or tool, exactly how you need it Feed Replit Agent API documentation or describe what you need in plain text — then watch as it creates custom tools and integrations that perfectly match your requirements without writing a single line of code. Automate entire workflows that save time and budget Replace expensive per-task tools like Zapier and Make with your own custom automations, saving hundreds monthly while unlocking new levels of productivity for your teams. Create custom dashboards to track anything and unlock new insights Transform CSVs, PDFs, and spreadsheets into powerful visualization tools that reveal patterns and metrics your team has never been able to access before. Deploy with enterprise-grade security and control Keep sensitive operations protected with private deployments, role-based authentication, and secure secrets management for all your API connections. From "that's not possible" to "I built it myself this afternoon" Build with Replit Agent to create from scratch, then refine to make quick edits — giving your team the power to turn any idea into working tools lightning-fast. How it works 1 Describe what you need Tell Replit Agent the tool, integration, or automation you want to create in simple, everyday language 2 Replit Agent builds it for you Watch as Agent generates a complete, custom solution in minutes 3 Refine and iterate Make quick improvements and bug fixes 4 Connect your data Easily integrate with your existing systems and data sources 5 Deploy instantly Share with your team and start using your new tool immediately Why operations teams love Replit Operations teams are transforming backlogs into breakthroughs — building their best ideas without technical bottlenecks while slashing costs and timelines. 90% faster implementation Build and deploy internal tools in hours instead of weeks or months of waiting for engineering resources. 40-60% cost savings Replace multiple SaaS subscriptions with custom-built tools that do exactly what you need. Unlimited customization Finally implement all those "if only we could" ideas that have been sitting on the backlog. Manufacturing Company Operations Director We needed a custom inventory tracking system that integrated with our legacy warehouse software. After six months of being told it wasn't a priority, I built it myself with Replit in two days. My team couldn't believe it. SaaS Startup RevOps Manager We were spending $800/month on workflow automation tools with frustrating limitations. We replaced our entire stack with custom solutions built on Replit, saving over $9,000 annually while getting exactly what we needed. E-commerce Brand Head of Operations I gave Replit Agent our sales data and customer support tickets and asked for a dashboard showing correlations. In minutes, I had insights we'd never been able to see before—all without writing a line of code. Your teams deserve better tools — build them yourself with Replit Unlock next level productivity and uncover new insights by creating the exact solutions your team needs with Replit. No engineering backlog, expensive software, or coding required. Get started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://pypi.org/project/simple-language-recognizer/
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2026-01-13T08:47:51
https://forem.com/kowshikkumar_reddymakire#main-content
Kowshikkumar Reddy Makireddy - 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 DEV Community Close Follow User actions Kowshikkumar Reddy Makireddy 404 bio not found Joined Joined on  Jan 13, 2026 More info about @kowshikkumar_reddymakire Post 1 post published Comment 0 comments written Tag 0 tags followed 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 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. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account
2026-01-13T08:47:51
https://future.forem.com/t/education
Education - 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. 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 Future Close # education Follow Hide Discussions on academic programs, online courses, and learning paths in security. Create Post Older #education posts 1 2 3 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . 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!" Stanley Amaziro Stanley Amaziro Stanley Amaziro Follow Nov 15 '25 It is the year 2026, stop saying "It works on my machine!" # education # productivity Comments Add Comment 2 min read Secure by Design: Combining QA Testing and Cybersecurity Expertise Ray Parker Ray Parker Ray Parker Follow Nov 11 '25 Secure by Design: Combining QA Testing and Cybersecurity Expertise # education # security Comments Add Comment 6 min read A Beginner-Friendly Structural Breakdown of AI, ML, NLP, and CV (For Full-Stack Developers Moving Into AI) THIYAGARAJAN varadharajan THIYAGARAJAN varadharajan THIYAGARAJAN varadharajan Follow Nov 10 '25 A Beginner-Friendly Structural Breakdown of AI, ML, NLP, and CV (For Full-Stack Developers Moving Into AI) # ai # education 1  reaction Comments Add Comment 2 min read Mobile Learning Explosion: $287 Billion Market Transforms How 94% of Gen Z Studies Nishant Sharma Nishant Sharma Nishant Sharma Follow Dec 12 '25 Mobile Learning Explosion: $287 Billion Market Transforms How 94% of Gen Z Studies # learning # education 1  reaction Comments 1  comment 13 min read Jeff Su: 4 Next-Level ChatGPT Techniques AI News AI News AI News Follow Nov 5 '25 Jeff Su: 4 Next-Level ChatGPT Techniques # ai # productivity # education Comments Add Comment 1 min read Ethereum for Non-Technical People: The Programmable Blockchain Ribhav Ribhav Ribhav Follow Dec 3 '25 Ethereum for Non-Technical People: The Programmable Blockchain # crypto # blockchain # ethereum # education 2  reactions Comments 1  comment 5 min read 🧠 TOKEN2049 Proved It: Crypto’s Not Dead, It’s Just Upgrading Emir Taner Emir Taner Emir Taner Follow Oct 23 '25 🧠 TOKEN2049 Proved It: Crypto’s Not Dead, It’s Just Upgrading # blockchain # crypto # education # productivity 2  reactions Comments Add Comment 1 min read From Minikube to EKS leslie wilkey leslie wilkey leslie wilkey Follow Oct 21 '25 From Minikube to EKS # education # productivity Comments Add Comment 1 min read Linus Tech Tips (LTT): His House Burned Down. I Brought Help Future YouTube Future YouTube Future YouTube Follow Oct 14 '25 Linus Tech Tips (LTT): His House Burned Down. I Brought Help # productivity # education Comments Add Comment 1 min read Jeff Su: How to Create Cinematic AI Videos (No-BS Guide) AI News AI News AI News Follow Oct 10 '25 Jeff Su: How to Create Cinematic AI Videos (No-BS Guide) # ai # education # productivity Comments Add Comment 1 min read Offline Souls, Online Noise (Dead Internet) PART 1 Milos Cirjakovic Milos Cirjakovic Milos Cirjakovic Follow Nov 8 '25 Offline Souls, Online Noise (Dead Internet) PART 1 # ai # bots # deadnet # education 12  reactions Comments 1  comment 3 min read Veritasium: World's Most Explosive Liquid Future YouTube Future YouTube Future YouTube Follow Sep 27 '25 Veritasium: World's Most Explosive Liquid # science # education Comments Add Comment 1 min read Jeff Su: The REALITY of AI Video in 2025 (it’s not what you think) AI News AI News AI News Follow Oct 7 '25 Jeff Su: The REALITY of AI Video in 2025 (it’s not what you think) # ai # productivity # education 1  reaction Comments Add Comment 1 min read AI in Education: Threat or Learning Tool? Isaac Isaac Isaac Follow Sep 22 '25 AI in Education: Threat or Learning Tool? # ai # education # productivity 1  reaction Comments 1  comment 3 min read Як технології лазертаг-систем змінюють військову підготовку: від тренажера до реального бою Максим Чернов Максим Чернов Максим Чернов Follow Oct 17 '25 Як технології лазертаг-систем змінюють військову підготовку: від тренажера до реального бою # education # productivity # wearables Comments Add Comment 1 min read Kurzgesagt - In a Nutshell: The Only Way To Stop A Killer Asteroid Future YouTube Future YouTube Future YouTube Follow Sep 16 '25 Kurzgesagt - In a Nutshell: The Only Way To Stop A Killer Asteroid # science # education 3  reactions Comments Add Comment 1 min read The Cryptocurrency Market: Lessons from Downturns and Fundamentals Curo Tomuro Curo Tomuro Curo Tomuro Follow Oct 14 '25 The Cryptocurrency Market: Lessons from Downturns and Fundamentals # crypto # education # fintech 6  reactions Comments 1  comment 2 min read loading... trending guides/resources Linus Tech Tips (LTT): Building the PERFECT Linux PC with Linus Torvalds Jeff Su: 4 Next-Level ChatGPT Techniques Mobile Learning Explosion: $287 Billion Market Transforms How 94% of Gen Z Studies Secure by Design: Combining QA Testing and Cybersecurity Expertise It is the year 2026, stop saying "It works on my machine!" Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half I want people to document their entire lives from childhood to adulthood. El Experimento Multi-Modelo: Cuando Le Pregunté a las IAs Más Avanzadas 'Qué Harías Para Sobrevivir' A Beginner-Friendly Structural Breakdown of AI, ML, NLP, and CV (For Full-Stack Developers Moving... Offline Souls, Online Noise (Dead Internet) PART 2 Ethereum for Non-Technical People: The Programmable Blockchain Offline Souls, Online Noise (Dead Internet) PART 1 Solidity Basics (Part 1) — Variables, Functions & Your First Real Contract Jeff Su: Master 80% of Notion with this ONE Feature 💎 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. 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 . Future © 2025 - 2026. Stay on the cutting edge, and shape tomorrow Log in Create account
2026-01-13T08:47:51
https://hearthstone.wiki.gg/wiki/Hearthstone_Wiki
New Hearthstone Wiki, the encyclopedia built by fans Create account Log in Toggle personal tools menu Not logged in Talk Contributions Create account Log in Navigation menu Namespaces Main page Discussion English Views Read View source View history More Search Navigation Main page Create new page Recent changes Random page Community portal Admin noticeboard HS Wiki Discord bot Discord Constructed Standard format Wild format Twist format Ranked Card properties Card pools Game modes Hearthstone Battlegrounds Tavern Brawl Arena Solo Adventures Mercenaries Databases API (Cargo query) Achievements Cards Battlegrounds cards Battlegrounds heroes Mercenaries mercs Mercenaries abilities Mercenaries equipments Mercenaries tasks Mercenaries bounties Collection Quests Rewards Track Achievement In-game currencies Items Cosmetics Tools What links here Related changes New page Special pages Printable version Page information Database data Cite this page Languages 中文 Hearthstone Wiki From Hearthstone Wiki Jump to navigation Jump to search Welcome to the New Hearthstone Wiki! Welcome! The New Hearthstone Wiki is a Hearthstone database and information center maintained by the community. We are currently maintaining 31,401 articles (228,142 total pages). Constructed Wiki Battlegrounds Wiki Mercenaries Wiki Community portal Game modes Constructed ( Ranked ) Arena Solo Adventures Tavern Brawl Constructed formats Standard Wild Twist Classes Death Knight Demon Hunter Druid Hunter Mage Paladin Priest Rogue Shaman Warlock Warrior Card sets Expansion November 4, 2025 Expansion July 8, 2025 Expansion March 25, 2025 Expansion November 5, 2024 Expansion July 23, 2024 Expansion March 19, 2024 Event Card set February 13, 2024 Core Card set Year of the Raptor Across the Timeways The Lost City of Un'Goro Into the Emerald Dream The Great Dark Beyond Perils in Paradise Whizbang's Workshop Event Core See all card sets Card properties Attributes Abilities ( Keywords ) Card sets Classes ( Multi-classes ) Effect types Minion types Rarities Runes Spell schools Types Collection In-game currencies Reward XP Gold Arcane Dust Runestone Items Card Card pack Tavern Ticket Cosmetic items Golden card Diamond card Signature card Hero skin Card back Cosmetic Coin Collection systems Collection manager Quest Rewards Track Achievement Event Track About Hearthstone Hearthstone is a free-to-play collectible card game (CCG) developed by Blizzard Entertainment . Battle.net Latest patch 34.2.2.233025 Latest patch date 2025-12-12 (30 days ago) Standard cards 1406 Wild cards 5645 (4498 wild-only) News [ edit this section ] Welcome to the New Hearthstone Wiki! Visiting from the old Fandom Hearthstone Wiki? If you had an account there, you can reclaim it here . If you want to rename your account, please reclaim it with the original name and submit a request here . Wiki News October 9, 2025: — ICYMI, we had a card reveal for Across the Timeways ! You can view it again at Hearthstone Wiki:Card reveal ! September 28, 2025: — Recently we've greatly increased the amount of Disambiguation pages to make it easier to search for all cards containing specific characters. Hearthstone News — 33.6 Patch Notes (2025-10-01) — Warcraft Heroes Past and Future Unite in Across the Timeways, Hearthstone's Next Expansion (2025-09-30) — 33.4.2 Patch Notes (2025-09-17) — The Hearthstone International Showmatch Is Coming! (2025-09-16) See all news Blizzard Forum Countdown Community Twitter PlayHearthstone Wiki Tweets by @playhearthstone Tweets by @wikihearthstone Other media Other fansites HSReplay.net Hearthstone Top Decks Hearthstone Decks Related wikis Wiki logo Cosmetics (from newest) See all hero skins See all card backs See all cosmetic Coins Retrieved from " https://hearthstone.wiki.gg/wiki/Hearthstone_Wiki?oldid=869229 " Category : Main Hidden categories: Pages using Tabber parser tag Queries card data Cookies help us deliver our services. By using our services, you agree to our use of cookies. More information OK This page was last edited on 28 September 2025, at 20:27. Pages that were created prior to August 2023 are adapted from the Hearthstone Fandom wiki. Page content is under Creative Commons Attribution-Non-Commercial-ShareAlike 4.0 License unless otherwise noted. Terms of Service Privacy policy Support Wiki Send a ticket to wiki.gg Status page Manage cookie settings
2026-01-13T08:47:51
https://future.forem.com/t/edgecomputing
Edgecomputing - 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. 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. 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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 # edgecomputing Follow Hide Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Rivian unveils custom silicon and advanced AI platform for next-gen autonomousvehicle experience Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Dec 12 '25 Rivian unveils custom silicon and advanced AI platform for next-gen autonomousvehicle experience # ai # autonomy # edgecomputing Comments Add Comment 2 min read Optimizing Edge Server Latency — What Are You Using? Harry Cmary Harry Cmary Harry Cmary Follow Nov 26 '25 Optimizing Edge Server Latency — What Are You Using? # edgecomputing # iot # productivity Comments Add Comment 1 min read Exploring Scalable Infrastructure for Edge Computing and Cloud Servers Amelia Hebrew Amelia Hebrew Amelia Hebrew Follow Nov 25 '25 Exploring Scalable Infrastructure for Edge Computing and Cloud Servers # science # edgecomputing Comments Add Comment 1 min read The Future of IT: Trends Shaping the Digital Landscape in 2025 Wajeeha Zeeshan Wajeeha Zeeshan Wajeeha Zeeshan Follow for IT Services and Consulting Nov 11 '25 The Future of IT: Trends Shaping the Digital Landscape in 2025 # ai # edgecomputing Comments Add Comment 2 min read vivo Vision mixed reality headset shown off, testers praise its comfortable design AR/VR News AR/VR News AR/VR News Follow Aug 12 '25 vivo Vision mixed reality headset shown off, testers praise its comfortable design # arvr # wearables # iot # edgecomputing Comments Add Comment 1 min read Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more AI News AI News AI News Follow Aug 8 '25 Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more # ai # productivity # security # edgecomputing Comments Add Comment 1 min read OpenAI releases a free GPT model that can run right on your laptop AI News AI News AI News Follow Aug 7 '25 OpenAI releases a free GPT model that can run right on your laptop # ai # edgecomputing # security # productivity Comments Add Comment 1 min read Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more AI News AI News AI News Follow Aug 7 '25 Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more # ai # productivity # edgecomputing # robotics Comments Add Comment 1 min read Cheyenne to host massive AI data center using more electricity than all Wyoming homes combined AI News AI News AI News Follow Aug 5 '25 Cheyenne to host massive AI data center using more electricity than all Wyoming homes combined # ai # energy # edgecomputing # science Comments Add Comment 1 min read Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more AI News AI News AI News Follow Aug 5 '25 Big tech has spent $155bn on AI this year. It's about to spend hundreds of billions more # ai # edgecomputing # robotics # autonomy Comments Add Comment 1 min read OpenAI agreed to pay Oracle $30B a year for data center services AI News AI News AI News Follow Jul 28 '25 OpenAI agreed to pay Oracle $30B a year for data center services # ai # edgecomputing # iot # security Comments Add Comment 1 min read ALIBABA will announce its first AI Glasses this week: There's a version with display, and a version without AR/VR News AR/VR News AR/VR News Follow Jul 28 '25 ALIBABA will announce its first AI Glasses this week: There's a version with display, and a version without # ai # wearables # arvr # edgecomputing Comments Add Comment 1 min read New AI architecture delivers 100x faster reasoning than LLMs with just 1,000 training examples AI News AI News AI News Follow Jul 28 '25 New AI architecture delivers 100x faster reasoning than LLMs with just 1,000 training examples # ai # edgecomputing # robotics # autonomy 1  reaction Comments Add Comment 1 min read Netflix uses generative AI in one of its shows for first time | Netflix AI News AI News AI News Follow Jul 21 '25 Netflix uses generative AI in one of its shows for first time | Netflix # ai # science # edgecomputing # arvr Comments Add Comment 1 min read This AI Warps Live Video in Real Time AI News AI News AI News Follow Jul 18 '25 This AI Warps Live Video in Real Time # ai # arvr # edgecomputing # science Comments Add Comment 1 min read New lightweight headset from PICO? AR/VR News AR/VR News AR/VR News Follow Jul 17 '25 New lightweight headset from PICO? # arvr # wearables # ai # edgecomputing Comments Add Comment 1 min read Could smart goggles bridge the gap between Vision Pro and Apple Glasses? AR/VR News AR/VR News AR/VR News Follow Jul 17 '25 Could smart goggles bridge the gap between Vision Pro and Apple Glasses? # arvr # wearables # iot # edgecomputing Comments Add Comment 1 min read Jack Dorsey Unveils Offline Messaging App ‘Bitchat' with No Internet, Servers, or Accounts Crypto News Crypto News Crypto News Follow Jul 10 '25 Jack Dorsey Unveils Offline Messaging App ‘Bitchat' with No Internet, Servers, or Accounts # privacy # security # iot # edgecomputing 2  reactions Comments Add Comment 1 min read Bill Gates was skeptical that GPT-5 would offer more than modest improvements, and his prediction seems accurate AI News AI News AI News Follow Aug 12 '25 Bill Gates was skeptical that GPT-5 would offer more than modest improvements, and his prediction seems accurate # ai # science # edgecomputing # productivity 1  reaction Comments Add Comment 1 min read OpenAI Poaches 4 High-Ranking Engineers From Tesla, xAI, and Meta AI News AI News AI News Follow Jul 9 '25 OpenAI Poaches 4 High-Ranking Engineers From Tesla, xAI, and Meta # ai # employment # science # edgecomputing 2  reactions Comments Add Comment 1 min read Cloudflare Just Became an Enemy of All AI Companies AI News AI News AI News Follow Jul 7 '25 Cloudflare Just Became an Enemy of All AI Companies # ai # security # privacy # edgecomputing Comments Add Comment 1 min read Brilliant Labs launches Halo: AI smartglasses that last all day AR/VR News AR/VR News AR/VR News Follow Aug 5 '25 Brilliant Labs launches Halo: AI smartglasses that last all day # ai # arvr # wearables # edgecomputing 3  reactions Comments Add Comment 1 min read loading... trending guides/resources Optimizing Edge Server Latency — What Are You Using? 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2026-01-13T08:47:51
https://hearthstone.blizzard.com/en-us/expansions-adventures/across-the-timeways
Across the Timeways Rewrite History Buy Now Journey Through the Ages From her station at the Temporal Conflux, Chromie of the Bronze Dragonflight made a shocking discovery: an evil force was tampering with time. The corrupted Murozond, Lord of the Infinite, was twisting all timelines toward a single apocalyptic fate. Chromie knew she couldn’t stop him alone, so she raced through time, recruiting fabled Warcraft heroes from every era and assembling the ultimate team Across the Timeways! View All Cards Expansion Features New Keyword: Fabled Wield the power of Warcraft icons from past, future, and alternate timelines! Fabled Legendary cards arrive with extra cards that automatically slot into your deck. Each class gets a Fabled hero, like Sylvanas or Gelbin, pulled from timelines both known and never seen before. New Keyword: Rewind Time travel comes to Hearthstone! Rewind lets you replay cards with random effects to try for a better outcome. Whether it’s a spell gone sideways or a minion that missed its mark, Rewind gives you the chance to rewrite history. Keep the result or Rewind the timeline? The power to change fate is in your hands! Bend Time to Your Will Rewind and Fabled aren't the only ways to manipulate time. Timeway Warden imprisons a minion for 10,000 turns, while Divergence splits one into two alternate versions. Ally With Protectors of the Timeways Timelord Nozdormu returns to remind us that no fate is inevitable. Soldier of the Bronze and Soldier of the Infinite mirror each other in more ways than one, representing the clash of timelines at the heart of this expansion. FAQ When will Across the Timeways release? November 4, 2025. What are the Timeways? The Timeways are magical corridors that connect different timelines in the Warcraft universe. They’re guarded by the Bronze Dragonflight, including Chromie, who takes the form of a cheerful gnome, and Nozdormu, their leader and the Aspect of Time. In Hearthstone’s Across the Timeways expansion, these corridors are under threat from Murozond, Lord of the Infinite. In an attempt to stop him, Chromie raced through the Timeways to recruit legendary heroes from past, future, and alternate realities. Warcraft fans know that Nozdormu and Murozond are actually the same dragon. After glimpsing his own death, Nozdormu becomes obsessed with avoiding it. In the future, that obsession eventually corrupts him into Murozond, who creates the Infinite Dragonflight. His twisted goal is to manipulate all timelines so every reality leads to the End Time, a barren wasteland devoid of life. Can Chromie’s team of fabled Warcraft champions stop this apocalyptic scheme? We'll soon find out as this chrono-crisis plays out Across the Timeways! What are the Across the Timeways promotional cards? There are four free cards leading up to the launch of Across the Timeways! Mister Clocksworth is the free Legendary card available now just for logging in. Semi-Stable Portal is a Common card also available to claim for free in the in-game Shop right now. Two more cards, Portal Vanguard and a Signature Robocaller, will be available for free as a reward for an in-game event in this patch. See the 33.6 Patch Notes for details. How will Catch-Up Packs work in Across the Timeways? There will be new Catch-Up Packs with Across the Timeways. As always, those Catch-Up Packs will catch you up to the expansion by featuring the past sets that will still be in Standard when Across the Timeways launches: Whizbang’s Workshop, Perils in Paradise, The Great Dark Beyond, Into the Emerald Dream, and The Lost City of Un’Goro. These Catch-Up Packs will include 5-50 cards per pack, with 1-13 cards per set per pack. Previous Catch-Up Pack logic will remain unchanged no matter when you open them. In-game Catch-Up Pack grants will swap over to the new Catch-Up Packs with Patch 34.0. You can tell which Catch-Up Pack you are opening by looking at the set symbols on the pack. See the Disclosure Page for more details. What’s the best Across the Timeways pre-purchase bundle? We’re offering three pre-purchase bundles this expansion: our usual Pre-Purchase Bundle and Mega Bundle options, plus the Sequence Bundle (unlocked after getting the other two pre-purchase bundles). The Sequence Bundle offers the best value for players who want the most packs possible at launch. For players who plan to choose just one Pre-Purchase bundle, the Mega Bundle is the better value option for the Hearthstone Mode. When can I open my pre-purchased packs? Pre-purchase packs (as well as any other Across the Timeways Packs accumulated at that time) will initially be able to be opened during the Pre-Release Tavern Brawl, from October 28 to November 4. Outside of that, Across the Timeways packs will be able to be opened when the expansion launches on November 4. What is the Pre-Release Tavern Brawl? The Pre-Release Tavern Brawl will return for Across the Timeways, running from the launch of Patch 34.0 on October 28 until the launch of the expansion on November 4. In the Pre-Release Tavern Brawl, you will be able to open your Across the Timeways packs, build decks, and play with them in a mini-competition. Prizing will match the prizing structure from last Pre-Release Tavern Brawl based on how well you do, but will award cards and packs from Across the Timeways, so you can take your winnings and go again! Everyone will get one free entry; each subsequent entry will cost 2 Tavern Tickets, 300 Gold, or 400 Runestones. Where can I find card reveals? Head over to the official Card Library to see all the cards that have already been revealed, as well as a schedule for future reveals! Where can I plan my decks with the new cards? The official Hearthstone Deck Builder is a great place to scope out Across the Timeways before the expansion goes live. Stay tuned for more details on upcoming theorycrafting streams, where your favorite content creators will dive into the timestream to explore new strategies!
2026-01-13T08:47:51
https://devblogs.microsoft.com/aspnet/asp-net-core-updates-in-net-5-preview-4/
ASP.NET Core updates in .NET 5 Preview 4 - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog ASP.NET Core updates in .NET 5 Preview 4 .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now May 19th, 2020 0 reactions ASP.NET Core updates in .NET 5 Preview 4 Sourabh Shirhatti [MSFT] Program Manager Show more .NET 5 Preview 4 is now available and is ready for evaluation! .NET 5 will be a current release . Get started To get started with ASP.NET Core in .NET 5.0 Preview4 install the .NET 5.0 SDK . If you’re on Windows using Visual Studio, we recommend installing the latest preview of Visual Studio 2019 16.6 . If you’re on macOS, we recommend installing the latest preview of Visual Studio 2019 for Mac 8.6 . Upgrade an existing project To upgrade an existing ASP.NET Core 5.0 preview3 app to ASP.NET Core 5.0 preview4: Update all Microsoft.AspNetCore.* package references to 5.0.0-preview.4.* . Update all Microsoft.Extensions.* package references to 5.0.0-preview.4.* . See the full list of breaking changes in ASP.NET Core 5.0. That’s it! You should now be all set to use .NET 5 Preview 4. What’s new? Performance Improvements to HTTP/2 By adding support for HPack dynamic compression of HTTP/2 response headers in Kestrel, the 5.0.0-prevew4 release improves the performance of HTTP/2. For more information on how HPACK helps save bandwidth and help reduce latency, we recommend reading this excellent write-up by the team at CloudFlare . Reduction in container image sizes The canonical multi-stage Docker build for ASP.NET Core involves pulling both the SDK image and ASP.NET Core runtime image. By re-platting the SDK image upon the ASP.NET runtime image, we’re sharing layers between the two images. This dramatically reduces the size of the aggregate images that you pull. For more information about the size improvements and other container enhancements, check out the .NET 5 Preview 4 blog post See the release notes for additional details and known issues. Give feedback We hope you enjoy this release of ASP.NET Core in .NET 5! We are eager to hear about your experiences with this latest .NET 5 release. Let us know what you think by filing issues on GitHub . Thanks for trying out ASP.NET Core! 0 3 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category ASP.NET Topics .NET .net framework Share Author Sourabh Shirhatti [MSFT] Program Manager I work on .NET, ASP.NET Core, and gRPC. UT Austin Alumnus and Bengaluru native 3 comments Discussion is closed. Login to edit/delete existing comments. Code of Conduct Sort by : Newest Newest Popular Oldest Gal Ratner --> Gal Ratner --> May 21, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Please bring Web Forms into .NET Core. its great technology and is more robust then Razor Pages. Dimitris Pantazopoulos --> Dimitris Pantazopoulos --> June 14, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Agreed. Web Forms still is the best choice for RAD web app development and it is robust and mature. I believe it can evolve and fit the contemporary web. Also, I think Microsoft is going to unify it in .NET 5. Krystof Zacek --> Krystof Zacek --> May 26, 2020 0 --> Collapse this comment --> Copy link --> --> --> --> Certainly not. Check out Blazor instead. Server Side Blazor is already production-ready and WebAssembly Blazor is in preparation. The only significant downside is lack of in-built-in quality components but there are plenties of both free and commercial ones available. Read next May 19, 2020 Windows Forms Designer for .NET Core Released Olia Gavrysh May 19, 2020 ML.NET Model Builder is now a part of Visual Studio Bri Achtman Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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2026-01-13T08:47:51
https://www.reddit.com/user/Afraid-Technician-74/
Reddit - The heart of the internet Skip to main content Open menu Open navigation Go to Reddit Home u/Afraid-Technician-74 Get App Get the Reddit app Log In Log in to Reddit Expand user menu Open settings menu Afraid-Technician-74 u/Afraid-Technician-74 Overview Posts Comments back forward Feed options Feed options Hot New Top View Card Compact Back Now Today This Week This Month This Year All Time :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online r/osdev :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online • GitHub - hn4-dev/hn4 Afraid-Technician-74 replied to eteran Readme updated. POSIX shim landed, but still work in progress.  Reply reply :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/programming Computer Programming Members Online r/programming :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/programming Computer Programming Members Online • hn4/docs/math.md at main · hn4-dev/hn4 Afraid-Technician-74 replied to Matt3k POSIX is up and so is all my other files. I am done for now. Reply reply :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online r/osdev :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online • GitHub - hn4-dev/hn4 Afraid-Technician-74 replied to eteran check out the readme. Reply reply :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online r/osdev :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online • GitHub - hn4-dev/hn4 Afraid-Technician-74 replied to eteran done. see readme Reply reply GitHub - HN4 (Hydra-Nexus 4) storage allocator :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/compsci :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/compsci Computer Science Theory and Application. We share and discuss any content that computer scientists find interesting. People from all walks of life welcome, including hackers, hobbyists, professionals, and academics. Members Online • GitHub - HN4 (Hydra-Nexus 4) storage allocator r/osdev • GitHub - hn4-dev/hn4 https://github.com/hn4-dev/hn4 • comments :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online r/osdev :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online • GitHub - hn4-dev/hn4 Afraid-Technician-74 commented HN4 is a storage allocator I’ve been building because I got tired of pretending storage is simple. It treats hardware as a graph, uses entropy to avoid collisions, and focuses more on recovery and failure behavior than on pretty benchmarks. It’s experimental, math-driven, and probably overbuilt — but at least it’s honest about the physics. Reply reply HN4: a new storage engine built around deterministic allocation and math :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/filesystems :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/filesystems Links about usage of file systems, FS implementation and theory behind implementations. Floss or proprietary, legacy or alpha-stage. Members Online • HN4: a new storage engine built around deterministic allocation and math HN4 is a storage engine I’ve been building around strict allocator geometry, deterministic IO paths, and spec-driven design. No POSIX assumptions, no legacy filesystem inheritance. Everything is built from allocator math upward. This is the first public drop. Repo is here GitHub - hn4-dev/hn4 :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/osdev Members Online • GitHub - hn4-dev/hn4 https://github.com/hn4-dev/hn4 Afraid-Technician-74 Share Block Account Report Profile Follow 1 follower 26 28 post karma, -2 comment karma Karma 64 Contributions 1 y Cake day: Jul 9, 2024 Reddit Age :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> 13 Active in > Trophy Case One-Year Club Reddit Rules Privacy Policy User Agreement Accessibility Reddit, Inc. © 2026. 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2026-01-13T08:47:51
https://fusionauth.io/
Authentication & User Management Software - FusionAuth --> From Zero to Fortune 500: How Promptfoo Deployed Enterprise AI Security in One Week 1 Product Platform Authentication Authorization Enterprise Ready Extensibility Organizations User Management Security Features Advanced Threat Detection API Access Biometric Authentication Breached Passwords Machine to Machine Magic Links Multi-Factor Authentication Passkeys Passwordless Login Role-Based Access Session Management Single Sign-On Social Login User Registration Webhooks See All Features It's Your Cloud - We Just Manage It FusionAuth Cloud Fully Customizable Auth System Learn More Developers get started Get Started Documentation Articles FusionAuth API Community SDKs Security Trust Center Quickstarts .Net Core Angular Python iOS React Java Remix Drupal Javascript Ruby Flask NextJS Rust Vue Flutter Wordpress GO PHP Android Nuxt SDK s Angular OpenAPI Node.js .Net Core React Ruby Typescript Go PHP Python Java Vue Javascript Host Your Own Instance Get Started Compare {blank} to FusionAuth Compare benefits, features, pricing and more. Learn More Resources Explore Build vs Buy Webinars Events Blog Ebooks, Demos & More Why FusionAuth See what it means to own your auth. Partners Explore our ever growing list of partners. Meet Our Customers Read about our customers and their use cases. Careers Learn about our current open positions. industries Healthcare Gaming Retail Fintech Entertainment Pricing Download get a demo Login Product Platform Authentication Authorization Enterprise Ready Extensibility Organizations User Management Security Self-Host FusionAuth Cloud Features Advanced Threat Detection API First Biometric Authentication Breached Passwords Machine to Machine Magic Links Multi-Factor Authentication Social Logins Passkeys Passwordless Login Role-Based Access Sessions Management Single Sign-On User Registration Webhooks See All Features Developers Get Started Documentation Articles FusionAuth API Community SDKs Download Quickstarts Security & Bug Reporting Trust Center Company resources Build vs Buy Webinars Events FusionAuth Blog Ebooks, Demos & More Customers & Partners Why FusionAuth Meet the Team Careers Industries Healthcare Gaming Entertainment Fintech Retail Pricing Login get started Auth So Modern You Can Download It The only Customer Identity and Access Management (CIAM) with hybrid, dedicated deployment you can dev and test anywhere. Get a Demo start for free get started Quick response & catered demos Quick response & catered demos Check out the platform on your own. Get Started Company News Fusion Auth Acquires Permify Fusion Auth Acquires Unifying AuthN + AuthZ in a Single Deploy Anywhere Platform learn more Fully Integrated Authentication and Authorization Fusion Auth adds login, registration, SSO , MFA , and a bazillion other features to your app in days - not months. Authentication Authorization User & Org Management Threat Detection & Security Registration & Login Offer your users flexible authentication options, including passwords, passwordless, single sign-on (SSO), and multi-factor authentication (MFA). FusionAuth supports standards-based protocols like OAuth2, OIDC, and SAML v2 for secure and seamless login experiences. Single Sign-On Streamline access, reduce password fatigue, and simplify user management while maintaining robust authentication with single sign-on. Passkeys Enhance security by eliminating password hassles such as forgetting, creating strong passwords, or frequent resets. Multi-Factor Authentication (MFA) Improve account security by requiring additional verification, making it much harder for unauthorized users to gain access even if passwords are compromised. Safeguard sensitive data and reduce the risk of account takeovers. API Authorization Implement fine-grained access control, protect sensitive data, and make sure that only authenticated users with proper permissions can interact with your APIs. Scale securely while maintaining developer productivity. Role-Based Access Control (RBAC) Easily define and manage user roles, assign specific permissions, and ensure users can only access the features and data they need. Streamline security while enhancing user experience. Session Management Seamless user authentication across multiple devices. Control session lifetimes, and easily revoke access when needed.  Step Up Auth Keep those sensitive actions secure without compromising user experience. Step Up Auth lets you require additional verification, but only when needed. Protect high-risk operations without annoying users doing routine tasks.  User Management UI Give your admins and support team superpowers with FusionAuth’s intuitive user management interface. Quickly search, sort, and manage user accounts, leading to better support efficiency. Custom User Data Management Enhance user profiles and streamline data updates without writing any code. Keep your application flexible and user-centric with FusionAuth’s customizable admin forms. Entity Management Complex relationships? Fine-grained permissions?Seamless machine-to-machine interactions? FusionAuth’s Entity Management makes it easy to manage and scale large volumes of diverse Entities. Self-Service Account Management Empower users to securely manage their own accounts, including multi-factor authentication (MFA), updating personal information, and resetting passwords.  Advanced Threat Detection Detect and respond to sophisticated threats in real-time with customizable rate limiting, CAPTCHA integration, and location-aware security. Enhance security and safeguard user data while getting alerted when it matters most. Breached Password Detection Protect your users and systems from compromised credentials. Compare passwords against a vast database of known leaks. Security and Compliance Ensure regulatory compliance and robust security with FusionAuth. Our SOC 2 Type 2 certification, regular security audits, and comprehensive data protection measures help you meet industry standards and safeguard your user data. Data Isolation and Deployment Flexibility Enhance security and simplify compliance with FusionAuth's single-tenant architecture. Your data remains isolated, giving you full control over deployment, customization, and data sovereignty. Scale effortlessly with strict data separation. Simplifying Complex Identity Needs Save months of development cycles by using FusionAuth for all your auth needs. Built with a security-first mindset - giving you the freedom to accelerate your products and never worry about the next compliance or security requirement. Scalable and reliable infrastructure that supports one user logging in -- or thousands at once. API-first and fully customizable so your developers will love us. B2B & B2C Use Cases From securing patient data in healthcare to enhancing user experiences in gaming and streamlining retail operations, our versatile platform meets your unique challenges. Healthcare Gaming Entertainment Retail Fintech Start Building Your Application Step-by-step guides to quickly integrate FusionAuth into your application. start building Quickstarts Step-by-step guides to quickly integrate FusionAuth into your application. Start Here Get started with FusionAuth: A Beginner's Guide API Docs Explore key topics related to working with APIs. Any Language. Any Platform. Any Technology. Integration with any tech stack in minutes using our APIs or SDKs . Enterprise Benefits, Without The Enterprise Bullsh*t 1,000+ Logins/sec Supported 99.99% Uptime SLA 24/7 Engineer-led Support Hosting Deploy Anywhere, Our Cloud, Your Cloud or On-Premise FusionAuth can be hosted anywhere providing flexibility for you to choose the deployment method that best suits your infrastructure requirements. free download Self-Hosted Host it offline, from your cloud, on-prem, or from under your desk – wherever. Learn More FusionAuth Cloud Global cloud locations for high performance, data sovereignty, and high availability with up to 99.99% SLA. Learn More All Auth . No Bullsh*t Trusted by 10+ Million Developers With FusionAuth, all plans, you can keep adding as many Identity Providers as you want at no extra cost - this was our main issue with other CIAM providers as they demand increasingly unreasonable fees David Krizanic Head of Architecture @ Com Laude We were using Auth0 before FusionAuth and, although it had great features, it could be a bit confusing, mainly when talking about roles, scopes, permissions etc. At scale, Auth0’s pricing was outrageous. Danilo Polani Senior Software Engineer @ WeRoad The implementation is so much more intuitive than Auth0. I can run it on my own infrastructure and out of the box it supports everything I need. And more! Jason Musyj Co-Founder & CTO of Unio The FusionAuth team has been extremely helpful. They really give you the attention you need to solve any identity challenge. Danny Davis Wonder Giant FusionAuth is an amazing product. Tons of features and the support is the best in the industry. Marc Pearson IT Consultant I achieved in a single day's work what took a week and a half with Gluu. FusionAuth is just that simple to use. Mike Rees Growth Partners It's a huge win for us that we can self-host FusionAuth. Not only do we have extremely low latency for API calls, but also no rate limits. We were previously with Auth0 and their APIs and UIs were rate limited. This often made them horrifically slow. Dan Spiteri Hero Balancer White Paper Home Grown Authentication Report: 2025 This inaugural State of Homegrown Authentication report, sponsored by FusionAuth and Cloudelligent, is the first to dive into the tech stack of those building authentication themselves. Read More Release Updates The SSO Snake 1.56 This version focuses on API security, and it introduces some new flexibility in how you can use SSO sessions within FusionAuth. Blog Multi-Tenant SaaS Hijacked Your Auth Reclaim control of your authentication. Multi-tenant SaaS has hijacked customer identity (CIAM). Single-tenant cloud deployments can protect your data and security. Never Switch Customer Auth Providers Again Whether you are building your MVP or have hit hockey stick growth, FusionAuth is a complete auth solution with no sacrifices. We got this. Go build something awesome. get a demo platform Authentication Authorization Enterprise Ready Extensibility Organizations Security User Management Self-Host FusionAuth Cloud features Advanced Threat Detection API Access Biometric Authentication Breached Passwords Machine to Machine Magic Links Multi-Factor Authentication Social Logins Passkeys Passwordless Login Role-Based Access Control Session Management Single Sign-On User Registration & Login Webhooks See All Features industries Healthcare Gaming Entertainment Fintech Retail GUIDES Passwordless Authentication: A Comprehensive Guide Choosing the Best SSO Solution Choosing the Best CIAM Solution Top 10 Passwordless Auth Solutions COMPAny About Us Customers Team Partners In The News Careers We're hiring! GET STARted Pricing Talk to an Expert Get Started Login Developers Get Started Quickstarts Documentation Articles FusionAuth API Community Downloads Security & Bug Reports Trust Center Resources Build vs Buy Compare FusionAuth Community Webinars Events Blog Ebooks, Demos & More Podcast & Videos Password History Logos & Guidelines Auth Workflows Auth0 Migration Alternatives Auth0 Alternatives Frontegg Alternatives Stytch Alternatives Keycloak Alternatives Firebase Alternatives Amazon Cognito Alternatives Case studies Guide To Data Security DataStax Improves Performance dealcloser Chooses FusionAuth Subscribe for Updates Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. © 2025 FusionAuth License License FAQ Privacy Policy Product Privacy Policy Cookie Policy
2026-01-13T08:47:51
https://twitter.com/Wparad
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2026-01-13T08:47:51
https://particle41.com/
Particle41 Digital Projects Done Right Services Strategy & Consulting Product Management Interim/Fractional CTO Services Technical Due Diligence Cost Optimization Application development Mobile App Development Web Application Development UI/UX Design & Development DevOps & Software Performance DevOps Implementation Performance Optimization Monitoring & Alerting Systems Quality Assurance & Testing Data & Analytics Data Management & Governance Analytics & Platform Implementation Data Science Artificial Intelligence AI Strategy & Implementation ChatBot Development Generative AI Machine Learning Cloud Cloud Infrastructure Design Cloud Migration Services Application Modernization & Migration Cloud Migration Services Microservices Architecture Integration Solutions Process About Jobs Case Studies Blog Schedule a call Schedule a call Outcome-Focused Teams. Enterprise Results. Deploy highly skilled, cross-functional teams that ramp fast, adapt to change, and drive complex projects to the finish line. Advisory Development DevOps Data Schedule a call Watch Video You can’t afford outdated technology But what do you do when your tech team doesn’t have the margin or the experience to tackle mission-critical projects? Where can you find a company you can trust… one that actually delivers? Particle41 is here to help. partnerships Modernize your operation Our team comes alongside yours to strengthen your tech strategies and deliver robust software solutions. You get the expertise, teamwork, and digital products you need to stay ahead of the competition. Advisory Offering fractional tech expertise without the hefty price tag. Learn More Development Creating digital magic that your customers love with the latest tools Learn More DevOps Using cloud architecture to get products to market faster. Learn More Data Science Utilizing A.I. to make you more valuable to customers. Learn More Schedule a call Our customers wanted mobile apps that integrated with Oracle ERP, but building apps isn’t our focus or expertise. We reached out to Particle41, and that’s been an ideal partnership. They keep us happy, and our customers keep giving us positive feedback. Jamie Stokes, CEO, JMJ Cloud We had software tools that just wouldn’t ‘talk to each other.’ Particle41 skillfully integrated all our software. Now, when we enter data in one place, it automatically populates everywhere! That has saved our team tons of time — and frustration. Mumford Restoration, General Manager, Zach Mumford One of the things I love about working with the Particle41 team is that they are flexible. As we went through the journey together, they brought in the right team members at the right time. We’re excited about what we’ve accomplished in chapter one. and now we’re excited about what we’re going to build in the coming chapters. Lucid Hearing, Executive VP of Technology, Lucid Hearing The Particle41 team allows us to achieve more by being true partners in our development process. They think creatively along with our management team to help move our business forward and deliver results in an efficient manner. Jon Oxidine, COO, Podium Audio We Think Like Founders Because We Are "After building, scaling, and exiting five successful companies, I launched Particle41 to bring entrepreneurial problem-solving to ambitious leaders like you." Our outcome-driven teams partner directly with C-suite executives to solve core technology hurdles, deliver true business results, and provide board-ready insights every step of the way. You’ll get hands-on collaboration, the strategic optics you need, and most importantly—innovative solutions that move your business forward. Talk To ben Here’s how it works We talk We find out about your business and the outcomes you’re seeking. Then we map out a digital direction that’s right for you. We collaborate We work shoulder-to-shoulder with your team to build and launch a tailored digital solution — always on time and on budget. We advance You’ll see the difference in the lives of your customers and employees. Then we’ll recalibrate to see if there’s any more ground to gain. Schedule a call Real results, without the hassle. Our teams deliver the outcomes you need—quickly and efficiently—so you see progress, not just process. No over-promising. We listen first, understand your business, then map out a digital direction that's right for your goals. No loss of equity. You own 100% of everything we create—your IP, your success, your future. No long-term contract. Your investment goes directly to results—not months of unnecessary busy work or hidden commitments. Full accountability. We own the outcome. One team, clear responsibility, no finger-pointing—just measurable impact. Radical transparency. You get clear updates, honest reporting, and total visibility at every step—so you can make confident decisions. Proven expertise. Enterprise-grade teams with deep experience across advisory, development, DevOps, and data—ready to deliver from day one. You can’t lead your company into the future using technology from the past. To enjoy that kind of success, you need technology that gives your customers a premier user experience. Unfortunately, that’s easier said than done. The fact is, technology is advancing at warp speed. You want to be the company that everyone is chasing. When your systems and software start showing their age, it isn’t long before you’re calling emergency meetings and asking stressful questions: “What digital upgrades do we need? Do we have the budget? How long will it take? Does our in-house team have the training and the bandwidth to find a solution? If not, where do we turn? Of all the software developers we could hire, is there one we can really trust?” This kind of uncertainty is paralyzing. You can’t just sit there — but you also can’t afford an expensive tech misstep! That’s where Particle 41 can help. Schedule a call You’ve got questions. We’ve got answers. How experienced is the Particle41 team in Software Development, Data, and DevOps? Our team has over 100 years of combined experience delivering successful projects for clients across a wide range of industries. Our developers are skilled in the latest technologies and best practices to ensure high-quality solutions. How do you ensure projects are delivered on-time and on-budget? We use proven agile development methodologies to keep projects on track. This includes frequent check-ins, demos, and opportunities for client feedback. We're transparent about progress and proactively communicate any risks that could impact the timeline or budget. Will you be able to scale up resources if needed to meet our project demands? Absolutely. We have a deep bench of talented developers, data experts, and DevOps engineers. Our flexible staffing model allows us to quickly bring additional resources onto your project team whenever needed to meet aggressive timelines. How will you get up to speed on our business and unique requirements? We start every engagement with a discovery phase to deeply understand your business, workflows, and technical ecosystem. Our team asks targeted questions, reviews documentation, and shadows users to gain context. This allows us to design a tailored solution that integrates seamlessly. What if we need ongoing support and enhancements after the initial project? We provide flexible support and maintenance options to fit your needs, including dedicated support hours, SLAs, and ticketing systems. Many of our clients retain us for ongoing development work after the initial launch. We'll continue to be a responsive, trusted partner. How do you keep our sensitive data secure throughout the development process? Data security is a top priority in everything we do. Our team follows strict security protocols, including encryption of data in transit and at rest, principle of least privilege access, and adherence to compliance standards like HIPAA, GDPR and SOC 2. We'll work with your security team to meet all requirements. Get Our Free Guide: The CEO’s Ultimate Guide to Hiring a CTO Label for First Name Label for Last Name Label for Email Address Download We specialize in helping “mini-prise” companies strategically solve the tech problems that are holding them back. Quick Links About FAQs Services Company Insights Legal Contact Contact 9355 John W. Elliott Dr. Frisco, TX 75033 (469) 269-0780 info@particle41.com © Copyright 2025 | particle41.com | All Rights Reserved
2026-01-13T08:47:51
https://apisyouwonthate.com
APIs You Won't Hate - the largest online community of API devs Newsletter Articles Books Podcast Membership Sign in Subscribe The largest community for API Devs on the web. Subscribe Featured Stream GeoJSON in a HTTP/REST API Once you've learned the basics of JSON Streaming in APIs, it starts to become a whole lot more interesting for a whole lot more use-cases. By Phil Sturgeon 05 Oct 2025 Streaming Data with REST APIs Are you forcing API clients to wait for every single byte of massive JSON collections to be sent from the server before letting them render data that's ready already? By Phil Sturgeon 12 Sep 2025 JSON Streaming in OpenAPI v3.2 Learn how OpenAPI v3.2 helps describe JSON Streaming, and in the process find out more about what the heck JSON streaming even is. By Phil Sturgeon 08 Sep 2025 Goodbye Apiary.io, You'll Be Missed Today we say farewell to a legend in the API documentation space as O.G. API design-first solution Apiary.io shuts its doors. By Phil Sturgeon 04 Aug 2025 Latest Design First, AI Never In the age of vibe-coding, how can we convince teams to invest in design before building APIs? Also in this newsletter: OpenAPI 3.3, Reddit's microservices architecture, an update to Speakeasy for OpenApi 3.2.0, and more! By Alexander Karan 15 Dec 2025 Zero-Downtime Migration from Laravel Vapor to Laravel Cloud Move your Laravel API from Vapor to Cloud in phases, without making a complete hash of it and wishing you never bothered. By Phil Sturgeon 08 Dec 2025 NestJS: Bad, or Really Bad? 😉 In this newsletter: the Resty library for APIs in Golang, a new Bruno release, an interview with Kin Lane, and API Schema Automation for devs By Alexander Karan 01 Dec 2025 Building a Sustainable Future in APIs with Kin Lane Kin Lane drops by to talk to Phil Sturgeon about his new startup, the changing landscape of API tech, why REST fundamentals are still important, and building sustainable API tools. By Mike Bifulco 01 Dec 2025 TanStack DB: No More Broken APIs A fresh database framework with thoughtful developer experience, forms + JSON Schema, Open API 3.2.0 in .net, and more! By Alexander Karan 17 Nov 2025 Postman was Offline? Should an HTTP client require a cloud connection to work? Also in this edition: JSONRiver, http caching, Jentic OpenAPI tools, Node 25, and GraphQLConf videos. By Alexander Karan 03 Nov 2025 Goodbye Stoplight? Like saying farewell to a dear old friend, we reflect on our time with Stoplight. Also in this newsletter: Upgrading to OpenAPI 3.2, OpenAPI Format, Fibre for Go, and more! By Alexander Karan 16 Oct 2025 Automatically Upgrade to OpenAPI v3.2 Upgrade old OpenAPI/Swagger documents to the latest and greatest OAS 3.2 with ease. By Phil Sturgeon 13 Oct 2025 OpenAPI Format: A GUI for Overlays Overlays can be tricky to wrap your head around, but this handy GUI can help it all make sense. By Phil Sturgeon 10 Oct 2025 Stream GeoJSON in a HTTP/REST API Once you've learned the basics of JSON Streaming in APIs, it starts to become a whole lot more interesting for a whole lot more use-cases. By Phil Sturgeon 05 Oct 2025 OpenAPI 3.2... Finally! The long-awaited launch of the newest version of the OpenAPI standard, plus JSON Streaming, Scaling API Workflows, a new RPC protocol, and a peek at Bluesky's AT Protocol. By Alexander Karan 01 Oct 2025 Is Your API Secure? API Security is one of those things that isn't a problem until it is. Also in this newsletter: an http client for Go, JSON streaming in OpenAPI3.2, API Days London, HTTP Golden Girls, and Node HTTP Servers on CloudFlare workers. By Alexander Karan 20 Sep 2025 APIs You Won't Hate The largest community for API Devs on the web. Subscribe Recommendations Alexander Karan’s Blog blog.alexanderkaran.com Senior Software Engineer at Atlassian. JavaScript dev, TedX speaker and blogger with a passion for software architecture. Alex is APIs You Won't Hate's resident newsletter-writer-in-chief. OpenAPI.Tools - an Open Source list of great tools for OpenAPI. openapi.tools OpenAPI.tools is a comprehensive and open source list of resources for developers working with OpenAPI. Protect Earth | Planting trees to save the earth protect.earth Our purpose is simple: we aim to plant, and help people plant, as many trees as possible in the UK to help mitigate the climate crisis. Phil Sturgeon's Blog philsturgeon.com The personal blog of Phil Sturgeon, founder of APIs You Won't Hate. A Digital nomad, writing about APIs, van life, and trying to save the planet through reforestation and green tech. 💌 Tiny Improvements, from Mike Bifulco mikebifulco.com A weekly newsletter for product builders. It's a single, tiny idea to help you build better products, written by CTO of a YC company (and one of the founders of APIs You Won't Hate) See all Sign up About Powered by Ghost Are you ready to build APIs You Won't Hate? Join now to subscribe to our twice-monthly newsletter, access to our Slack Channel, and other subscriber benefits. Unsubscribe any time. Subscribe
2026-01-13T08:47:51
https://www.reddit.com/mod/technology/moderators/
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2026-01-13T08:47:51
https://replit.com/products/database
Database - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Built-In Database for full-stack apps Replit Database uses a fully-managed, serverless SQL database that lets you add persistent data storage to your Replit App from the workspace. This serverless database implementation lets you pay only for what you use, making it ideal for projects of any size. Get started free Create & manage Database directly on Replit The Replit Database tool allows you to add a production-ready SQL database with a single click Database tools: Run queries, manage database schema, and visualize data with the built-in SQL tools Environment variables: Use environment variables in your Replit App to securely access the database Separate Production & Development Database Replit apps come with separate development and production databases Make changes to your app without fear of impacting your production application Safely preview, test, and validate database schema changes before deploying to production Point-in-time restore Point-in-time restore: Restore your database to a specific point in time within your specified retention period What are you waiting for? Get Started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://docs.microsoft.com/en-us/visualstudio/releases/2019/release-notes#16.5.5
Visual Studio 2019 version 16.11 Release Notes | Microsoft Learn Skip to main content Skip to Ask Learn chat experience This browser is no longer supported. Upgrade to Microsoft Edge to take advantage of the latest features, security updates, and technical support. Download Microsoft Edge More info about Internet Explorer and Microsoft Edge Table of contents Exit editor mode Ask Learn Ask Learn Focus mode Table of contents Read in English Add Add to plan Share via Facebook x.com LinkedIn Email Print Note Access to this page requires authorization. You can try signing in or changing directories . Access to this page requires authorization. You can try changing directories . Visual Studio 2019 version 16.11 Release Notes Feedback Summarize this article for me In this article What's New in Visual Studio 2019 version 16.11 Important This is not the latest version of Visual Studio. To download the latest release, please visit https://visualstudio.microsoft.com/downloads/ and see the Visual Studio 2022 release notes . Support Timeframe Visual Studio 2019 version 16.11 is the final supported servicing baseline for Visual Studio 2019. Enterprise and Professional customers needing to adopt a long term stable and secure development environment are encouraged to standardize on this version. As explained in our lifecycle and support policy , version 16.11 will be supported with fixes and security updates through April 2029, which is the remainder of the Visual Studio 2019 product lifecycle. You can acquire the latest most secure version of Visual Studio 2019 version 16.11, by visiting the Visual Studio site, or by going to the downloads section of my.visualstudio.com . You can get updates from the Microsoft Update catalog . For more information about Visual Studio supported baselines, please review the support policy for Visual Studio 2019 . Visual Studio 2019 version 16.11 Releases November 11, 2025 — Visual Studio 2019 version 16.11.53 October 14, 2025 — Visual Studio 2019 version 16.11.52 September 9, 2025 — Visual Studio 2019 version 16.11.51 August 12, 2025 — Visual Studio 2019 version 16.11.50 July 8, 2025 — Visual Studio 2019 version 16.11.49 June 10, 2025 — Visual Studio 2019 version 16.11.48 May 13, 2025 — Visual Studio 2019 version 16.11.47 April 8, 2025 — Visual Studio 2019 version 16.11.46 March 11, 2025 — Visual Studio 2019 version 16.11.45 February 11, 2025 — Visual Studio 2019 version 16.11.44 January 14, 2025 — Visual Studio 2019 version 16.11.43 November 12, 2024 — Visual Studio 2019 version 16.11.42 October 8, 2024 — Visual Studio 2019 version 16.11.41 September 10, 2024 — Visual Studio 2019 version 16.11.40 August 13, 2024 — Visual Studio 2019 version 16.11.39 July 9, 2024 — Visual Studio 2019 version 16.11.38 June 11, 2024 — Visual Studio 2019 version 16.11.37 May 14, 2024 — Visual Studio 2019 version 16.11.36 April 9, 2024 — Visual Studio 2019 version 16.11.35 February 13, 2024 — Visual Studio 2019 version 16.11.34 January 9, 2024 — Visual Studio 2019 version 16.11.33 November 14, 2023 — Visual Studio 2019 version 16.11.32 October 12, 2023 — Visual Studio 2019 version 16.11.31 September 12, 2023 — Visual Studio 2019 version 16.11.30 August 8, 2023 — Visual Studio 2019 version 16.11.29 July 25, 2023 — Visual Studio 2019 version 16.11.28 June 13, 2023 — Visual Studio 2019 version 16.11.27 April 11, 2023 — Visual Studio 2019 version 16.11.26 March 14, 2023 — Visual Studio 2019 version 16.11.25 February 14, 2023 — Visual Studio 2019 version 16.11.24 January 10, 2023 — Visual Studio 2019 version 16.11.23 December 13, 2022 — Visual Studio 2019 version 16.11.22 November 8, 2022 — Visual Studio 2019 version 16.11.21 October 11, 2022 — Visual Studio 2019 version 16.11.20 September 13, 2022 — Visual Studio 2019 version 16.11.19 August 9, 2022 — Visual Studio 2019 version 16.11.18 July 12, 2022 — Visual Studio 2019 version 16.11.17 June 14, 2022 — Visual Studio 2019 version 16.11.16 May 17, 2022 — Visual Studio 2019 version 16.11.15 May 10, 2022 — Visual Studio 2019 version 16.11.14 April 19, 2022 — Visual Studio 2019 version 16.11.13 April 12, 2022 — Visual Studio 2019 version 16.11.12 March 8, 2022 — Visual Studio 2019 version 16.11.11 February 8, 2022 — Visual Studio 2019 version 16.11.10 January 11, 2022 — Visual Studio 2019 version 16.11.9 December 14, 2021 — Visual Studio 2019 version 16.11.8 November 16, 2021 — Visual Studio 2019 version 16.11.7 November 09, 2021 — Visual Studio 2019 version 16.11.6 October 12, 2021 — Visual Studio 2019 version 16.11.5 October 05, 2021 — Visual Studio 2019 version 16.11.4 September 14, 2021 — Visual Studio 2019 version 16.11.3 August 25, 2021 — Visual Studio 2019 version 16.11.2 August 16, 2021 — Visual Studio 2019 version 16.11.1 August 10, 2021 — Visual Studio 2019 version 16.11.0 Visual Studio 2019 Archived Release Notes Visual Studio 2019 version 16.10 Release Notes Visual Studio 2019 version 16.9 Release Notes Visual Studio 2019 version 16.8 Release Notes Visual Studio 2019 version 16.7 Release Notes Visual Studio 2019 version 16.6 Release Notes Visual Studio 2019 version 16.5 Release Notes Visual Studio 2019 version 16.4 Release Notes Visual Studio 2019 version 16.3 Release Notes Visual Studio 2019 version 16.2 Release Notes Visual Studio 2019 version 16.1 Release Notes Visual Studio 2019 version 16.0 Release Notes Visual Studio 2019 Blog The Visual Studio 2019 Blog is the official source of product insight from the Visual Studio Engineering Team. You can find in-depth information about the Visual Studio 2019 releases in the following posts: Visual Studio 2019 v16.11 is Available Now! Visual Studio 2019 v16.10 and v16.11 Preview 1 are Available Today! Enhanced Productivity with Git in Visual Studio Available Today! Visual Studio 2019 v16.9 and v16.10 Preview 1 Visual Studio 2019 v16.9 Preview 3 is Available Today! Visual Studio 2019 v16.9 Preview 2 and New Year Wishes Coming to You! Visual Studio 2019 v16.8 and v16.9 Preview Available Today New Features in Visual Studio 2019 v16.8 Preview 3.1 Visual Studio 2019 v16.8 Preview 2 Releases New Features Today! Visual Studio 2019 v16.7 and v16.8 Preview 1 Release Today! Visual Studio 2019 v16.7 Preview 2 Available Today! Exciting new updates to the Git experience in Visual Studio Releasing Today! Visual Studio 2019 v16.6 & v16.7 Preview 1 Visual Studio 2019 version 16.6 Preview 2 Releases New Features Your Way Visual Studio 2019 version 16.5 is now available! 'Tis the Season for Visual Studio 2019 v16.4 Release Visual Studio 2019 v16.4 Preview 2, Fall Sports, and Pumpkin Spice .NET Core Support and More in Visual Studio 2019 version 16.3 - Update Now! Visual Studio 2019 version 16.3 Preview 2 and Visual Studio 2019 for Mac version 8.3 Preview 2 Released! Visual Studio 2019 version 16.2 and 16.3 Preview 1 now available Visual Studio 2019 version 16.2 Preview 2 Visual Studio 2019 version 16.1 and Preview 16.2 Preview Visual Studio 2019: Code faster. Work smarter. Create the future. Visual Studio 2019 version 16.11.53 released November 11th, 2025 Issues Addressed in this release Update Git for Windows Individual Component to v2.51.1.1 Developer Community New Visual Studio 2022 Updates Include LibCurl Library that Breaks Git Visual Studio 2019 version 16.11.52 released October 14th, 2025 Issues Addressed in this release Updated MinGit to v2.50.1 to address an issue where users with repositories located on ReFS volumes and Windows Server 2022 couldn't perform Git operations with VS IDE . Removed the 32-bit version of the Git for Windows Individual Component for x86 machines, as support dropped per 32-bit . Security advisories addressed CVE-2025-55240 Visual Studio Remote Code Execution Vulnerability - Untrusted Search Path Remote Code Execution Vulnerability in Gulpfile Visual Studio 2019 version 16.11.51 released September 9th, 2025 Issues Addressed in this release This update includes fixes pertaining to Visual Studio compliance. Visual Studio 2019 version 16.11.50 released August 12th, 2025 Issues Addressed in this release The following Windows SDK versions have been removed from the Visual Studio 2019 installer: 10.0.16299.0 10.0.17134.0 10.0.17763.0 10.0.18362.0 10.0.20348.0 10.0.22000.0 If you previously installed one of these versions of the SDK using Visual Studio it will be uninstalled when you update. If your project targets any of these SDKs you may encounter a build error such as: The Windows SDK version 10.0.22000.0 was not found. Install the required version of Windows SDK or change the SDK version in the project property pages or by right-clicking the solution and selecting "Retarget solution". To resolve this, we recommend retargeting your project to 10.0.22621.0, or an earlier supported version if necessary. For a complete list of supported SDK versions please visit: https://developer.microsoft.com/windows/downloads/sdk-archive/ . If you need to install an unsupported version of the SDK, you can find it here: https://developer.microsoft.com/windows/downloads/sdk-archive/index-legacy/ . Visual Studio 2019 version 16.11.49 released July 8th, 2025 Issues Addressed in this release Security advisories addressed CVE-2025-49739 Visual Studio - Elevation Of Privilege - Time-of-check to time-of-use in Standard Collector Service allows Local privilege escalation​ CVE-2025-27613 Gitk Arguments Vulnerability​ CVE-2025-27614 Gitk Abitryary Code Execution Vulnerability​ CVE-2025-46334 Git Malicious Shell Vulnerability CVE-2025-46835 Git File Overwrite Vulnerability CVE-2025-48384 Git Symlink Vulnerability CVE-2025-48385 Git Protocol Injection Vulnerability CVE-2025-48386 Git Credential Helper Vulnerability Visual Studio 2019 version 16.11.48 released June 10th, 2025 Issues Addressed in this release Updated the VS installer to include the latest servicing releases for Windows SDK versions 10.0.19041.0 and 10.0.22621.0. Visual Studio 2019 version 16.11.47 released May 13th, 2025 Issues Addressed in this release Fixed an issue in the modern query work item TFVC checkin-policy that prevented the project name from being retrieved. Fixed an issue in the forbidden patterns TFVC check-in policy that caused the patterns to be "forgotten" by the policy after it was created. Security advisories addressed CVE-2025-32703 Access to ETW tracing not known by Admin installing VS on the machine CVE-2025-32702 Remote Code Execution due to nuget package squatting CVE-2025-26646 .NET - Spoofing - Elevation of Privilege in msbuild's DownloadFile tasks default behaviors Visual Studio 2019 version 16.11.46 released April 8th, 2025 Issues addressed in this release Added support for modern TFVC Check-in Policies, as well as guidance and warnings when obsolete TFVC Check-in Policies are being applied. Visual Studio 2019 version 16.11.45 released March 11th, 2025 Issues addressed in this release Security advisories addressed CVE-2025-25003 Visual Studio Elevation of Privilege Vulnerability CVE-2025-24998 Visual Studio Installer Elevation of Privilege Vulnerability Visual Studio 2019 version 16.11.44 released February 11th, 2025 Issues addressed in this release Security advisories addressed CVE-2025-21206 Visual Studio Installer Elevation of Privilege - Uncontrolled Search Path Element allows an unauthorized attacker to elevate privileges locally. CVE-2023-32002 Node.js Module._load() policy Remote Code Execution - The use of Module._load() can bypass the policy mechanism and require modules outside of the policy.json definition for a given module. Visual Studio 2019 version 16.11.43 released January 14th, 2025 Issues addressed in this release Security advisories addressed CVE-2025-21172 .NET and Visual Studio Remote Code Execution Vulnerability CVE-2025-21176 .NET, .NET Framework, and Visual Studio Remote Code Execution Vulnerability CVE-2025-21178 Visual Studio Remote Code Execution Vulnerability CVE-2024-50338 Carriage-return character in remote URL allows malicious repository to leak credentials Visual Studio 2019 version 16.11.42 released November 12th, 2024 Issues addressed in this release Developer Community Microsoft GDK for Xbox builds all fail with VS 2019 16.11.41 servicing release Visual Studio 2019 version 16.11.41 released October 8th, 2024 Issues addressed in this release Security advisories addressed CVE-2024-43603 Denial of Service Vulnerability in Visual Studio Collector Service CVE-2024-43590 Elevation of Privilege Vulnerability in Visual Studio C++ Redistributable Installer Visual Studio 2019 version 16.11.40 released September 10th, 2024 Issues addressed in this release Security advisories addressed CVE-2024-35272 SQL Server Native Client OLE DB Provider Remote Code Execution Vulnerability Visual Studio 2019 version 16.11.39 released August 13th, 2024 Issues addressed in this release IntelliCode model update, so users will get the models directly and are no longer dependent on backend services for downloads. Security advisories addressed CVE-2024-29187 (Republished) - WiX based installers are vulnerable to binary hijack when run as SYSTEM Visual Studio 2019 version 16.11.38 released July 9th, 2024 Issues addressed in this release Version 6.2 of AzCopy is no longer distributed as part of the Azure Workload in Visual Studio due to deprecation. The latest supported release of AzCopy can be downloaded from Get started with AzCopy . Update MinGit to v2.45.2.1 that includes GCM 2.5 which addresses an issue with the previous GCM version where it reported an error back to Git after cloning and made it appear like the clone had failed. Visual Studio 2019 version 16.11.37 released June 11th, 2024 Issues addressed in this release After upgrading to Germanium build of Windows, WSL requires a manual upgrade. This can cause Visual Studio to hang when opening CMake projects. Security advisories addressed CVE-2024-30052 Remote Code Execution when debugging dump files that contain a malicious file with an appropriate extension CVE-2024-29060 Elevation of Privilege where affected installation of Visual Studio is running CVE-2024-29187 WiX based installers are vulnerable to binary hijack when run as SYSTEM Visual Studio 2019 version 16.11.36 released May 14th, 2024 Issues addressed in this release This release includes an OpenSSL update to v3.2.1 Security advisories addressed CVE-2024-32002 Recursive clones on case-insensitive filesystems that support symlinks are susceptible to Remote Code Execution. CVE-2024-32004 Remote Code Execution while cloning special-crafted local repositories Visual Studio 2019 version 16.11.35 released April 9th, 2024 Issues addressed in this release With this bug fix, a client can now use the bootstrapper in a layout and pass in the --noWeb parameter to install on a client machine and ensure that both the installer and the Visual Studio product are downloaded only from the layout. Previously, sometimes during the installation process, the installer would not respect the -noWeb parameter and would try to self-update itself from the web. Security advisories addressed CVE-2024-28929 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28930 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28931 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28932 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28933 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28934 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28935 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28936 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28937 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28938 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28941 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-28943 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. CVE-2024-29043 This update addresses a remote code execution vulnerablity in the Microsoft ODBC Driver for Microsoft SQL Server. Visual Studio 2019 version 16.11.34 released February 13th, 2024 Issues addressed in this release Developer Community fatal error C1001: Internal compiler error VS2022 is using too old node.js version 16 - any plans to upgrade? Security advisories addressed CVE-2024-0057 A security feature bypass vulnerability exists when Microsoft .NET Framework-based applications use X.509 chain building APIs but do not completely validate the X.509 certificate due to a logic flaw. Visual Studio 2019 version 16.11.33 released January 9th, 2024 Issues Addressed in this release Updated MinGit to v2.43.0.1 which comes with OpenSSL v3.1.4 and addresses a regression where network operations were really slow under certain circumstances. Security Advisories Addressed CVE-2024-20656 A vulnerability exists in the VSStandardCollectorService150 service, where local attackers can escalate privileges on hosts where an affected installation of Microsoft Visual Studio is running. CVE-2023-32027 This advisory is republished to address a Microsoft ODBC Driver for SQL Server Remote Code Execution vulnerability in Visual Studio. CVE-2023-32025 This advisory is republished to address a Microsoft ODBC Driver for SQL Server Remote Code Execution vulnerability in Visual Studio. CVE-2023-32026 This advisory is republished to address a Microsoft ODBC Driver for SQL Server Remote Code Execution vulnerability in Visual Studio. CVE-2023-29356 This advisory is republished to address a Microsoft ODBC Driver for SQL Server Remote Code Execution vulnerability in Visual Studio. CVE-2023-32028 This advisory is republished to address a Microsoft SQL OLE DB Remote Code Execution vulnerability in Visual Studio. CVE-2023-29349 This advisory is republished to address a Microsoft ODBC and OLE DB Remote Code Execution vulnerability in Visual Studio. Visual Studio 2019 version 16.11.32 released November November 14th, 2023 Issues Addressed in this release Developer Community Rename Solution Folder in VS2019 results in Object Reference error Security Advisories Addressed CVE-2023-36042 A denial of service vulnerability exists in Visual Studio where a malformed decorated name can result in an infinite loop. Visual Studio 2019 version 16.11.31 released October 10th, 2023 Issues Addressed in this release Updated version of Git used by Visual Studio to v 2.41.0.3. Visual Studio 2019 version 16.11.30 released September 12th, 2023 Issues Addressed in this release Security Advisories Addressed CVE-2023-36796 This security update addresses a vulnerability in DiaSymReader.dll when reading a corrupted PDB file which can lead to Remote Code Execution. CVE-2023-36794 This security update addresses a vulnerability in DiaSymReader.dll when reading a corrupted PDB file which can lead to Remote Code Execution. CVE-2023-36793 This security update addresses a vulnerability in DiaSymReader.dll when reading a corrupted PDB file which can lead to Remote Code Execution. CVE-2023-36792 This security update addresses a vulnerability in DiaSymReader.dll when reading a corrupted PDB file which can lead to Remote Code Execution. CVE-2023-36759 This security update removes pgodriver.sys, where reading a malicious file can lead to Elevation of Privilege Visual Studio 2019 version 16.11.29 released August 8th, 2023 Issues Addressed in this release Addressed an issue where VSWhere's all switch would not return instances in an un-launchable state. Security Advisories Addressed CVE-2023-36897 Visual Studio 2010 Tools for Office Runtime Spoofing Vulnerability This security update addresses a vulnerability where unauthenticated remote attacker can sign VSTO Add-ins deployments without a valid code signing certificate. Visual Studio 2019 version 16.11.28 released July 25th, 2023 Issues Addressed in this release error in creating project in web application Visual Studio 2019 version 16.11.27 released June 13th, 2023 Issues Addressed in this release ActiveX Control Variable wizard will generate ActiveX properties as well as functions, restoring the functionality from Visual Studio 2015. As part of this update, to address CVE-2023-27909, CVE-2023-27910, and CVE-2023-27911, we are removing .fbx and .dae support. This is a third-party x86 component that is no longer supported by the author. Affected users should use the fbx editor . Developer Community JSON Schemas don't work with localized Visual Studio JumpThreading Fix for JT value numbering invalidation Security Advisories Addressed CVE-2023-24897 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability in the MSDIA SDK where corrupted PDBs can cause heap overflow, leading to a crash or remote code execution. CVE-2023-25652 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability where specially crafted input to git apply –reject can lead to controlled content writes at arbitrary locations. CVE-2023-25815 Visual Studio Spoofing Vulnerability This security update addresses a vulnerability where Github localization messages refer to a hard-coded path instead of respecting the runtime prefix that leads to out-of-bound memory writes and crashes. CVE-2023-29007 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability in which a configuration file containing a logic error results in arbitrary configuration injection. CVE-2023-29011 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability in which the Git for Windows executable responsible for implementing a SOCKS5 proxy is susceptible to picking up an untrusted configuration on multi-user machines. CVE-2023-29012 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability in which the Git for Windows Git CMD program incorrectly searches for a program upon startup, leading to silent arbitrary code execution. CVE-2023-27909 Visual Studio Remote Code Execution Vulnerability This security update addresses an Out-Of-Bounds Write Vulnerability in Autodesk® FBX® SDK where version 2020 or prior may lead to code execution through maliciously crafted FBX files or information disclosure. CVE-2023-27910 Visual Studio Information Disclosure Vulnerability This security update addresses a vulnerability where a user may be tricked into opening a malicious FBX file that may exploit a stack buffer overflow vulnerability in Autodesk® FBX® SDK 2020 or prior which may lead to remote code execution. CVE-2023-27911 Visual Studio Remote Code Execution Vulnerability This security update addresses a vulnerability where a user may be tricked into opening a malicious FBX file that may exploit a heap buffer overflow vulnerability in Autodesk® FBX® SDK 2020 or prior which may lead to remote code execution. CVE-2023-33139 Visual Studio Information Disclosure Vulnerability This security update addresses a OOB vulnerability where the obj file parser in Visual Studios leads to information disclosure. Visual Studio 2019 version 16.11.26 released April 11th, 2023 Issues Addressed in this release Fixed an issue in IIS Express that could cause a crash when updating telemetry data. Fixed a crash when invalid input is sent to the driver used during PGO training for kernel mode drivers. Developer Community iisexpress crashes in ntdll.dll Security Advisories Addressed CVE-2023-28296 Visual Studio Remote Code Execution Vulnerability CVE-2023-28299 Visual Studio Spoofing Vulnerability CVE-2023-28262 Visual Studio Elevation of Privilege Vulnerability CVE-2023-28263 Visual Studio Information Disclosure Vulnerability Visual Studio 2019 version 16.11.25 released March 14th, 2023 Issues Addressed in this release Git 2.39 has renamed the value for credential.helper from "manager-core" to "manager". See https://aka.ms/gcm/rename for more information. Updates to mingit and Git for Windows package to v2.39.2, which addresses CVE-2023-22490 Security Advisories Addressed CVE-2023-22490 Mingit Remote Code Execution Vulnerability CVE-2023-22743 Git for Windows Installer Elevation of Privilege Vulnerability CVE-2023-23618 Git for Windows Remote Code Execution Vulnerability CVE-2023-23946 Mingit Remote Code Execution Vulnerability Visual Studio 2019 version 16.11.24 released February 14th, 2023 Issues Addressed in this release Updated CPython interpreter to version 3.9.13. Updated mingit and Git for Windows package to v2.39.1.1, which addresses CVE-2022-41903 Security Advisories Addressed CVE-2023-21566 Visual Studio Installer Elevation of Privilege Vulnerability CVE-2023-21567 Visual Studio Denial of Service Vulnerability CVE-2023-21808 .NET and Visual Studio Remote Code Execution Vulnerability CVE-2023-21815 Visual Studio Remote Code Execution Vulnerability CVE-2023-23381 Visual Studio Code Remote Code Execution Vulnerability CVE-2022-23521 gitattributes parsing integer overflow CVE-2022-41903 Heap overflow in git archive , git log --format leading to RCE CVE-2022-41953 Git GUI Clone Remote Code Execution Vulnerability Visual Studio 2019 version 16.11.23 released January 10th, 2023 Security Advisories Addressed CVE-2023-21538 .NET Denial of Service Vulnerability A denial of service vulnerability exists in .NET 6.0 where a malicious client could cause a stack overflow which may result in a denial of service attack when an attacker sends an invalid request to an exposed endpoint. Visual Studio 2019 version 16.11.22 released December 13th, 2022 Security Advisories Addressed CVE-2022-41089 Remote Code Execution A remote code execution vulnerability exists in .NET Core 3.1, .NET 6.0, and .NET 7.0, where a malicious actor could cause a user to run arbitrary code as a result of parsing maliciously crafted xps files. Visual Studio 2019 version 16.11.21 released November 8th, 2022 Issues Addressed in this release Added conditional guards to fix incorrect references in AMD64 optimizations for boost, stl_interfaces. Security Advisories Addressed CVE-2022-41119 Remote Code Execution Heap Overflow Vulnerbaility in Visual Studio CVE-2022-39253 Information Disclosure Local clone optimization dereferences symbolic links by default Visual Studio 2019 version 16.11.20 released October 11, 2022 Issues Addressed in this release Made Resource View appear more reliably for projects that are reloaded Administrators will be able to update the VS Installer on an offline client machine from a layout without updating VS. Security Advisories Addressed CVE-2022-41032 .NET Elevation of Privilege Vulnerability A vulnerability exists in .NET 7.0.0-rc.1, .NET 6.0, .NET Core 3.1, and NuGet clients (NuGet.exe, NuGet.Commands, NuGet.CommandLine, NuGet.Protocol) where a malicious actor could cause a user to execute arbitrary code. Visual Studio 2019 version 16.11.19 released Septemenber 13, 2022 Issues Addressed in this release Made Resource View appear more reliably for projects that are reloaded Security Advisories Addressed CVE-2022-38013 .NET Denial of Service Vulnerability A denial of service vulnerability exists in ASP.NET Core 3.1 and .NET 6.0 where a malicious client could cause a stack overflow which may result in a denial of service attack when an attacker sends a customized payload that is parsed during model binding. Visual Studio 2019 version 16.11.18 released August 9th, 2022 From Developer Community Coded UI in VS2019 - VS crashing when opening and/or expanding UI maps Launching multiple startup projects fails with the error message Security Advisories Addressed CVE-2022-34716 .NET Information Disclosure Vulnerability An information disclosure vulnerability exists in .NET 6.0 and .NET Core 3.1 that could lead to unauthorized access of privileged information. CVE-2022-31012 Remote Code Execution Git for Windows' installer can be tricked into executing an untrusted binary CVE-2022-29187 Elevation of Privilege Malicious users can create a .git directory in a folder that is owned by a super-user CVE-2022-35777 Remote Code Execution Visual Studio 2022 Preview Fbx File parser Heap overflow Vulnerability CVE-2022-35825 Remote Code Execution Visual Studio 2022 Preview Fbx File parser OOBW Vulnerability CVE-2022-35826 Remote Code Execution Visual Studio 2022 Preview Fbx File parser Heap overflow Vulnerability CVE-2022-35827 Remote Code Execution Visual Studio 2022 Preview Fbx File parser Heap OOBW Vulnerability Visual Studio 2019 version 16.11.17 released July 12, 2022 Issues Addressed in this release Updated LibraryManager to accommodate changes to cdnjs API From Developer Community Crash with ASAN and setmaxstdio Visual Studio 2019 version 16.11.16 released June 14, 2022 From Developer Community IntelliSense issues with C++ on VS 2019 v16.11.6 or newer, including VS 2022 17.0.5, 17.0.6 and 17.1.0 Security Advisories Addressed CVE-2022-30184 .NET Information Disclosure Vulnerability A vulnerability exists in .NET 6.0 and .NET Core 3.1 within NuGet where a credential leak can occur. CVE-2022-24513 Elevation of privilege vulnerability A potential elevation of privilege vulnerability exists when the Microsoft Visual Studio updater service improperly parses local configuration data. Visual Studio 2019 version 16.11.15 released May 17, 2022 Issues Addressed in this release Fixed connections for Azure SQL Managed Instance in SQL Server Data Tools, including Schema Compare and SQL Server explorer. Note: Support for Azure Arc enabled Managed Instance is pending a future release ( In the Community ) From Developer Community Is SSDT Schema Compare broken for Azure DB Managed Instance connections? Visual Studio 2019 version 16.11.14 released May 10, 2022 Issues Addressed in this release Added the implementation for the remaining C++20 defect reports (a.k.a. backports). All C++20 features are now available under the /std:c++20 switch. For more information about the implemented backports, please see C++20 Defect Reports project on microsoft/STL GitHub repository and this blogpost Updated Git for Windows version consumed by Visual Studio and installable optional component to 2.36.0.1 Fixed an issue with git integration, where if pulling/synchronizing branches that have diverged, output window would not show a localized hint on how to resolve it. From Developer Community Visual Studio 2019 creates bad key vault secret value while configuring Azure Cloud Service remote desktop, breaking VS UI Security Advisories Addressed CVE-2022-29117 .NET Denial of Service Vulnerability A vulnerability exists in .NET 6.0, .NET 5.0 and .NET Core 3.1 where a malicious client can manipulate cookies and cause a Denial of Service. CVE-2022-23267 .NET Core Denial of Service Vulnerability A vulnerability exists in .NET 6.0, .NET 5.0 and .NET Core 3.1 where a malicious client can cause a Denial of Service via excess memory allocations through HttpClient. CVE-2022-29145 .NET Denial of Service Vulnerability A vulnerability exists in .NET 6.0, .NET 5.0 and .NET Core 3.1 where a malicious client can can cause a Denial of Service when HTML forms are parsed. CVE-2022-24513 Elevation of privilege vulnerability A potential elevation of privilege vulnerability exists when the Microsoft Visual Studio updater service improperly parses local configuration data. Visual Studio 2019 version 16.11.13 released April 19, 2022 Issues Addressed in this release Fixed vctip.exe regression from 16.11.12 Fixed a bug that prevented some applications built with Address Sanitizer (ASAN) to load in Windows 11. Fixed another ASAN issue where multi-threaded applications with heap contention may experience deadlocks, false "wild pointer freed" reports, or a deadlock during process exit. Visual Studio 2019 version 16.11.12 released April 12, 2022 Issues Addressed in this release Fixed an issue that would cause some animations for test execution to run in the background even when the associated test executions were complete. This causes slowdowns that were especially noticeable on high refresh rate monitors. The fix should improve the experience of using VS on high refresh rate monitors. Removed an unnecessary warning when connecting to a LiveShare server that didn't offer certain functionality used by the client. From Developer Community Optimized Qt applications crash on startup on ARM64 I get an error Live Share: The user of the output channel works with limited functionality due to the absence of a dependent service. Find in IVsTextImage does not work in VisualStudio 2019 Security Advisories Addressed CVE-2022-24765 Elevation of privilege vulnerability A potential elevation of privilege vulnerability exists in Git for Windows, in which Git operations could run outside a repository while seraching for a Git directory. Git for Windows is now updated to version 2.35.2.1. CVE-2022-24767 DLL hijacking vulnerability A potential DLL hijacking vulnerability exists in Git for Windows installer, when running the uninstaller under the SYSTEM user account. Git for Windows is now updated to version 2.35.2.1. CVE-2022-24513 Elevation of privilege vulnerability A potential elevation of privilege vulnerability exists when the Microsoft Visual Studio updater service improperly parses local configuration data. Visual Studio 2019 version 16.11.11 released March 8, 2022 Issues Addressed in this release Fixed an issue with remote debugging, especially affecting Azure App Service, where authentication failures would sometimes fail with 'The connection with the remote endpoint was terminated' and Visual Studio would not prompt for credentials. Improved performance on high refresh rate monitors. From Developer Community Internal compiler error in fold expression with += operator on 16.11 consteval constructor and C7595 cl does not make special member functions implicitly constexpr Can't have freestanding requires expressions There are no configured extension galleries in VS 2019 Sql Server object explorer does not show indexes SQL project does not build if it has File storage tables Security Advisories Addressed CVE-2020-8927 Vulnerability A Remote code Execution vulnerability exists in .NET 5.0 and .NET Core 3.1 where a buffer overflow exists in the Brotli library versions prior to 1.0.8. CVE-2022-24464 Vulnerability A denial of service vulnerability exists in .NET 6.0, .NET 5.0, and .NET CORE 3.1 when parsing certain types of http form requests. CVE-2022-24512 Vulnerability A Remote Code Execution vulnerability exists in .NET 6.0, .NET 5.0, and .NET Core 3.1 where a stack buffer overrun occurs in .NET Double Parse routine. CVE-2021-3711 OpenSSL Buffer Overflow vulnerability A potential buffer overflow vulnerability exists in OpenSSL, which is consumed by Git for Windows. Git for Windows is now updated to version 2.35.1.2, which addresses this issue. Visual Studio 2019 version 16.11.10 released February 8, 2022 Issues Addressed in this Release Fixed an issue that has caused sporadic C++ linker crashes. Silent bad codegen issue with x64. An issue that prevented files from being deleted while they were being processed by background C++ static analysis. Resolved an issue in C++ ATL CString equality operator under C++20 mode. Fixed an issue that could have prevented an initializer from running in a load test scenario. From Developer Community Missing comparison operators between LPCWSTR and CString in VS 16.11.8 x64 optimizer bug VC++2019 16.11.4 Security Advisories Addressed CVE-2022-21986 Vulnerability A Denial of Service vulnerability exists in .NET 5.0 and .NET 6.0 when the Kestrel web server processes certain HTTP/2 and HTTP/3 requests. Visual Studio 2019 version 16.11.9 released January 11, 2022 Issues Addressed in this Release Fixed an issue with being unable to debug applications multiple times when Windows Terminal is used as the default terminal. Setup fix to unblock customers on restricted configurations Fixed an issue that prevented a client from being able to update a more current bootstrapper. Once the client is using the bootstrapper and installer that shipped January 2022 or later, all updates using subsequent bootstrappers should work for the duration of the product lifecycle. Addressed occasional instance where VSInstr would not exit when instrumenting a binary with volatile metadata causing Instrumentation Profiling to fail. Fixed an issue were compiling C++ code with very large functions using /Og or #pragma optimize("g") can generate invalid code (bad codegen) Fixed a bug in C++ Concurrency::parallel_for_each that was crashing the calling process due to integer overflow From Developer Community Console application runs only once when the Windows Terminal is selected as Default Terminal Application Visual Studio 2019 version 16.11.8 released December 14, 2021 Issues Addressed in this Release Bidirectional text control character rendering To prevent a potentially malicious exploit that allows code to be misrepresented, the Visual Studio editor will no longer allow bidirectional text control characters to manipulate the order of characters on the editing surface. A new option will cause these bidirectional text control characters to be shown with placeholders. The bidirectional text control characters will still be present in the code as this behavior only impacts what is rendered in the code editor. This functionality is controlled in Tools\Options. Under the Text Editor\General page there is an option for “Show bidirectional text control characters”, which will be checked by default. When checked, all bidirectional text control characters will be rendered as placeholders. Unchecking the option will revert to the previous behavior where these characters are not rendered. A Unicode character is considered a bidirectional text control character if it falls into any of the following ranges: U+061c, U+200e-U+200f, U+202a-U+202e, U+2066-U+2069. Corrected an issue in C++ compiler where a templated destructor involved in a class hierarchy with data member initializers may be instantiated too early, potentially leading to incorrect diagnostics about uses of undefined types or other errors. Fixed an issue in ATL's CString comparisions under C++20 and C++Latest language modes. Added Python 3.9.7 to Python workload. Removed Python 3.7.8 due to a security vulnerability. From Developer Community Referenced DacPac file causes deployment to process refactorlog even if IncludeCompositeObjects is false CString with spaceship operator <=> returns incorrect result (affects std::map, std::set, etc.) Visual Studio sqldb project unable to create primary key with (statistics_incremental = on) on table Template inheritance sometimes forces improper instantiation. Visual Studio 2019 freezes when comparing aspx/aspx.vb files Microsoft.Azure.Compute.Emulator.EXE will not be updated Security Advisories Addressed CVE-2021-43877 .NET Vulnerability An elevation of privilege vulnerability exists in ANCM which could allow elevation of privilege when .NET core, .NET 5 and .NET 6 applications are hosted within IIS. CVE-2021-42574 Bidirectional Text Vulnerability Bidirectional text control characters can be used to cause code to be rendered in the editor differently from what is contained on disk. Visual Studio 2019 version 16.11.7 released November 16, 2021 Issues Addressed in this Release Adds Xcode 13.1 support. The bootstrappers now respect the --useLatestInstaller parameter, which causes the latest installer to be integrated into layout. This latest installer, which ships with Visual Studio 2022, enables the scenario where enterprises want to transition their clients from one layout location to another. For more information, refer to the [Visual Studio Administrators Guide](* The bootstrappers now respect the --useLatestInstaller parameter, which causes the latest installer to be integrated into layout. This latest installer, which ships with Visual Studio 2022, enables the scenario where enterprises want to transition their clients from one layout location to another. For more information, refer to the Visual Studio Administrators Guide .). Fixed an issue wehre WAP projects would not appear in the startup projects tool bar combo box. Fixed issue with Windows Application Projects (WAP) where, in certain circumstances, final application bundle contains wrong binaries. Prevent opening "Team Explorer > Manage Connections" or "Git Changes" windows from causing TFVC solutions to be unloaded. From Developer Community Starting Version 16.8.0 up to 16.9.1 becomes unresponsive and restarts frequently IntelliSense error with std::source_location::current() Visual Studio 2019 version 16.10 - UWP - Xamarin: Runtime exception 'Could not load file or assembly' after updating to Visual Studio 16.10 Visual Studio 2019 version 16.11.3 - Packaging UWP application fails 16.11.6: Package 'AndroidImage_x86_API125_Private,version=10.0.0.3' failed to install Visual Studio 2019 version 16.11.6 released November 09, 2021 Issues Addressed in this Release Address occasional instance where VSInstr would not exit when instrumenting a binary with volatile metadata. Fix for "value of range" errors when using C++ IntelliSense. Under certain conditions with an international locale selected fsi would crash when run from Visual Studio. This release fixes the issue and fsi should now operate correctly. Fixes an issue that could cause Visual Studio to build, debug, or run tests against binaries that weren't brought up to date with your latest code changes. Fixes a thread pool leak during Cloud Services local debugging. Add support for Android 12 APIs. Fixes a potential deadlock when closing Performance Profiler or Diagnostic Tools on Windows Server machines. Fixes a delay in VS startup. Security Advisories Addressed CVE-2021-42319 Elevation of Privilege Vulnerability An Elevation of Privilege vulnerability exists in the WMI Provider that is included in the Visual Studio installer. CVE-2021-42277 Diagnostics Hub Standard Collector Service Elevation of Privilege Vulnerability An elevation of privilege vulnerability exists when the Diagnostics Hub Standard Collector incorrectly handles file operations. Visual Studio 2019 version 16.11.5 released October 12, 2021 Issues Addressed in this Release Security Advisories Addressed CVE-2020-1971 OpenSSL Denial of Service Vulnerability A potential denial of service vulnerability exists in OpenSSL library, which is consumed by Git. CVE-2021-3449 OpenSSL Denial of Service Vulnerability A potential denial of service vulnerability exists in OpenSSL library, which is consumed by Git. CVE-2021-3450 OpenSSL Denial of Service Vulnerability A potential flag bypass exists in OpenSSL library, which is consumed by Git. CVE-2021-41355 .NET Disclosure Vulnerability An Information Disclosure vulnerability exists in .NET where System.DirectoryServices.Protocols.LdapConnection sends credentials in plain text on Linux. Visual Studio 2019 version 16.11.4 released October 05, 2021 Issues Addressed in this Release Windows 11 SDK support. Add AMD64 math functions to ARM64X CRT. Updates to the ARM64 and ARM64EC interfaces between the binary and the POGO instrumentation runtime. Fixed several problems with IntelliSense responsiveness and correctness affecting C++20 concepts, ranges, and abbreviated function templates. Fixed a false positive in local lifetime checks. Corrected an issue where arrays allocated with a constant of size > 32bits could allocate less memory than requested. Ensures that ATL string initialization occurs during static variable initialization, in the default AppDomain. Fixed a bug in C++ Concurrency::parallel_for_each that was crashing the calling process due to integer overflow. Fixed a bug in the STL's iterator debugging machinery that could cause crashes in multithreaded programs using STL containers. We have fixed a fatal internal compiler error caused by unnamed structs whose fields are referenced from SAL annotations. Fixes a rare crash when analyzing templated code that uses __uuidof. Fixed an issue that caused C++ static analysis results to sometimes not display correctly in the FixIt action. Fixed opening .uitest extension files in Coded UI project Fire component change events for non-component objects also in WinForms .NET designer Fix for crash on deleting ContextMenuStrip control in Windows Forms .NET designer. Guard against crashes when the Windows Forms designer reloads when dragging. Fix for intermittent VS crash while interacting with WinForms .NET designer during solution or project rebuild. Fixed a bug causing .NET 5 projects to be reported as out of date when they should have been up to date, causing slower builds. Automatically disable asset-indexing for large scale Unity projects. Adds Xcode 13.0 support. This release fixes an issue with deploying certain Windows Application Packaging projects where deployment is unnecessarily copying unmodified files. From Developer Community Comparing CComPtr with CComPtr results in an error Structured binding in lambda in lambda cause a invalid compile error Bad codegen with operator new WinARM64 Build Failures with MFC/ATL Link issues after migrating from VS 16.8.6 to VS 16.9.5 The unity codelens provider still requires a huge amount of memory and could be OOMed in large scale Unity project in version 16.11. Error C3493 with /std:c++latest using structured binding in Lambda Visual Studio 2019 version 16.11.3 released September 14, 2021 Issues Addressed in this Release Fixed missing "Remote Device" debug target for Xamarin iOS projects. Fixed a bug that caused a start menu shortcut link to disappear. The bug only happened when updating multiple instances of different product SKUs on the same machine. From Developer Community Visual Studio UI unresponsive when too much build log output during build (eg: diagnostic verbosity) Live Unit Testing Crashes on start up "Remote device" not listed in devices Designer crashes for 32-bit apps whenever you scroll wheel over it Security Advisories Addressed CVE-2021-26434 Visual Studio Incorrect Permission Assignment Privilege Escalation Vulnerability A permission assignment vulnerability exists in Visual Studio after installing the Game development with C++ and selecting the Unreal Engine Installer workload. The system is vulnerable to LPE during the installation it creates a directory with write access to all users. Visual Studio 2019 version 16.11.2 released August 25, 2021 Issues Addressed in this Release Fixed an issue where CMake cache generation would fail, which blocked IntelliSense, build, and debug. Fixed warning "Evaluating the function 'System.Diagnostics.TraceInternal.Listeners.get' timed out and needed to be aborted in an unsafe way" when starting debugging on some .NET and dotnet Core application. From Developer Community CMake cache generation "hangs" after upgrade from vs2019 16.11.0 to 16.11.1 Could not find any resources appropriate for the specified culture or the neutral culture. Make sure "Microsoft.VisualStudio.Data.Providers.SqlServer Build Selection stopped working VS 16.11 Visual Studio 2019 version 16.11.1 released August 16, 2021 Issues Addressed in this Release Fixes an issue installing the Microsoft.VisualStudio.ScriptedHost.Registry package during Visual Studio installation, which would cause the entire installation to fail. Unblocked Adding a new SSH Connection through Tools Options From Developer Community PackageId:Microsoft.VisualStudio.ScriptedHost.Registry;PackageAction:Install;ReturnCode:635 Visual Studio 2019 version 16.11.0 released August 10, 2021 Summary of What's New in this Release of Visual Studio 2019 version 16.11.0 Updated Help Menu Updated menu highlights Get Started material and helpful Tips/Tricks. It also provides access to Developer Community, Release Notes, the Visual Studio product Roadmap, and our Social Media pages. New My Subscription menu item allows developers to make the most out of their subscriptions through benefit awareness and additional information! Git tooling Access additional actions from the overflow menu in the branch picker in Git Changes window and status bar. Hover over a branch name to see last commit details in a tooltip. Access additional actions in the repository picker overflow menu from the status bar. Hover over a repository name to see repository details such as local path and remote URL. C++ LLVM tools shipped with Visual Studio have been upgraded to LLVM 12. See the LLVM release notes for details. Clang-cl support was updated to LLVM 12. Setup Fixed an issue that affected command line execution of the update command. If the update fails the first time, a subsequent issuing of the update command now causes the update to resume the prior operation where it left off. .NET Hot Reload .NET Hot Reload User Experience for editing managed code at runtime. Details of What's New in this Release of Visual Studio 2019 version 16.11.0 .NET Hot Reload User Experience for editing managed code at runtime In this release we are excited to make available the first release of the new Hot Reload user experience when editing code files for applications such as WPF, Windows Forms, ASP.NET Core, Console, etc. With Hot Reload you can
2026-01-13T08:47:51
https://www.linkedin.com/posts/reidhoffman_i-asked-replit-to-clone-linkedin-just-activity-7313967729496018944-WLk1/
I asked Replit to “clone LinkedIn” — just to see how far it would get with a single prompt. The result? A surprisingly functional prototype. It’s a powerful reminder: with the right framing, today’s… | Reid Hoffman | 447 comments Agree & Join LinkedIn By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . Skip to main content LinkedIn Top Content People Learning Jobs Games Sign in Register now Reid Hoffman’s Post Reid Hoffman Reid Hoffman is an Influencer 9mo Report this post I asked Replit to “clone LinkedIn” — just to see how far it would get with a single prompt. The result? A surprisingly functional prototype. It’s a powerful reminder: with the right framing, today’s AI tools can turn a single idea into working software. 6,111 447 Comments Like Comment Share Copy LinkedIn Facebook X Timothée Choplin 9mo Report this comment Sebastian Nankervis Alejandro Rodríguez Martín Like Reply 4 Reactions 5 Reactions Federico Travella 9mo Report this comment Is it less buggy than the Microsoft version? #TGIF Like Reply 4 Reactions 5 Reactions Anil Y. 9mo Report this comment Here comes Vibe Phishing! Like Reply 6 Reactions 7 Reactions Dale Thomas 9mo Report this comment What's amazing is the two word prompt. Like Reply 4 Reactions 5 Reactions Alex Tai 9mo Report this comment The real flex isn’t cloning LinkedIn. It’s rethinking what networks could be — when the tech is no longer the hard part. Like Reply 3 Reactions 4 Reactions Seref Mamas 9mo Report this comment It is working surprisingly well, because you can find plenty of open source LinkedIn clones and prototypes on GitHub (training data). You will also come across many Instagram, WhatsApp, and ChatGPT clones — at least the basic functionalities are there. Like Reply 5 Reactions 6 Reactions Ahmed Zaidi 9mo Report this comment As a QA engineer my mind goes to “one developer created this in a matter of hours”. How much QA staff do I need to test this!!!! Like Reply 6 Reactions 7 Reactions Alex D. 9mo Report this comment LI's competitive advantage is network effects, not its UI. Someone will not be able to overcome switching costs just by cloning your UI. Like Reply 4 Reactions 5 Reactions Deijah P. 9mo Report this comment Really cool on so many levels, although I can see the internet adversaries rubbing their hands together now and doing their best evil laugh. This makes phishing attacks 10x easier. What can one do though? Security folks can scream it from the rooftops, but Pandora's box has been unlocked 🫠 Like Reply 4 Reactions 5 Reactions See more comments To view or add a comment, sign in 2,744,153 followers 2,145 Posts 365 Articles View Profile Follow More from this author We're all becoming gamers. Reid Hoffman 5d Medicine's most formidable adversary Reid Hoffman 3w If we're in an energy war, we're losing. Reid Hoffman 1mo Explore content categories Career Productivity Finance Soft Skills & Emotional Intelligence Project Management Education Technology Leadership Ecommerce User Experience Show more Show less LinkedIn © 2026 About Accessibility User Agreement Privacy Policy Cookie Policy Copyright Policy Brand Policy Guest Controls Community Guidelines العربية (Arabic) বাংলা (Bangla) Čeština (Czech) Dansk (Danish) Deutsch (German) Ελληνικά (Greek) English (English) Español (Spanish) فارسی (Persian) Suomi (Finnish) Français (French) हिंदी (Hindi) Magyar (Hungarian) Bahasa Indonesia (Indonesian) Italiano (Italian) עברית (Hebrew) 日本語 (Japanese) 한국어 (Korean) मराठी (Marathi) Bahasa Malaysia (Malay) Nederlands (Dutch) Norsk (Norwegian) ਪੰਜਾਬੀ (Punjabi) Polski (Polish) Português (Portuguese) Română (Romanian) Русский (Russian) Svenska (Swedish) తెలుగు (Telugu) ภาษาไทย (Thai) Tagalog (Tagalog) Türkçe (Turkish) Українська (Ukrainian) Tiếng Việt (Vietnamese) 简体中文 (Chinese (Simplified)) 正體中文 (Chinese (Traditional)) Language Sign in to view more content Create your free account or sign in to continue your search Sign in Welcome back Email or phone Password Show Forgot password? Sign in or By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . New to LinkedIn? Join now or By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . New to LinkedIn? Join now
2026-01-13T08:47:51
https://www.reddit.com/r/askscience/comments/1q9oi45/if_the_sun_suddenly_disappeared_how_long_would_it/
Reddit - The heart of the internet Skip to main content Open menu Open navigation Go to Reddit Home r/askscience Get App Get the Reddit app Log In Log in to Reddit Expand user menu Open settings menu :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> Go to askscience r/askscience • ScipioAfricanisDirus हिन्दी Español (Latinoamérica) If the sun suddenly disappeared, how long would it take for the Earth to completely cool down? I understand that the Earth has its own internal heat budget and it would eventually reach a temperature based solely on the radiogenic and primordial heat it has, so how long would that take? How quickly would the heat from solar radiation completely radiate away? Read more Share New to Reddit? Create your account and connect with a world of communities. Continue with Email Continue With Phone Number By continuing, you agree to our User Agreement and acknowledge that you understand the Privacy Policy . Public Anyone can view, post, and comment to this community 0 0 Reddit Rules Privacy Policy User Agreement Accessibility Reddit, Inc. © 2026. All rights reserved. Expand Navigation Collapse Navigation
2026-01-13T08:47:51
https://bsky.app/starter-pack-short/5prZ9jC
Bluesky JavaScript Required This is a heavily interactive web application, and JavaScript is required. Simple HTML interfaces are possible, but that is not what this is. Learn more about Bluesky at bsky.social and atproto.com .
2026-01-13T08:47:51
https://pcmasterrace.org/our-team
The PCMR team — PC MASTER RACE 0 Skip to Content Home News Why PC Builds Merch Our Team F@H About Open Menu Close Menu Open Menu Close Menu Home News Why PC Builds Merch Our Team F@H About Home News Why PC Builds Merch Our Team F@H About Meet the Team The team behind PC Master Race is a quite unique, diverse, and skilled group. Each has their own specialties and skills that contribute to the subreddit itself, as well as its many surrounding communities. Pedro19 E-mail: pcmr@pcmasterrace.org / Steam / Twitter / LinkedIn / Facebook / Uplay/Origin/GOG: PedroPCMR / Battle.net: PedroPCMR#2730 / Epic: Pedro19 / Discord: PedroPCMR I have founded PCMR and head its communities. I am a Lawyer/trial and appellate attorney by trade, technology enthusiast and gamer at heart. I am a PC and tech enthusiast trying to get others to become PC and tech enthusiasts, firm in my belief that access to technology is both a human right and a vital element for making the world a better place. I work hard in administrating the biggest community of PC enthusiasts in the world, managing it so as to continuously spread factual truths and information about PC and technology in general has been an important part of my life for the last 12 years. It's been a long and winding road, but we've created something beautiful together. Let's keep going! My first experience with computers was using my father's Sinclair ZX Spectrum in the early 90's. I remember playing Winter Challenge, Centurion: Defender of Rome and Wolfenstein 3D on 386 and 486 powered computers before I finally got my first own PC, a Celeron 266 with 32MB of Ram, that came with Quake II preinstalled. Some retro interviews I gave (you can easily find the modern ones online): Eurogamer Logical Increments The Panel for our 7th birthday, held at Pax East 2018, in Boston Gordon Ung - PC World - Is the PC Great? PCMR founder reveals how he really feels about console peasants | HQ XTRA zeug666 I think my relationship with computers started with an Apple IIe and got serious a few years later with the family Packard Bell (IIRC: 75MHz Pentium, 8MB RAM, 500MB HDD, Windows 3.11) with a lot of time spent playing Doom and Duke Nukem 3D. Over the years, this interest has grown to encompass my entertainment, my education, and even my professional life. I’ve been mostly self-taught, but have worked in IT here and there, though I try to avoid it if I can. I’m not entirely sure why I was offered the mod position, but I think it has something to do with my attempts to combat the misuse/abuse of the “peasant” moniker and my efforts against low-quality posts. Lately, it seems like I always have some project or another in the works, which means no time for gaming. EEGRAS Started gaming on a Powermac 8500, moved to a Powermac G4 and was always saddened at the games I couldn't play because of my platform. One of my friends then built his PC and showed me the wonder of PC gaming. We went to Fry's immediately and bought parts. I've been PCMR from then on (much to the dismay of my mom who worked for Apple at the time). I have built many a machine, both for me and for friends and family (as well as for a small profit at times) and I've found something relaxing about the process so have jumped at the chance to any machine I could get my hands on. I found my way to this sub after it was mentioned in one of TotalBiscuit's videos and it seemed like a good fit and have stuck here ever since. There's so much disinformation circling around the internet about PC gaming and I truly feel this sub is doing amazing work at dispelling it while staying grounded at the same time. Stevezilla33 Steam / Twitch I got my start PC gaming way back in the early '90s when my parents bought a Packard Bell 486SX-33 . I spent a good amount of time in my childhood fiddling with Atari and Nintendo consoles, but I was always drawn back to that beige box in the office. A few years later, I would go on to build my first machine; a Pentium 90 custom machine that I saved and bought all the parts for. By that time, I was hooked for life. In my professional life, I have been lucky enough to have worked for some of the biggest PC game companies around. After the help of a friend to get my foot in the door at Maxis way back in 1999, I went on to spend most of my 20s testing hardware compatibility and general QA for companies like Konami, EA, Microprose, Hasbro Interactive, and Take Two. My career has shifted towards the mobile space in recent years but my PC gaming enthusiasm has never subsided. I guess I consider myself a bit of an elder statesman of the PCMR, and I'm happy to be a part of the team. You can find me wrangling the cats on the Discord server most days. PhantomsGhost Steam / Discord: phantomsghost / Origin: xPhantomsGhostx I got into technology and computing at a young age, mainly with an old Sega Genesis, radios, and as many, the family computer. Often this was a result of curiosity about how things worked and were related with each other, and projects would often result. I didn’t build my first PC until 2016 with an AMD FX 8350 and an RX480. The curiosity and strive for learning new things has kept up over the many years, both in my personal and professional life where my primary role is in information systems education and management, running a variety of self-hosted projects at home and additive home-automation. One of my favorite things, both professionally and here in PCMR, both the subreddit and discord, is helping and watching folks learn new things and explore their passions. I've been a long lurker of PCMR and became engaged primarily in the Discord server's tech-support channel, but mostly engage on and off as time permits. BryAlrighty Steam / Everything Else: BryAlrighty (Probably) Gaming was always a part of my life, but when it comes to PC gaming, I was the one who became obsessed with the family computer when I was a kid. I don't recall the exact model but my dad purchased an eMachine back in 1998 and I basically spent anytime I wasn't in school on it. Likely problematic and worrying for my parents seeing one of their children playing Runescape all day, but I loved it at the time. Once I got out of high school, I decided to purchase a very crappy GeForce 8400 GS for a Compaq Presario Office PC I obtained from my older brother. It was my first true PC gaming purchase, along with The Orange Box as my first proper foray into single-player PC gaming. I kept purchasing prebuilt PCs and making minor upgrades for years before I finally decided to fully build my first proper PC back in 2015. Although it did contain remnants of a previous build, I took it all apart and kept the useful parts and made it all my own. It was an AMD FX 8320 with a GeForce GTX 970 and 16GB DDR3 of RAM in a White NZXT S340 case, with an RGB strip for good measure. Nowadays, PC Building just feels natural to me, even though NO ONE will ever convince me to swap to an AIO instead of my beautiful air cooling. No one. Professionally, I do graphic design primarily, so that just furthers my need for my PC Building/Troubleshooting skills. It's nice not having to contact IT for every little thing, and I'm sure they greatly appreciate that as well. I actually joined PCMR via Discord around 2016, not too long after my first proper PC build to find like-minded people and to seek advice for any questions I had. Correction: Have* - I might not have very many build questions nowadays but I still ask general tech questions to this day because you're never done learning and someone here is usually happy to help answer. "Just Ask" is such a good policy to have and it's likely one of the reasons I stuck around. The-Big-Noob Steam / Instagram / Twitter / Twitch / Origin: Th3B1gN00b / Battle.net: TheBigNoob#11958 I like a lot of things, computing is certainly one of those things. I started gaming young with a Super Nintendo and Gameboy and got into gaming on my PC when my father got us a family computer at around age 8. I've been PC gaming for over 20 years now, and I do not intend on stopping anytime soon. Computers have always come naturally to me, building the first family computer at age 12. I was standing up Apache web servers and building websites for them by 13. I currently hold a bachelors in Management information systems, and work as a DevOps engineer by day. I've been a long time lurker in PCMR, and have spent the large portion of my PCMR tenure as a moderator on the Discord server. I really love this community and enjoy helping those joining the ranks of all things computing. TheAppleFreak Steam / Twitter / GitHub / Discord: TheAppleFreak I found PCMR back in its very early days, probably around the time when the sub only had 300 or so subscribers. It was at the time just a small community with the common element of rightfully believing that the PC is the greatest platform holding us together. To imagine at the time the sub growing as large as it is now was inconceivable, and it was just a pipe dream at the time that I'd be here moderating with everyone else here... yet here we are. Granted, I didn't quite get onto the team like everybody else; I figure that Pedro fat-fingered " GabeNewellBellevue " and accidentally typed "TheAppleFreak" into the mod invitation panel instead, and then did it a second time after I came back from a hiatus in January 2023. No other explanation makes sense to me. While you might see my name pop up around the subreddit every so often in typical moderation capacities, my contributions tend to err a bit more on the invisible side. Together with Eegras, I help operate and craft much of the automation that we rely on as a team, be it working with Reddit's AutoMod or writing custom tools that perform more specialized tasks. In contrast to Eegras's PCMRBot (which handles much of the public-facing functionality), I develop and run PCMRBot.js, which handles more behind-the-scenes tasks instead. The fact that some of my code powers some of the most important functionality of this subreddit is in equal part wonderful and deeply terrifying to me. As for being a PC gamer, I've been gaming on the platform in some shape or form since childhood, though I didn't fully embrace it until 2010 with my first rig. While the games I play tend to shift around a bit, as of this writing, I'd say my main games are currently Minecraft and PlanetSide 2. Also, trans rights <3 Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Jul 8, 2025 GEFORCE Summer of RTX Jul 8, 2025 50 days and just as many awards to win: GPUs, steam codes and goodies! Jul 8, 2025 Jun 13, 2025 MSI x PCMR DADS&GRADS GIVEAWAY - WIN A FULL PATH OF EXILE PC BUILD Jun 13, 2025 Jun 13, 2025 Jun 3, 2025 HAVN has some pretty cool cases at Computex 2025 Jun 3, 2025 Jun 3, 2025 May 30, 2025 Worldwide Giveaway time! - MSI Build for Glory. We've teamed up to give awesome bundles of MSI hardware and goodies to several lucky winners! May 30, 2025 May 30, 2025 May 15, 2025 DOOM: The Dark Age is out! Join the event and win game keys, A custom doom RTX 5080 AND MORE! (EVENT OVER) May 15, 2025 May 15, 2025 Apr 16, 2025 PCMR FAQ: Case components Apr 16, 2025 Where should you place your case fans? How about the AIO tube position, does it matter at all? Apr 16, 2025 Apr 13, 2025 RGB Guide Apr 13, 2025 With more and more stuff coming with RGB lighting, it can be hard to figure out what might or might not work Apr 13, 2025 Apr 13, 2025 RGB - The Final Frontier Apr 13, 2025 It doesn't matter if you like it or hate it, RGB is here and kind of everywhere. Here are the most popular ways to capitalize on the trend. Apr 13, 2025 Apr 13, 2025 Key resellers and what they mean for you Apr 13, 2025 Buying your game keys from unreputable sellers can be dangerous. Apr 13, 2025 Apr 13, 2025 Tempered glass in PC Cases and why it breaks - FAQ Apr 13, 2025 Tempered glass is a strong and safe option that allows you to see and protect your beautiful PC, but the nature of its strength is also its weakness. Apr 13, 2025 Mar 31, 2025 MSI X PCMR GIVEAWAY - THE VANGUARD HAS ARRIVED Mar 31, 2025 16k worth of MSI hardware and extra prizes. Mar 31, 2025 Jan 26, 2025 RTX 5090 Benchmarks Jan 26, 2025 The new #1 with a price that knows it. Jan 26, 2025 Jan 20, 2025 RTX 5090 UNBOXING Jan 20, 2025 Jan 20, 2025 Dec 24, 2024 IN MEMORIAM - GORDON MAH UNG Dec 24, 2024 Dec 24, 2024 Oct 11, 2024 The Lian Li O11 VISION COMPACT is here! PCMR case collab V2! Oct 11, 2024 Oct 11, 2024 Jul 5, 2024 G.Skill @ Computex 2024 Jul 5, 2024 Jul 5, 2024 Jun 29, 2024 MSI @ COMPUTEX 2024 Jun 29, 2024 Jun 29, 2024 Oct 26, 2022 PCMR FAQ: 12VHPWR AND ITS ISSUES Oct 26, 2022 Oct 26, 2022 Sep 11, 2022 #Projectbeyond Sep 11, 2022 Sep 11, 2022 Aug 22, 2022 ASUS/ROG X670E GAMESCOM22 LAUNCH EVENT Aug 22, 2022 Aug 22, 2022 May your framerates be high, and your temperatures low
2026-01-13T08:47:51
https://replit.com/usecases/smb
Replit for SMBs Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building B u ild t h e a pps y o ur s mall b u siness n eeds, with o ut c o de Replit makes it easy for small businesses to create custom apps that save time, cut costs, and solve problems — no developers or coding required. Whether you’re scaling operations or launching your next venture, Replit’s AI helps you build and deploy in record time. Start now If you can prompt it, Replit can build it From automating tasks to launching your next big idea Launch tools that grow your business Turn your business ideas into custom apps like CRM systems or customer portals that elevate your operations. No-code needed Tell Replit Agent your app or website idea, then watch it come to life. It’s like having an entire team of software engineers on demand, ready to build what you need — all through a simple chat. Give your team tools they’ll love Create internal tools like scheduling systems or dashboards custom tailored to your needs. Don't settle for existing solutions that fall short when you can build your own! Fully automated setup and deployment Replit's cloud-based platform automatically sets up your environment, builds your app, and deploys live with a click. Small businesses love Replit Sarah Johnson Sales Director We built a custom CRM that fits our sales process perfectly. In just one week, we automated lead tracking and created dashboards that save us hours every day—all without hiring developers. Michael Chen Startup Founder Launching our MVP felt impossible until we found Replit. We created a functional prototype in just a few days, secured funding, and now use Replit to manage our internal tools as we scale. Emily Rodriguez Operations Manager Our team needed a scheduling system, but every solution we tried fell short. Replit let us build a custom scheduling app with real-time updates, saving us at least 10 hours a week and eliminating scheduling headaches. Powerful features for every business Everything you need to build and launch your next big idea Unleash your ideas from anywhere Replit’s gives you the freedom to build, edit, and manage apps from any device — whether you’re at the office, on-site, or working from home. AI that does the heavy lifting Replit’s AI-powered code suggestions save you hours by generating intelligent completions and automating tedious tasks. Build together, launch instantly Collaborate in real-time with teammates or contractors, refining your apps side-by-side in one shared workspace. Start building your app today Replit gives you the power to build apps that solve your biggest challenges, whether you’re scaling a business or launching your next big idea. Try now Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/usecases/software-engineers
Replit for Software Engineers Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building B u ild, t e st, and sh i p f a ster than ever with Replit Replit is the only platform that combines a cloud IDE, Agentic AI coding, and seamless team collaboration to help you prototype and ship apps in record time. Build in 50+ languages, work from any device, and deploy in one click — no setup required. Start now Your new engineering cycle: fast and frictionless Build and deploy without configuration overhead Begin building instantly in pre-configured environments for 50+ languages. Replit Agent generates up to 90% of your foundational code so you can focus on building features and products that matter. Create internal tools and automations instantly Build that custom integration, AI chatbot, or data pipeline you've been putting off. Replit Agent transforms complex infrastructure needs into simple projects that deliver immediate value to your organization. Develop mock APIs for frontend and mobile testing Create and control functional API endpoints in minutes, giving you the power to unblock frontend and mobile development without disrupting production systems. Let AI handle tedious code maintenance and deployment issues Replit Agent optimizes entire codebases through multi-file updates and automated refactoring — with safe rollbacks and deployment debugging capabilities. Collaborate seamlessly across any device Work together with collaborative editing and synced terminals — from desktop or mobile. Persistent workspaces eliminate version conflicts and setup mismatches. Deploy with one click, zero infrastructure management Launch applications with Replit's integrated cloud services. No complex configuration — just production-ready deployment with enterprise-grade scaling capabilities. How it works 1 Choose your development environment Instantly access Python, JavaScript, or any of 50+ languages with zero setup time 2 Let AI jumpstart your project Watch Replit Agent transform your idea into a working codebase in minutes, not days 3 Build and iterate in real-time Code, test, and debug to refine your application from any device 4 Bring your team together Invite collaborators to a synchronized workspace where everyone can create simultaneously 5 Go live with confidence Deploy with built-in monitoring and enjoy continuous availability without DevOps overhead Why developers love Replit Developers from innovative startups to large enterprise teams use Replit to ship better products faster: 50+ programming languages Making it the most versatile cloud development platform 40% reduction in environment setup time With pre-configured workspaces & Replit Agent 30% faster development cycles Through real-time collaboration and AI powered integrated tools James Chen Senior Backend Engineer at Rippling Replit eliminated our team's Python environment inconsistencies completely. Our onboarding time went from days of setup to literally opening a browser and starting. Now our entire team can collaborate regardless of their device. Sarah Connor Engineering Lead at Scale We were spending $800/month on workflow automation tools with frustrating limitations. We replaced our entire stack with custom solutions built on Replit, saving over $9,000 annually while getting exactly what we needed. Mike Hernandez Tech Lead at Retool I built and deployed our team's internal dashboard using   Replit Agent   in one afternoon. It handled all the React boilerplate and API setup while I focused on the analytics logic—perfect for internal tools without engineering bottlenecks." Build in minutes what used to take weeks Create production-ready applications at unprecedented speed with Replit's Agentic AI coding platform. No complex setup, no overhead, no limits — what will you build with Replit? Get started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://pcmasterrace.org/rules#giveaway-rules
Rules | Follow Community Guidelines — PC MASTER RACE 0 Skip to Content Home News Why PC Builds Merch Our Team F@H About Open Menu Close Menu Open Menu Close Menu Home News Why PC Builds Merch Our Team F@H About Home News Why PC Builds Merch Our Team F@H About General Information Everybody is welcome here, even those that have yet to ascend to the Master Race. Ascending can be seen in two ways. Owning a PC for the first time or choosing the PC as your main preference in gaming and otherwise. Even if you didn't ascend in any of these two ways you are welcome to ask for help, tips, or share information about PCs. This is not a satirical or circlejerk subreddit nor did it start as one . This is a normal subreddit with tongue-in-cheek and satirical humor elements . We have ALWAYS been a community of people who love PCs. No, owning a console does not necessarily make you a "peasant" . You don't necessarily need a PC to be a member of the PCMR. You just have to recognize that PC is objectively superior to consoles as explained here . It's not about the hardware in your rig, but the software in your heart! If needed, you can Message the Mods . Do not assume you won't be banned at the first instance of rule violations. We don't hand out temp bans often, and any breaking of the rules can result in a ban, depending on how severe we judge it to be. Do NOT Repost deleted/removed information. It doesn't matter what the content was. If it was deleted/removed, it's for a reason. Contact the moderators instead of reposting. This can and will probably get you banned. If you were banned, reply to the ban message for a possible ban appeal or other information. PCMR Etiquette fully applies to any interactions in our community. Read it too. Rules: Rule #1 Harassment or witch-hunting is strictly forbidden. We will not tolerate any incitement to action against anyone, nor will we allow the posting of information that can be used to harm others (people or entities, celebrities or not). You can disagree with someone. Don't dox them, don't harass them, don't follow them around to other subs or other services. Don't ask others here to do it. If you are claiming anything that is serious and can be used against anyone, you must provide decent proof and make an effort to remain active enough to reply to legitimate doubts that other users may have about this issue, otherwise your thread may be removed until you do so. Rule #2 We will not allow brigading, asking for upvotes/downvotes, enabling piracy, flamebaiting, clickbaiting, intentional rudeness, text spamming, using all caps or emojis/smileys/emoticons in titles, or overusing them in comments, using ALL CAPS in post titles, editorializing, sensationalizing or concern trolling in general. Do not use other platforms (IMs, tweets, posts, etc.) to direct people to vote on particular posts; Do not comply when others ask you to do so. Do not use PCMR for meta-reddit or meta-subreddit drama or complaints about this or other communities’ members or moderators, including acts of moderation (post removals, etc). Avoid complaining about cross-posting, reposts (that aren’t blatant or recent), number of votes or comments, or posts that you might not like. Regarding piracy and copyright infringement, while you're allowed to discuss these topics, you are not permitted to enable piracy or copyright infringement by any means, including links or instructions. Before you post about your project, we ask that you are also a somewhat frequent member of the PCMR community, by organically participating here with other posts, comments, interacting and helping other users, much more frequently than you are posting self-promotions. A ratio of 9:1 is a good general rule of this. For every self-promo the person posting does, 9 of your other participations (comments, posts) should be organic participations as a general valued member of the PCMR who is commenting on other posts, helping users, sharing fun stories about their passion for PC, etc. Examples: Brigading: "Hey, this subreddit said they don't like us! Go teach them a lesson." Vote Manipulation: "Upvote for visibility" or "Don't upvote, please". Flamebaiting: "I have a $3000 dollar i7 gaming machine and I think you're all dumb. Come at me, bro." Clickbaiting: "10 reasons consoles are better than PCs. You won't believe number 6!" Piracy enabling : “You can use site X to trick your Windows into thinking it’s legit”. PCMR Etiquette fully applies to rule 2, as well as the rest of the PCMR rules. Make sure you follow it. Rule #3 Don't link to threads in other subreddits. This includes archived links and links intending to unhite deleted or removed comments. Do not attempt to circumvent this rule by any means. A few subreddits are considered "protected", and for those we don't even allow linking to the subreddit itself. You can read more about it here . Example: Any link that has a different subreddit followed by comments. /r/todayilearned is OK. /r/todayilearned/comments is not OK. Rule #4 Screenshots of Reddit, Facebook, Youtube, Steam, and other site's comments should have the usernames and identifying info blacked out (including yours). Celebrities and famous entities are the exception, as long as you respect rule #1. Do NOT Post someone's personal information, or post links to personal information. This includes links to public Facebook pages and screenshots of Facebook pages with the names still legible. On pages such as Facebook, where personal information is often displayed, please mask the personal information and personal photographs using a blur function, erase function, or simply block it out with color. When personal information is relevant to the post (i.e. comment wars) please use color blocking for the personal information to indicate whose comment is whose. If you see a user posting personal info with malicious intent, please contact the admins and send us a message as well. Rule #5 Do not use affiliate/referral links or codes, and do not use link shorteners. The most common source of breaking this rule are Amazon links. There are two Amazon link formats that are acceptable: Example 1 : https://www.amazon.com/ITEM-TITLE-OR-DESCRIPTION/dp/B00XXXXXXX/ Example 2 : https://www.amazon.com/dp/B00XXXXXXX/ Posts or comments with anything in the URL, beyond the /dp/B00XXXXXXX/ will be removed. Rule #6 The following will be removed at moderator discretion: 6.1: Content that is unrelated, especially unoriginal and/or low quality and/or low-effort (including, but not limited to: Posts with nonsensical or bad/very low effort titles, AI slop, general spam, content that isn’t in english, simple website/software bugs, steam/product reviews, comedic product/system specs, steam gift messages, screenshots of conversations, internet speed test results, direct links to other social media platforms (consider posting a screenshot, then, if you'd like, commenting with a link inside the thread instead) negligible price reductions, items that aren't PC related, even if they are named similarly or resemble it, online petitions and surveys that aren't academic in nature and have been pre-approved by the mod team). 6.2 Pictures of purchase or shipping related notifications and information. 6.3 Blatant reposts/fad-chasing. 6.4 Reaction images/gifs (unless very high-effort/especially original). 6.5 Concern trolling . 6.6: Feigning idiocy when posting or commenting, or linking to such content. About Rule 6.1: This is a subjective (although objectively based), moderator dependent curation. Simple website/software bugs includes blue screens/bugs in public places. If you want to post links to social media as posts, you're usually better of creating a text post (or link post with a screenshot) and with your own description of the subject as title. You can link the source inside as a comment if it's necessary. About Rule 6.2: We understand you're excitement, but a screenshot of an email saying "your delivery in on their way" or "thank you for your purchase" aren't good content. Try creating a text post and talking about it, then, if you'd like, link it inside as part of a larger story about your purchase. About Rule 6.3: When a certain, repetitive kind of thread/post/joke is posted over and over again, we consider it a fad. At that point, our quality threshold is tighter, meaning posts need to be slightly better to not be removed. The more repetitive a fad is, the higher this threshold. Also, Similar content posted by multiple users, even unintentionally, may be removed. Example of reposts/fad-chasing: A picture or screenshot of your machine being force-updated to Windows 10, or referring to your RAM as 'good memories'. Any kind of post that begins to be posted very frequently will eventually become a fad. The more frequent, the higher the quality threshold it needs to pass for it not to be removed, and most, if not all of them will be removed. What is concern trolling?: https://en.wiktionary.org/wiki/concern_troll - Pretending to be concerned to create division is an old and usually very malicious way to derail communities. You are not welcome to do that here. Rule #7 Age, nationality, race, gender, ability, sexuality, religion, political affiliation and economic status are all irrelevant here. All are welcome in the PC Master Race. Also, linking the PC Master Race with racial supremacy or any kind of fascist ideologies, or making analogies, jokes or references in this regard, is not acceptable in the slightest. Our community is welcoming and we do not allow people to shame others for their PC specs, or any of personal characteristis (or any other) mentioned above. PCMR is about the love for PCs. We're a community of PC enthusiasts and anyone who loves PCs and respects the rules is welcome. Also, trying to link the community to the idiologies mentioned in the second part of the rule above, or coming to our community to promote any such thing, even if in jest, will get you immediately banned. Rule #8 No begging. No soft begging . No Implicit or explicit trading. No buying. No Selling. No asking for valuation. No asking how or where to do these either. Don't beg for stuff. Don't imply someone should give you a thing. Trade or sell your stuff in the relevant subreddits that have the processes required to make sure that's as safe as possible. Example: "Where can I sell my GPU?" Example : "How much is my PC worth?" Example : "Gonna sell my 4070 for very cheap and buying a 5090!" This can be seen as an invitation for people to DM you to offer to buy it. To prevent selling or advertising, there will be no links to eBay, Craigslist, or similar sites. Rule #9 Message the mods first, and wait for permission if your post/comment is NSFW. Do not mark your post as NSFW or as Spoiler unless it actually is NSFW (which you can post only after permission from the mods) or a Spoiler. Do not spoil content on purpose, and use spoiler tags if you need to discuss spoilers. Example for misflairing as NSFW: A dust filled radiator is safe for work, even if it makes you cringe at the sight. So is a destroyed PC part. Do not flair these as NSFW. Rule #10 Screenshots of "peasantry," including but not limited to conversations on Reddit, other websites or sms/chat screenshots where ignorance is being spewed and/or ridiculed, must be text posts and and must follow the rule 4 username censoring. There are ignorant people everywhere, and plenty of this content can be faked. We'd rather you didn't post it, but if there's a good reason for it, it must be in a text post. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Giveaway Rules General The Master Race is generous. Giveaways are a somewhat common occurrence but some rules and guidelines must be followed. First and foremost, giveaways are a form of promotion, so people or groups posting them must conform to all other anti-spam rules. This means that, just like in Rule #2, before you post about your project or give away products that you yourself make/sell/produce, we ask that you are also a somewhat frequent member of the PCMR community, by organically participating here with other posts, comments, interacting and helping other users, much more frequently than you are posting self-promotions. A ratio of 9:1 is a good general rule of this. For every self-promo the person posting does, 9 of your other participations (comments, posts) should be organic participations as a general valued member of the PCMR who is commenting on other posts, helping users, sharing fun stories about their passion for PC, etc. For the vast majority of giveaways, they should be within the bounds of our subreddit and for subreddit members. There are exceptions to this, in the later sections called “outside giveaway guidelines”. Feel free to give prizes as you see fit, but avoid mandating subscriptions or other benefits. You can post about your channel or project, but don't make it a requirement to visit, comment or subscribe to an external place to enter a giveaway or to increase the likelihood of winning. The exceptions to this are in the outside giveaway guidelines at the end of this page. No cross-promotion Even if you do a giveaway, you can not directly promote a specific giveaway happening elsewhere without prior mod approval. Under special circumstances, we allow giveaways to require or suggest users to visit a page outside the subreddit to enter them or improve their chances, but that must conform to our outside giveaway guidelines at the end of this page. Suggestion on keys Please avoid posting keys in plain text or on images . Consider PMs as a safer way to hand out keys. Bots, people who we've banned for attempting fraudulent giveaways, and other unappreciative people can take keys in plain text. Physical Items Individual users giving away physical items must provide photo proof of ownership (including their username and date) in the giveaway thread. Shipping fees must be entirely financed by the user doing the giveaway (limiting the winner's location is allowed). Example: This is proper verification. Conditional No conditional (I will only giveaway if) giveaways. If you start it, someone must win it. You cannot delete your giveaway once you post it. Example: "I will give away Bad Rats if this post reaches /r/all !" Length Giveaways shouldn't last an absurd amount of time, nor should they be absurdly difficult to enter or win. Example: Your giveaway should not last more than a couple days, unless the prize pool is quite good, nor should someone need to hold a PhD in Theoretical Astrophysics to solve whatever challenges are needed to enter it. Winners being chosen based on how many upvotes they get Do not choose your giveaway winners based on the number of upvotes they get. That is a recipe for vote manipulation and brigading. Charity Giveaways to benefit registered charities must be verified by moderators. In very special circumstances moderators can approve other avenues of crowdfunding. Maximum number of entries Only one entry per user to any giveaway unless otherwise stated by the giveaway poster. Unless the OP says otherwise, you can only enter a giveaway once. Using multiple accounts to manipulate this can be grounds for a permaban. Outside giveaway guidelines We allow giveaways to require or suggest that users to visit a page outside the subreddit and do other actions, but that must conform to our outside giveaway guidelines: Outside giveaways must always be pre-approved by the mod team. Outside giveaways (and any other) must still conform to the no-spam rules and the 9:1 ratio guidance mentioned in the general giveaway rules at the beginning of this section must be taken into consideration. We allow self-promos but we ask that you use the community for a lot more than just that. Comment, interact, help others. User or group must have an established history with the subreddit, including several giveaways held on the subreddit as well as some interactions with the sub, or be a person or group that is very relevant to PC technology and/or PC Gaming communities or the PCMR community. User or group must be verified and preemptively approved by PCMR mods. Charities must be officially registered as such. Giveaway may utilize a giveaway host for ease of selection. If it includes actions on social media, please include an action to at least one of the PCMR social networks if that’s the case. In most cases, there must be a process in order that ensures that the winner must have entered through a subreddit action (usually a comment in a PCMR subreddit thread). Exceptions are possible but need mod approval. If subreddit users are entering through a comment on the subreddit, we do not allow pooled entries for the same prize. Example: to win this GPU you can enter by commenting here or by commenting on Facebook/entering on Gleam, and all these entries will be joined into a prize pool for the same award. However, subreddit comments can enter for exclusive prizes, or there can be promotion of external giveaways without requiring subreddit actions, so as long as the other outside giveaway rules are followed (pre-approval, etc). Winner should be announced on the subreddit in some fashion, either in its own post or by editing the original one, or both. Giveaways may be promoted elsewhere, but valid entries should preferably be through the subreddit. Exceptions are allowed, but need mod approval. Outside giveaways are seen as a less common event that happens occasionally. Potentially vast amount of entries, ease in making such selection, degree of generosity towards the users of PCMR and special charity needs are some of the factors to be judged when allowing them. PCMR ETIQUETTE PCMR etiquette is a vast expression of values to be followed in our community. It is as important as the rules in this page. Make sure to read it. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Jul 8, 2025 GEFORCE Summer of RTX Jul 8, 2025 50 days and just as many awards to win: GPUs, steam codes and goodies! Jul 8, 2025 Jun 13, 2025 MSI x PCMR DADS&GRADS GIVEAWAY - WIN A FULL PATH OF EXILE PC BUILD Jun 13, 2025 Jun 13, 2025 Jun 3, 2025 HAVN has some pretty cool cases at Computex 2025 Jun 3, 2025 Jun 3, 2025 May 30, 2025 Worldwide Giveaway time! - MSI Build for Glory. We've teamed up to give awesome bundles of MSI hardware and goodies to several lucky winners! May 30, 2025 May 30, 2025 May 15, 2025 DOOM: The Dark Age is out! Join the event and win game keys, A custom doom RTX 5080 AND MORE! (EVENT OVER) May 15, 2025 May 15, 2025 Apr 16, 2025 PCMR FAQ: Case components Apr 16, 2025 Where should you place your case fans? How about the AIO tube position, does it matter at all? 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2026-01-13T08:47:51
https://twitter.com/privacy
X Privacy Policy Skip to main content Privacy Policy <path opacity="0" d="M0 0h24v24H0z" /> <path d="M17.207 11.293l-7.5-7.5c-.39-.39-1.023-.39-1.414 0s-.39 1.023 0 1.414L15.086 12l-6.793 6.793c-.39.39-.39 1.023 0 1.414.195.195.45.293.707.293s.512-.098.707-.293l7.5-7.5c.39-.39.39-1.023 0-1.414z" /> </svg>" data-icon-arrow-left="<svg width="28px" height="28px" viewbox="0 0 28 28" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="none" class="twtr-icon u01b__icon-arrow-left"> <g stroke="none" stroke-width="1" fill="none" fill-rule="evenodd" stroke-linecap="round"> <g transform="translate(-1216.000000, -298.000000)" stroke-width="2.25"> <g transform="translate(1200.000000, 282.000000)"> <g transform="translate(17.000000, 17.000000)"> <path d="M0.756410256,12.8589744 L25.7179487,12.8589744"></path> <path d="M13.2371795,25.3397436 L25.7179487,12.8589744"></path> <path d="M13.2371795,12.4807692 L25.3397436,0.378205128" transform="translate(19.288462, 6.429487) rotate(-90.000000) translate(-19.288462, -6.429487) "></path> </g> </g> </g> </g> </svg>" data-icon-chevron-down="<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" aria-hidden="true" focusable="false" role="none" class="twtr-icon"> <path opacity="0" d="M0 0h24v24H0z" /> <path d="M20.207 7.043c-.39-.39-1.023-.39-1.414 0L12 13.836 5.207 7.043c-.39-.39-1.023-.39-1.414 0s-.39 1.023 0 1.414l7.5 7.5c.195.195.45.293.707.293s.512-.098.707-.293l7.5-7.5c.39-.39.39-1.023 0-1.414z" /> </svg>" data-icon-close="<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewbox="0 0 24 24" style="enable-background:new 0 0 24 24;" xml:space="preserve" aria-hidden="true" focusable="false" role="none" class="twtr-icon--md"> <g> <g> <defs> <rect id="SVGID_1_" x="-468" y="-1360" width="1440" height="3027" /> </defs> <clippath id="SVGID_2_"> <use xlink:href="#SVGID_1_" style="overflow:visible;" /> </clippath> </g> </g> <rect x="-468" y="-1360" class="st0" width="1440" height="3027" style="fill:rgb(0,0,0,0);stroke-width:3;stroke:rgb(0,0,0)" /> <path d="M13.4,12l5.8-5.8c0.4-0.4,0.4-1,0-1.4c-0.4-0.4-1-0.4-1.4,0L12,10.6L6.2,4.8c-0.4-0.4-1-0.4-1.4,0c-0.4,0.4-0.4,1,0,1.4 l5.8,5.8l-5.8,5.8c-0.4,0.4-0.4,1,0,1.4c0.2,0.2,0.4,0.3,0.7,0.3s0.5-0.1,0.7-0.3l5.8-5.8l5.8,5.8c0.2,0.2,0.5,0.3,0.7,0.3 s0.5-0.1,0.7-0.3c0.4-0.4,0.4-1,0-1.4L13.4,12z" /> </svg>" data-icon-search="<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewbox="0 0 24 24" aria-hidden="true" focusable="false" role="none" class="twtr-icon"> <path opacity="0" d="M0 0h24v24H0z" /> <path d="M22.06 19.94l-3.73-3.73C19.38 14.737 20 12.942 20 11c0-4.97-4.03-9-9-9s-9 4.03-9 9 4.03 9 9 9c1.943 0 3.738-.622 5.21-1.67l3.73 3.73c.292.294.676.44 1.06.44s.768-.146 1.06-.44c.586-.585.586-1.535 0-2.12zM11 17c-3.308 0-6-2.692-6-6s2.692-6 6-6 6 2.692 6 6-2.692 6-6 6z" /> </svg>" data-icon-search-submit="<svg width="21" height="21" viewbox="0 0 21 21" fill="none" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" role="none" class="twtr-icon"> <path fill-rule="evenodd" clip-rule="evenodd" d="M16.33 14.21L20.06 17.94C20.646 18.525 20.646 19.475 20.06 20.06C19.768 20.354 19.384 20.5 19 20.5C18.616 20.5 18.232 20.354 17.94 20.06L14.21 16.33C12.738 17.378 10.943 18 9 18C4.03 18 0 13.97 0 9C0 4.03 4.03 0 9 0C13.97 0 18 4.03 18 9C18 10.942 17.38 12.737 16.33 14.21ZM3 9C3 12.308 5.692 15 9 15C12.308 15 15 12.308 15 9C15 5.692 12.308 3 9 3C5.692 3 3 5.692 3 9Z" fill="white" /> </svg>" data-bg-color="white-neutral" data-root-page-title="Privacy Policy" data-search-placeholder="Search" data-search-query-key="q" data-search-query-type="?" data-scribe-element="1BJ8" data-scribe-section="u01b-navigation" data-cta-enabled="true" data-cta-text="Download PDF" data-cta-link=" https://cdn.cms-twdigitalassets.com/content/dam/legal-twitter/site-assets/privacy-policy-2025-07-28/en/x-privacy-policy-2025-07-28.pdf" data-cta-link-new-tab="true"> X Privacy Policy We have made some updates to our Privacy Policy. This version of the Privacy Policy will go into effect on January 15, 2026. Until then, the current Privacy Policy continues to apply.   Before you scroll, read this It’s really hard to make everyone happy with a Privacy Policy. Most people who use X want something short and easy to understand. While we wish we could fit everything you need to know into a post, our regulators ask us to meet our legal obligations by describing them all in a lot of detail. With that in mind, we’ve written our Privacy Policy as simply as possible to empower you to make informed decisions when you use X by making sure you understand and have control over the information we collect, how it’s used, and when it’s shared.  So if you skip reading every word of the Privacy Policy, at least know this:   X is a public platform Learn what’s viewable & searchable We collect some data about you Learn what we collect & how Affiliate services may have their own policies Learn about affiliates We use your data to make X better Learn how we make your info work You can control your experience Learn how to update your settings If you have questions about how we use data, just ask Learn how to contact us Privacy Policy 1. Information We Collect 2. How We Use Information 3. Sharing Information 4. How Long We Keep Information 5. Take Control 6. Your Rights And Ours 7. X's Audience 8. Changes To This Privacy Policy 9. General 10. How To Contact X Privacy Policy  1. Information We Collect 2. How We Use Information 3. Sharing Information 4. How Long We Keep Information 5. Take Control 6. Your Rights And Ours 7. X's Audience 8. Changes To This Privacy Policy 9. General 10. How To Contact X   1. Information We Collect The information we collect when you use X falls into three categories. 1.1 Information you provide us. To use some of our products and services you need to have an account, and to create an account, you need to provide us certain information. Likewise, if you use our paid products and services, we cannot provide them to you without getting payment information. Basically, certain information is necessary if you want to use many of our products and services. Personal accounts. If you create an account, you must provide us with some information so that we can provide our services to you. This includes a display name (for example, “Creators”); a username (for example, @XCreators); a password; an email address or phone number; a date of birth; your display language; and third-party single sign-in information (if you choose this sign-in method). You can also choose to share your location in your profile and posts, and to upload your address book to X to help find people you may know. Your profile information, which includes your display name and username, is always public, but you can use either your real name or a pseudonym. And remember, you can create multiple X accounts, for example, to express different parts of your identity, professional or otherwise.  Professional Accounts. If you create a Professional Account , you also need to provide us with a professional category, and may provide us with other information, including street address, contact email address, and contact phone number, all of which will always be public.  Payment information. In order to purchase ads or other offerings provided as part of our paid products and services you will need to provide us payment information, including your credit or debit card number, card expiration date, CVV code, and billing address. Preferences.  When you set your preferences using your  settings , we collect that information so that we can respect your preferences. Biometric information. Based on your consent, we may collect and use your biometric information for safety, security, and identification purposes. Job applications / recommendations.  We may collect and use your personal information (such as your biographical information, employment history, educational history, employment preferences, skills and abilities, and job search activity and engagement, in addition to the information we already collect as disclosed in the “Information we collect when you use X” section of our Privacy Policy below) to recommend potential jobs to you, to share with potential employers when you apply for a job, to enable connections for professional opportunities, and to show you more relevant advertising. 1.2 Information we collect when you use X. When you use our services, we collect information about how you use our products and services. We use that information to provide you with products and services, to help keep X more secure and respectful for everyone, and more relevant to you. Usage information. We collect information about your activity on X, including: Posts and other content you post (including the date, application, and version of X) and information about your broadcast activity (e.g., Spaces), including broadcasts you’ve created and when you created them, your lists, bookmarks, and Communities you are a part of. Your interactions with other users’ content, such as reposts, likes, bookmarks, shares, downloads, replies, if other users mention or tag you in content or if you mention or tag them, and broadcasts you’ve participated in (including your viewing history, listening, commenting, speaking, and reacting). How you interact with others on the platform, such as people you follow and people who follow you, metadata related to  Encrypted Messages , and when you use  Direct Messages , including the contents of the messages, the recipients, and date and time of messages. If you communicate with us, such as through email, we will collect information about the communication and its content. We collect information on links you interact with across our services (including in our emails sent to you). Purchase and payments. To allow you to make a payment or send money using X features or services, including through an intermediary, we may receive information about your transaction such as when it was made, when a subscription is set to expire or auto-renew, and amounts paid or received. Device information. We collect information from and about the devices you use to access X, including: Information about your connection, such as your IP address, browser type, and related information. Information about your device and its settings, such as device and advertising ID, operating system, carrier, language, memory, apps installed, and battery level. Your device address book, if you’ve chosen to share it with us. Location information. When you use X, we collect some information about your approximate location to provide the service you expect, including showing you relevant ads. You can also choose to share your current precise location or places where you’ve previously used X by enabling these settings in your account. Inferred identity. We may collect or receive information that we use to infer your identity as detailed below: When you sign into X on a browser or device, we will associate that browser or device with your account. Subject to your settings, we may also associate your account with browsers or devices other than those you use to sign into X (or associate your signed-out device or browser with other browsers or devices or X-generated identifiers). When you provide other information to X, including an email address or phone number, we associate that information with your X account. Subject to your settings, we may also use this information in order to infer other information about you and/or your identity, for example by associating your account with hashes of email addresses that share common components with the email address you have provided to X. When you access X and are not signed in, we may infer your identity based on the information we collect. Log information. We may receive information when you view content on or otherwise interact with our products and services, even if you have not created an account or are signed out, such as: IP address and related information; browser type and language; operating system; the referring webpage; access times; pages visited; location; your mobile carrier; device information (including device and application IDs); search terms and IDs (including those not submitted as queries); ads shown to you on X; X-generated identifiers; and identifiers associated with cookies. We also receive log information when you click on, view, or interact with links on our services, including when you install another application through X. Advertisements. When you view or interact with ads we serve on or off X, we may collect information about those views or interactions (e.g., watching a video ad or preroll, clicking on an ad, interacting with reposts of or replies to an ad). Cookies and similar technologies. Like many websites, we use cookies and similar technologies to collect additional website usage data and to operate our services. Cookies are not required for many parts of our products and services such as searching and looking at public profiles. You can learn more about how we use cookies and similar technologies  here . Interactions with our content on third-party sites. When you view our content on third-party websites that integrate X content, such as embedded timelines or post buttons, we may receive log information that includes the web page you visited. 1.3 Information we receive from third parties. When you use other online products and services, they may share information about that usage with us. Ad partners, developers, and publishers.  Our ad and business partners share information with us such as browser cookie IDs, X-generated identifiers, mobile device IDs, hashed user information like email addresses, demographic or interest data, and content viewed or actions taken on a website or app. Some of our ad partners, particularly our advertisers, also enable us to collect similar information directly from their website or app by integrating our advertising technology. Information shared by ad partners and affiliates or collected by X from the websites and apps of ad partners and affiliates may be combined with the other information you share with X and that X receives, generates, or infers about you described elsewhere in this Privacy Policy. Other third parties, account connections, and integrations.  We may receive information about you from third parties who are not our ad partners, such as other X users, developers, and partners who help us evaluate the safety and quality of content on our platform, our corporate affiliates , and other services you link to your X account. You may choose to connect your X account to your account on another service, and that other service may send us information about your account on that service.   2. How We Use Information Breaking down how we use the information we collect is not simple because of the way the systems that bring our services to you work. For example, the same piece of information may be used differently for different purposes to ultimately deliver a single service. We think it’s most useful to describe the five main ways we use information and if you have questions that are not answered, you can always contact us . Here we go: 2.1 Operate, improve, and personalize our services. We use the information we collect to provide and operate X products and services. We also use the information we collect to improve and personalize our products and services so that you have a better experience on X, including by showing you more relevant content and ads, suggesting people and topics to follow, enabling and helping you discover affiliates , third-party apps, and services. We may use the information we collect and publicly available information to help train our machine learning or artificial intelligence models for the purposes outlined in this policy. We may use the information we collect from accounts of other services that you choose to connect to your X account to provide you features like cross-posting or cross-service authentication, and to operate our services. We use your contact information to help others find your account if your settings permit, including through third-party services and client applications. We use your information to provide our advertising and sponsored content services subject to your settings , which helps make ads on X more relevant to you. We also use this information to measure the effectiveness of ads and to help recognize your devices to serve you ads on and off of X. Some of our ad partners also enable us to collect similar information directly from their website or app by integrating our advertising technology. Information shared by ad partners and affiliates or collected by X from the websites and apps of ad partners and affiliates may be combined with the other information you share with X and that X receives, generates, or infers about you, as described elsewhere in our Privacy Policy. 2.2  Foster safety and security. We use information we collect to provide for the safety and security of our users, our products, services, and your account. This includes verifying your identity, authenticating your account, estimating or verifying your age as may be required under law, and defending against fraud, unauthorized use, and illegal activity. We also use the information to evaluate and affect the safety and quality of content on X - this includes investigating and enforcing our policies and terms, as well as applicable law. 2.3 Measure, analyze and make our services better. We use the information we collect to measure and analyze the effectiveness of our products and services and to better understand how you use them in order to make them better. 2.4 Communicate with you about our services. We use the information we collect to communicate with you about our products and services, including about product updates and changes to our policies and terms. If you’re open to hearing from us, we may also send you marketing messages from time to time. 2.5 Research. We use information you share with us, or that we collect to conduct research, surveys, product testing, and troubleshooting to help us operate and improve our products and services.   3. Sharing Information You should know the ways we share your information, why we share it, and how you can control it. There are five general ways we share your information. 3.1 When you post and share. With the general public . You are directing us to disclose that information as broadly as possible. X content, including your profile information (e.g., name/pseudonym, username, profile pictures), is available for viewing by the general public. The public does not need to be signed in to view some content on X. They may also find X content off of X: for example, from search query results on Internet search engines or videos downloaded and reshared elsewhere (depending on your settings ). With other X users. Depending on your settings , and based on the X products and services you use, we share: Your interactions with X content of other users, such as replies, and people you follow. Content you send to a specific X user, such as through Direct Messages . Please keep in mind that if you’ve shared information like Direct Messages or protected posts with someone else who accesses X through a third-party service, the information may be shared with the third-party service. With partners.  Depending on your settings , we also provide certain third parties with information to help us offer or operate our products and services. You can learn more about these partnerships in our Help Center . You can control whether X shares your personal information with these partners by using the “Data sharing with business partners” option in your Privacy and Safety settings . (This setting does not control sharing described elsewhere in this Privacy Policy, such as when we share information with our service providers, or through partnerships other than as described in this Help Center article.) 3.2 With third parties and third-party integrations. With service providers. We may share your information with our service providers that perform functions and provide services on our behalf, including payment services providers who facilitate payments; service providers that host our various blogs and wikis; service providers that help us understand the use of our services; applicant tracking system providers to send and receive applicant and job data to potential employers; service providers supporting age assurance solutions; and those that provide fraud detection services.  With advertisers.  Advertising revenue enables us to provide our products and services. Advertisers may learn information from your engagement with their ads on or off X. For example, if you click on an external link or ad on our services, that advertiser or website operator might figure out that you came from X, along with other information associated with the ad you clicked, such as characteristics of the audience it was intended to reach and other X-generated identifiers for that ad. They may also collect other personal information from you, such as cookie identifiers, or your IP address. Third-party content and integrations. We share or disclose your information with your consent or at your direction, such as when you authorize a third-party web client or application to access your account or when you direct us to share your feedback with a business. Similarly, to improve your experience, we work with third-party partners to display their video content on X or to allow cross-platform sharing. When you watch or otherwise interact with content from our video or cross-platform sharing partners, they may receive and process your personal information as described in their privacy policies. For video content, you can adjust your autoplay settings if you prefer that content not to play automatically. Third-party collaborators. Depending on your settings , or if you decide to share your data, we may share or disclose your information with third parties. If you do not opt out, in some instances the recipients of the information may use it for their own independent purposes in addition to those stated in X’s Privacy Policy, including, for example, to train their artificial intelligence models, whether generative or otherwise.  Through our APIs. We use technology like APIs and embeds to make public X information available to websites, apps, and others for their use, for example, displaying posts on a news website or analyzing what people say on X. We generally make this content available in limited quantities for free and charge licensing fees for large-scale access. We have standard terms that govern how this information can be used, and a compliance program to enforce these terms. But these individuals and companies are not affiliated with X, and their offerings may not reflect updates you make on X. For more information about how we make public data on X available to the world, visit https://developer.x.com . 3.3 When required by law, to prevent harm, or in the public interest. We may preserve, use, share, or disclose your information if we believe that it is reasonably necessary to: comply with a law, regulation, legal process, or governmental request ; protect the safety of any person, protect the safety or integrity of our platform, including to help prevent spam, abuse, or malicious actors on our services; explain why we have removed content or accounts from our services (e.g., for a violation of  our Rules ); address fraud, security, or technical issues; or protect our rights or property, or the rights or property of those who use our services. We may also use different signals and your data to infer, preserve, use, share, or disclose your age and identity information in order to comply with regulatory requirements as well as for safety, security, fraud, know-your-customer, know-your-business, and identity verification, as the case may be. We may also share or disclose your age and identity information with our partners, service providers, and others for these purposes. 3.4 With our affiliates. We may share information amongst our affiliates to provide our products and services. 3.5 As a result of a change in ownership. We may share, sell, or transfer information about you in connection with a merger, acquisition, reorganization, sale of assets, or bankruptcy. This Privacy Policy will apply to your personal information that is shared with (before and after the close of any transaction) or transferred to the new entity.   4. How Long We Keep Information We keep different types of information for different periods of time, depending on how long we need to retain it in order to provide you with our products and services, to comply with our legal requirements and for safety and security reasons. For example: We keep your profile information, such as your display name, user name, password and email address for the duration of your account. We cannot provide you with our products and services without retaining this information. We keep your usage information, such as the content you post, your interactions with other users’ content and how you interact with others on the platform for the duration of your account or until such content is removed. We keep your payment information, including your credit or debit card number and billing address for the duration you use our paid products and services. Records of transactions will be kept for longer, in accordance with applicable law. If you communicate with us, such as through email, we will keep information about the communication and its content for up to 18 months, unless it is necessary for us to retain it for a longer period to comply with our legal obligations or to exercise or defend our legal rights. We generally collect device information, location information, inferred identity information and log information using cookies. We keep cookies and information collected using cookies for up to 13 months. You can learn more about how we use cookies and similar technologies here . We keep information about your views or interactions with ads on or off X, as well as how you interact with our content on third-party sites for up to 12 months.  We keep information shared by ad and business partners for up to 12 months. Where you violate our Rules and your account is suspended, we may keep the identifiers you used to create the account (such as your email address or phone number) indefinitely to prevent repeat policy offenders from creating new accounts. We may need to keep certain information longer than our policies specify in order to comply with legal requirements and for safety and security reasons. For example: To comply with a law, regulation, legal process, or governmental request. Including in order to adhere to a legally appropriate preservation request made by law enforcement. You can read more about law enforcement access here . In connection with legal claims, litigation, and regulatory matters. Including where it is reasonably necessary to retain information relating to your account in order to defend X against legal claims. To maintain the safety and security of our products and services. Including where it is necessary to store your information longer in order to investigate and fight abuse on our products and services. Remember public content can exist elsewhere even after it is removed from X. For example, search engines and other third parties may retain copies of your posts longer, based upon their own privacy policies, even after they are deleted or expire on X. You can read more about search visibility here .   5. Take Control 5.1 Access, correction, and portability. You can access, correct, or modify the information you provided to us by editing your profile and adjusting your account settings . You can learn more about the information we have collected or inferred about you in Your X Data and request access to additional information here . You can download a copy of your information, such as your posts, by following the instructions here . To protect your privacy and maintain security, we take steps to verify your identity before granting you access to your personal information or complying with a deletion, portability, or other related request. We may, in certain situations, reject your request for access, correction, or portability, for example, we may reject access where you are unable to verify your identity. 5.2 Deleting your information. If you follow the instructions here , your account will be deactivated and your data will be queued for deletion. When deactivated, your X account, including your display name, username, and public profile, will no longer be viewable on X.com, X for iOS, and X for Android. For up to 30 days after deactivation it is still possible to restore your X account if it was accidentally or wrongfully deactivated. 5.3 Objecting to, restricting, or withdrawing your consent. You can manage your privacy settings and other account features here . If you change your settings it may take some time for your choices to be fully reflected throughout our systems. You may also notice changes in your X experience or limitations in your ability to access certain features depending on the settings you’ve adjusted. You may also manage additional settings when interacting with certain content and features on different parts of the platform, such as whether a Space is recorded, or whether videos you upload are downloadable by others. 5.4 Authorized agent requests. To submit a request related to access, modification, or deletion of your information, or someone else’s information if you are their authorized agent, you may also contact us as specified in the How To Contact X section of our Privacy Policy below. We may require you to provide additional information for verification.   6. Your Rights And Ours We provide X to people all over the world and provide many of the same privacy tools and controls to all of our users regardless of where they live. However, your experience may be slightly different than users in other countries to ensure X respects local requirements. 6.1 We have specific legal bases to use your information. X has carefully considered the legal reasons it is permitted to collect, use, share and otherwise process your information. If you want to dig in to learn more and better understand the nuances, we’d encourage you to check out this additional information about data processing . And no, we don’t sell your personal information.  6.2 We move your data to make X work for you. Just as you use X to seamlessly participate in global conversations with people in countries all over the world, X must move information across borders and to different countries around the world to support the safe and reliable service you depend on. For example, if you live in Europe and are having a conversation with someone in the United States, information has to move between those countries to provide that experience – it’s what you expect from us. We also use data centers and cloud providers, and engage our affiliates and third-party partners and service providers located in many parts of the world to help us provide our services. Before we move data between countries we look at the risks that may be presented to the data and rely on standard contractual clauses (SCCs), where applicable, to ensure your data rights are protected. To request a copy of the SCCs, please contact us here . If data will be shared with a third party, we require them to maintain the same protections over your data that we provide directly. X is a participant in the EU-US Data Privacy Framework (DPF), the Swiss-US DPF and the UK Extension to the EU-US DPF. X complies with the DPF Principles for all its processing of personal data received from the European Union, Switzerland and the UK, in reliance on the EU-US DPF, Swiss-US DPF and UK Extension to the EU-US DPF, respectively. If you have an inquiry or complaint related to our participation in the DPF, please contact us here . As part of our participation in the DPF, if you have a dispute with us about our adherence to the DPF Principles, we will seek to resolve it through our internal complaint resolution process, alternatively through the US-based independent dispute resolution body JAMS , and under certain conditions, through the DPF Arbitration Process following the procedures and subject to the conditions described in Annex 1  to the DPF Principles. DPF participants are subject to the investigatory and enforcement powers of the US Federal Trade Commission and other authorized statutory bodies. Under certain circumstances, participants may be liable for the transfer of personal data from the EU, Switzerland and the UK to third parties outside the EU, Switzerland and the UK. Learn more about the EU-US DPF, the Swiss-US DPF and the UK Extension to the EU-US DPF  here .   7. X's Audience Our services are not directed to children, and you may not use our services if you are under the age of 13. You must also be old enough to consent to the processing of your personal data in your country (in some countries we may allow your parent or guardian to do so on your behalf ). We do not knowingly collect personal information from children under 13. If you become aware that your child has provided us with personal information without your consent, please contact us here . If we become aware that a child under 13 has provided us with personal information, we take steps to remove such information and terminate the child’s account. You can find additional resources for parents and teens here . Our services are not directed to children, and you may not use our services if you are under the age of 13. You must also be old enough to consent to the processing of your personal data in your country (in some countries we may allow your parent or guardian to do so on your behalf ). We do not knowingly collect personal information from children under 13. If you become aware that your child has provided us with personal information without your consent, please contact us here . If we become aware that a child under 13 has provided us with personal information, we take steps to remove such information and terminate the child’s account. You can find additional resources for parents and teens here .   8. Changes To This Privacy Policy The most current version of this Privacy Policy governs our processing of your personal data and we may revise this Privacy Policy from time to time as needed. If we do revise this Privacy Policy and make changes that are determined by us to be material, we will provide you notice and an opportunity to review the revised Privacy Policy before you continue to use X.   9. General The X Privacy Policy is written in English but is made available in multiple languages through translations. X strives to make the translations as accurate as possible to the original English version. However, in case of any discrepancies or inconsistencies, the English language version of the X Privacy Policy shall take precedence. You acknowledge that English shall be the language of reference for interpreting and constructing the terms of the X Privacy Policy.    10. How To Contact X We want to hear from you if you have thoughts or questions about this Privacy Policy. You can contact us via our Privacy Policy Inquiries page or by writing to us at the appropriate address below.  Information about our handling of California Consumer Privacy Act (CCPA) requests is available here . Information about our handling of “Consumer Health Data” and associated requests as defined under Washington State’s My Health My Data Act and other similar state laws is available here . For Oregon residents, more information about our handling of personal information described in this Privacy Policy and associated requests and appeals under Oregon’s Consumer Privacy Act (OCPA) is available here . If you live in the United States or any other country outside of the European Union, EFTA States, or the United Kingdom, the data controller responsible for your personal data is X Corp., with an address of: X Corp. Attn: Privacy Policy Inquiry 865 FM 1209, Building 2  Bastrop, TX 78602 If you live in the European Union, EFTA States, or the United Kingdom, the data controller responsible for your personal data is X Internet Unlimited Company, with an address of: X Internet Unlimited Company Attn: Data Protection Officer One Cumberland Place, Fenian Street Dublin 2, D02 AX07 IRELAND If you live in Switzerland, you can also contact our appointed representative at the following address: X Switzerland GmbH Attn: Data Protection Officer c/o Wasag Treuhand AG Normannenstrasse 8 Postfach 783 3018 Bern, SWITZERLAND If you wish to raise a concern about our data processing practices , you have the right to do so with your local supervisory authority or X Internet Unlimited Company’s lead supervisory authority, the Irish Data Protection Commission, using the contact details listed on their website. Effective: January 15, 2026 View previous policies Take control of your privacy Adjust your settings X Privacy Policy Effective until January 15, 2026   We have made some updates to our Privacy Policy. The updated Privacy Policy will go into effect on January 15, 2026. The current Privacy Policy is located below.   Before you scroll, read this It’s really hard to make everyone happy with a Privacy Policy. Most people who use X want something short and easy to understand. While we wish we could fit everything you need to know into a post, our regulators ask us to meet our legal obligations by describing them all in a lot of detail. With that in mind, we’ve written our Privacy Policy as simply as possible to empower you to make informed decisions when you use X by making sure you understand and have control over the information we collect, how it’s used, and when it’s shared.  So if you skip reading every word of the Privacy Policy, at least know this:   X is a public platform Learn what’s viewable & searchable We collect some data about you Learn what we collect & how Affiliate services may have their own policies Learn about affiliates We use your data to make X better Learn how we make your info work You can control your experience Learn how to update your settings If you have questions about how we use data, just ask Learn how to contact us Privacy Policy 1. Information We Collect 2. How We Use Information 3. Sharing Information 4. How Long We Keep Information 5. Take Control 6. Your Rights and Ours 7. X's Audience 8. Changes To This Privacy Policy 9. General 10. How To Contact X Privacy Policy  1. Information We Collect 2. How We Use Information 3. Sharing Information 4. How Long We Keep Information 5. Take Control 6. Your Rights and Ours 7. X's Audience 8. Changes To This Privacy Policy 9. General 10. How To Contact X   1. Information We Collect The information we collect when you use X falls into three categories. 1.1 Information you provide us. To use some of our products and services you need to have an account, and to create an account, you need to provide us certain information. Likewise, if you use our paid products and services, we cannot provide them to you without getting payment information. Basically, certain information is necessary if you want to use many of our products and services. Personal Accounts. If you create an account, you must provide us with some information so that we can provide our services to you. This includes a display name (for example, “Creators”); a username (for example, @XCreators); a password; an email address or phone number; a date of birth; your display language; and third-party single sign-in information (if you choose this sign-in method). You can also choose to share your location in your profile and posts, and to upload your address book to X to help find people you may know. Your profile information, which includes your display name and username, is always public, but you can use either your real name or a pseudonym. And remember, you can create multiple X accounts, for example, to express different parts of your identity, professional or otherwise.  Professional Accounts. If you create a professional account , you also need to provide us with a professional category, and may provide us with other information, including street address, contact email address, and contact phone number, all of which will always be public.  Payment Information. In order to purchase ads or other offerings provided as part of our paid products and services you will need to provide us payment information, including your credit or debit card number, card expiration date, CVV code, and billing address. Preferences.  When you set your preferences using your  settings , we collect that information so that we can respect your preferences. Biometric Information. Based on your consent, we may collect and use your biometric information for safety, security, and identification purposes. Job Applications / Recommendations.  We may collect and use your personal information (such as your biographical information, employment history, educational history, employment preferences, skills and abilities, and job search activity and engagement, in addition to the information we already collect as disclosed in the “Information we collect when you use X” section of our Privacy Policy below) to recommend potential jobs to you, to share with potential employers when you apply for a job, to enable connections for professional opportunities, and to show you more relevant advertising. 1.2 Information we collect when you use X. When you use our services, we collect information about how you use our products and services. We use that information to provide you with products and services, to help keep X more secure and respectful for everyone, and more relevant to you. Usage Information. We collect information about your activity on X, including: Posts and other content you post (including the date, application, and version of X) and information about your broadcast activity (e.g., Spaces), including broadcasts you’ve created and when you created them, your lists, bookmarks, and Communities you are a part of. Your interactions with other users’ content, such as reposts, likes, bookmarks, shares, downloads, replies, if other users mention or tag you in content or if you mention or tag them, and broadcasts you’ve participated in (including your viewing history, listening, commenting, speaking, and reacting). How you interact with others on the platform, such as people you follow and people who follow you, metadata related to  Encrypted Messages , and when you use  Direct Messages , including the contents of the messages, the recipients, and date and time of messages. If you communicate with us, such as through email, we will collect information about the communication and its content. We collect information on links you interact with across our services (including in our emails sent to you). Purchase and payments. To allow you to make a payment or send money using X features or services, including through an intermediary, we may receive information about your transaction such as when it was made, when a subscription is set to expire or auto-renew, and amounts paid or received. Device Information. We collect information from and about the devices you use to access X, including: Information about your connection, such as your IP address, browser type, and related information. Information about your device and its settings, such as device and advertising ID, operating system, carrier, language, memory, apps installed, and battery level. Your device address book, if you’ve chosen to share it with us. Location Information. When you use X, we collect some information about your approximate location to provide the service you expect, including showing you relevant ads. You can also choose to share your current precise location or places where you’ve previously used X by enabling these settings in your account. Inferred Identity. We may collect or receive information that we use to infer your identity as detailed below: When you sign into X on a browser or device, we will associate that browser or device with your account. Subject to your settings, we may also associate your account with browsers or devices other than those you use to sign into X (or associate your signed-out device or browser with other browsers or devices or X-generated identifiers). When you provide other information to X, including an email address or phone number, we associate that information with your X account. Subject to your settings, we may also use this information in order to infer other information about your identity, for example by associating your account with hashes of email addresses that share common components with the email address you have provided to X. When you access X and are not signed in, we may infer your identity based on the information we collect. Log Information. We may receive information when you view content on or otherwise interact with our products and services, even if you have not created an account or are signed out, such as: IP address and related information; browser type and language; operating system; the referring webpage; access times; pages visited; location; your mobile carrier; device information (including device and application IDs); search terms and IDs (including those not submitted as queries); ads shown to you on X; X-generated identifiers; and identifiers associated with cookies. We also receive log information when you click on, view, or interact with links on our services, including when you install another application through X. Advertisements. When you view or interact with ads we serve on or off X, we may collect information about those views or interactions (e.g., watching a video ad or preroll, clicking on an ad, interacting with reposts of or replies to an ad). Cookies and similar technologies. Like many websites, we use cookies and similar technologies to collect additional website usage data and to operate our services. Cookies are not required for many parts of our products and services such as searching and looking at public profiles. You can learn more about how we use cookies and similar technologies  here . Interactions with our content on third-party sites. When you view our content on third-party websites that integrate X content, such as embedded timelines or post buttons, we may receive log information that includes the web page you visited. 1.3 Information we receive from third parties. When you use other online products and services, they may share information about that usage with us. Ad Partners, Developers, Publishers.  Our ad and business partners share information with us such as browser cookie IDs, X-generated identifiers, mobile device IDs, hashed user information like email addresses, demographic or interest data, and content viewed or actions taken on a website or app. Some of our ad partners, particularly our advertisers, also enable us to collect similar information directly from their website or app by integrating our advertising technology. Information shared by ad partners and affiliates or collected by X from the websites and apps of ad partners and affiliates may be combined with the other information you share with X and that X receives, generates, or infers about you described elsewhere in this Privacy Policy. Other Third Parties, Account Connections, and Integrations.  We may receive information about you from third parties who are not our ad partners, such as other X users, developers, and partners who help us evaluate the safety and quality of content on our platform, our corporate affiliates , and other services you link to your X account. You may choose to connect your X account to your account on another service, and that other service may send us information about your account on that service.   2. How We Use Information Breaking down how we use the information we collect is not simple because of the way the systems that bring our services to you work. For example, the same piece of information may be used differently for different purposes to ultimately deliver a single service. We think it’s most useful to describe the five main ways we use information and if you have questions that are not answered, you can always contact us . Here we go: 2.1 Operate, improve, and personalize our services. We use the information we collect to provide and operate X products and services. We also use the information we collect to improve and personaliz
2026-01-13T08:47:51
https://replit.com/products/integrations
Integrations - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Integrations for all your needs Agent supports numerous integrations enabled automatically when your prompt creates certain keywords Get started free AI services OpenAI Powers AI features using GPT models for text generation, content creation, summarization, and intelligent assistants within your application. Anthropic Incorporates Claude models (claude-3-7-sonnet-latest) for natural language understanding, content generation, and conversational interfaces. xAI Incorporates advanced AI models to power intelligent features like content generation and personalized recommendations. Perplexity Integrates AI-powered search and answer generation, allowing users to ask questions and receive comprehensive, citation-backed responses. Authentication, security, and payment Replit Auth Replit Auth allows users to sign into your app using their Replit Account credentials. This integrates natively with Replit and is the fastest and simplest way to add Auth to your Replit apps. Firebase Auth Provides authentication supporting email/password login, social media authentication, and secure user management with ready-made UI components. Google OAuth Enables quick and secure single sign-on using Google accounts. Stripe Handles secure payment processing, subscriptions, invoicing, and complex billing scenarios with comprehensive transaction reporting. PayPal Support for a PayPal checkout button for adding quick and easy payments. Communication, notifications, & messaging Sendgrid Sends transactional emails, marketing campaigns, and automated notifications to users. Slack Enables real-time notifications and alerts from your app directly to team channels for instant communication. Twilio Enables SMS notifications, verification codes, alerts, and two-factor authentication through text messaging. Telegram Sends notifications and messages to users through Telegram’s messaging platform. Data storage & management Database Provides a robust, scalable relational database built into Agent for storing structured data with support for queries, transactions, and data relationships. Airtable Connects your app to Airtable for organizing and displaying structured content. Analytics & tracking Google Analytics Integrates Google Analytics to monitor page views, and other metrics. Workspace integrations Google Calendar Allows users to view, create, and manage events and schedules directly from your app. Google Drive Provides access to cloud storage for files with options to upload and download documents within your app. Google Sheets Integrates spreadsheet functionality for data tracking, calculations, and visualizations. Dropbox Enables file storage, sharing, and syncing capabilities within your application. What are you waiting for? Get Started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://www.topthreeus.com/tom-morello-accuses-dhs-nazi-era-slogan-press-conference-backlash/
Tom Morello Slams DHS Over Slogan Dispute as Officials Push Back on ‘Nazi’ Claim Facebook Instagram Twitter WhatsApp Sign in Home Entertainment News Music TV Movies Celebrity Sign in Welcome! Log into your account your username your password Forgot your password? Privacy Policy Password recovery Recover your password your email Search Sign in Welcome! Log into your account your username your password Forgot your password? Get help Privacy Policy Password recovery Recover your password your email A password will be e-mailed to you. Topthreeus.com Home Entertainment News Music TV Movies Celebrity Home Entertainment News Music Tom Morello Slams DHS Over Slogan Dispute as Officials Push Back on... Entertainment News Music Tom Morello Slams DHS Over Slogan Dispute as Officials Push Back on ‘Nazi’ Claim By V.K. Paswan - January 12, 2026 21 Facebook Twitter WhatsApp ReddIt Tom Morello ignites a new political firestorm after calling a DHS slogan “Nazi-linked,” prompting a sharp response from officials. PHOTO CREDIT: Instagram/@tommorello Tom Morello is once again at the center of a political debate—this time over a phrase used at a Department of Homeland Security press conference that he says carries a dark historical echo. The Rage Against the Machine guitarist shared an Instagram post on Jan. 12 criticizing what he described as a “verbatim Nazi mass murder slogan” displayed on a podium behind DHS Secretary Kristi Noem during a recent news conference. The phrase, “One of ours, all of yours,” was visible as Noem addressed reporters. Morello alleged the words originated in Nazi Germany, claiming they were used after the killing of an SS officer and preceded the execution of male villagers in retaliation. “If there are any MAGA left after THIS, you have made an irrevocable choice,” he wrote, framing the issue as a moral turning point for Trump supporters. The musician’s post also included a photo from one of his performances, showing a profane anti-Trump message taped to his guitar, alongside a quote from Ernest Hemingway’s For Whom the Bell Tolls about the hidden rise of fascism. View this post on Instagram A post shared by Tom Morello (@tommorello) The combination underscored Morello’s long-running opposition to the former president and to U.S. immigration enforcement agencies. DHS quickly pushed back. In a statement to Billboard , the department dismissed the accusation, saying, “Calling everything you dislike ‘Nazi propaganda’ is tiresome.” The agency added that it would “continue to use all tools to communicate with the American people” while promoting its public safety mission. The White House was also contacted for comment. Historians have not publicly confirmed the exact origins of the slogan. The SS, the Nazi organization Morello referenced, played a central role in the Holocaust and the operation of concentration camps, according to the U.S. Holocaust Memorial Museum. The museum has been asked to clarify whether the phrase has documented ties to Nazi-era reprisals. The press conference took place on Jan. 8, following the fatal shooting of 37-year-old Renee Nicole Good, an unarmed U.S. citizen, by an ICE officer during an immigration operation in Minneapolis. The incident has fueled nationwide protests, while DHS and Donald Trump have said the officer acted in self-defense. Morello has been outspoken on immigration issues for years. Though Rage Against the Machine disbanded in 2024, his activism continues—proof that even without the band, his voice remains loud, political, and deeply polarizing. TAGS Donald Trump ICE Music News Tom Morello Previous article Golden Globes 2026 Was a Night of Big Wins, Bold Jokes and Bigger Statements — Here’s What Everyone’s Talking About Next article Brittany Snow Promises Shocks, Seduction and a ‘Wild’ Death in ‘The Hunting Wives’ Season 2 V.K. Paswan RELATED ARTICLES MORE FROM AUTHOR Golden Globes 2026 Was a Night of Big Wins, Bold Jokes and Bigger Statements — Here’s What Everyone’s Talking About Dave Matthews Breaks His Silence After Minnesota ICE Shooting, Calling It a ‘Dark and Dangerous Moment’ Zara Larsson Speaks Out After Partner Barred From U.S.: “This Is What Immigration Laws Do to Families” LEAVE A REPLY Cancel reply Log in to leave a comment Recent Posts Search Expands for Timothy Busfield as U.S. Marshals Join Hunt Following... January 12, 2026 Megyn Kelly Takes Aim at Amy Poehler’s Golden Globes Podcast Win,... January 12, 2026 Brittany Snow Promises Shocks, Seduction and a ‘Wild’ Death in ‘The... January 12, 2026 Golden Globes 2026 Was a Night of Big Wins, Bold Jokes... January 12, 2026 Golden Globes Tip Their Hat to Rob Reiner With a ‘Spinal... January 12, 2026 Wagner Moura’s Golden Globes Win Is a Huge Moment for Brazil... January 11, 2026 Jessie Buckley’s Golden Globe Win for “Hamnet” Comes With an Unforgettable... January 11, 2026 Get the Latest News on Music, Movies, TV, Celebrity Gossip and Lifestyle here. From Entertainment Shows to your Favorite Stars, stay tuned for all the News! Facebook Instagram Twitter WhatsApp About Us Contact Us Privacy Policy Disclaimer Terms and Conditions © Topthreeus.com, All Rights Reserved.
2026-01-13T08:47:51
https://claude.com/claude-in-excel
Claude in Excel | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Claude in Excel Claude in Excel Explore here Ask questions about this page Copy as markdown Claude in Excel Claude understands your entire workbook—from nested formulas to multiple tab dependencies. Get explanations with cell-level citations, and update assumptions while preserving formulas. Now in beta as a research preview. Install now Install now Install now How teams use Claude in Excel Claude listens carefully, follows instructions precisely, 
and thinks through complex problems. Use Control+Option+C on Mac and Control+Alt+C on Windows to open Claude in Excel. Get answers about any cell in seconds Navigate complex models instantly. Ask Claude about specific formulas, entire worksheets, or calculation flows across tabs. Every explanation includes cell-level citations so you can verify the logic. Test scenarios without breaking formulas Update assumptions across your entire model while preserving all dependencies. Test different scenarios quickly—Claude highlights every change with explanations for full transparency. Debug and fix errors Trace #REF!, #VALUE!, and circular reference errors to their source in seconds. Claude explains what went wrong and how to fix it without disrupting the rest of your model. Build models or fill existing templates Create draft financial models from scratch based on your requirements. Or populate existing templates with fresh data while maintaining all formulas and structure. The Claude you trust, right in Excel Transparency and visibility See Claude’s changes in real time with explanations Formula integrity Maintain Excel model structure and formatting Enterprise security Works within your existing compliance framework How can Claude help? Increase revenue growth by 2% and show the impact on terminal value. Copy prompt Copy prompt Copy prompt How can Claude help? What assumptions drive the revenue forecast in Q3? Copy prompt Copy prompt Copy prompt How can Claude help? Why is the NPV calculation returning #VALUE! in cell G145? Copy prompt Copy prompt Copy prompt Prev Prev Next Next Prev Prev Next Next FAQ Where is this available? Claude in Excel is available in beta for Claude Max, Team, and Enterprise plan customers. What are the security risks I should know about? Claude in Excel works within your existing security framework. Claude can make mistakes, so you should always review changes before finalizing, especially for client-facing deliverables. Does Claude understand financial modeling conventions? Yes, Claude is trained to recognize common financial modeling patterns, formula structures, and industry-standard calculations. However, always verify outputs match your specific methodologies. What file formats are supported? Currently .xlsx and .xlsm files are supported. File size limits apply based on your Claude plan. Prev Prev Next Next Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Write video scripts this is a test Anthropic Anthropic © [year] Anthropic PBC Products Claude Claude Claude Claude Code Claude Code Claude Code Max plan Max plan Max plan Team plan Team plan Team plan Enterprise plan Enterprise plan Enterprise plan Download app Download app Download app Pricing Pricing Pricing Log in Log in Log in Features Claude in Chrome Claude in Chrome Claude in Chrome Claude in Slack Claude in Slack Claude in Slack Claude in Excel Claude in Excel Claude in Excel Skills Skills Skills Models Opus Opus Opus Sonnet Sonnet Sonnet Haiku Haiku Haiku Solutions AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Customer support Customer support Customer support Education Education Education Financial services Financial services Financial services Government Government Government Healthcare Healthcare Healthcare Life sciences Life sciences Life sciences Nonprofits Nonprofits Nonprofits Claude Developer Platform Overview Overview Overview Developer docs Developer docs Developer docs Pricing Pricing Pricing Regional Compliance Regional Compliance Regional Compliance Amazon Bedrock Amazon Bedrock Amazon Bedrock Google Cloud’s Vertex AI Google Cloud’s Vertex AI Google Cloud’s Vertex AI Console login Console login Console login Learn Blog Blog Blog Claude partner network Claude partner network Claude partner network Courses Courses Courses Connectors Connectors Connectors Customer stories Customer stories Customer stories Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Events Events Events Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Startups program Startups program Startups program Tutorials Tutorials Tutorials Use cases Use cases Use cases Company Anthropic Anthropic Anthropic Careers Careers Careers Economic Futures Economic Futures Economic Futures Research Research Research News News News Responsible Scaling Policy Responsible Scaling Policy Responsible Scaling Policy Security and compliance Security and compliance Security and compliance Transparency Transparency Transparency Help and security Availability Availability Availability Status Status Status Support center Support center Support center Terms and policies Privacy choices Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. 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2026-01-13T08:47:51
https://pcmasterrace.org/rules
Rules | Follow Community Guidelines — PC MASTER RACE 0 Skip to Content Home News Why PC Builds Merch Our Team F@H About Open Menu Close Menu Open Menu Close Menu Home News Why PC Builds Merch Our Team F@H About Home News Why PC Builds Merch Our Team F@H About General Information Everybody is welcome here, even those that have yet to ascend to the Master Race. Ascending can be seen in two ways. Owning a PC for the first time or choosing the PC as your main preference in gaming and otherwise. Even if you didn't ascend in any of these two ways you are welcome to ask for help, tips, or share information about PCs. This is not a satirical or circlejerk subreddit nor did it start as one . This is a normal subreddit with tongue-in-cheek and satirical humor elements . We have ALWAYS been a community of people who love PCs. No, owning a console does not necessarily make you a "peasant" . You don't necessarily need a PC to be a member of the PCMR. You just have to recognize that PC is objectively superior to consoles as explained here . It's not about the hardware in your rig, but the software in your heart! If needed, you can Message the Mods . Do not assume you won't be banned at the first instance of rule violations. We don't hand out temp bans often, and any breaking of the rules can result in a ban, depending on how severe we judge it to be. Do NOT Repost deleted/removed information. It doesn't matter what the content was. If it was deleted/removed, it's for a reason. Contact the moderators instead of reposting. This can and will probably get you banned. If you were banned, reply to the ban message for a possible ban appeal or other information. PCMR Etiquette fully applies to any interactions in our community. Read it too. Rules: Rule #1 Harassment or witch-hunting is strictly forbidden. We will not tolerate any incitement to action against anyone, nor will we allow the posting of information that can be used to harm others (people or entities, celebrities or not). You can disagree with someone. Don't dox them, don't harass them, don't follow them around to other subs or other services. Don't ask others here to do it. If you are claiming anything that is serious and can be used against anyone, you must provide decent proof and make an effort to remain active enough to reply to legitimate doubts that other users may have about this issue, otherwise your thread may be removed until you do so. Rule #2 We will not allow brigading, asking for upvotes/downvotes, enabling piracy, flamebaiting, clickbaiting, intentional rudeness, text spamming, using all caps or emojis/smileys/emoticons in titles, or overusing them in comments, using ALL CAPS in post titles, editorializing, sensationalizing or concern trolling in general. Do not use other platforms (IMs, tweets, posts, etc.) to direct people to vote on particular posts; Do not comply when others ask you to do so. Do not use PCMR for meta-reddit or meta-subreddit drama or complaints about this or other communities’ members or moderators, including acts of moderation (post removals, etc). Avoid complaining about cross-posting, reposts (that aren’t blatant or recent), number of votes or comments, or posts that you might not like. Regarding piracy and copyright infringement, while you're allowed to discuss these topics, you are not permitted to enable piracy or copyright infringement by any means, including links or instructions. Before you post about your project, we ask that you are also a somewhat frequent member of the PCMR community, by organically participating here with other posts, comments, interacting and helping other users, much more frequently than you are posting self-promotions. A ratio of 9:1 is a good general rule of this. For every self-promo the person posting does, 9 of your other participations (comments, posts) should be organic participations as a general valued member of the PCMR who is commenting on other posts, helping users, sharing fun stories about their passion for PC, etc. Examples: Brigading: "Hey, this subreddit said they don't like us! Go teach them a lesson." Vote Manipulation: "Upvote for visibility" or "Don't upvote, please". Flamebaiting: "I have a $3000 dollar i7 gaming machine and I think you're all dumb. Come at me, bro." Clickbaiting: "10 reasons consoles are better than PCs. You won't believe number 6!" Piracy enabling : “You can use site X to trick your Windows into thinking it’s legit”. PCMR Etiquette fully applies to rule 2, as well as the rest of the PCMR rules. Make sure you follow it. Rule #3 Don't link to threads in other subreddits. This includes archived links and links intending to unhite deleted or removed comments. Do not attempt to circumvent this rule by any means. A few subreddits are considered "protected", and for those we don't even allow linking to the subreddit itself. You can read more about it here . Example: Any link that has a different subreddit followed by comments. /r/todayilearned is OK. /r/todayilearned/comments is not OK. Rule #4 Screenshots of Reddit, Facebook, Youtube, Steam, and other site's comments should have the usernames and identifying info blacked out (including yours). Celebrities and famous entities are the exception, as long as you respect rule #1. Do NOT Post someone's personal information, or post links to personal information. This includes links to public Facebook pages and screenshots of Facebook pages with the names still legible. On pages such as Facebook, where personal information is often displayed, please mask the personal information and personal photographs using a blur function, erase function, or simply block it out with color. When personal information is relevant to the post (i.e. comment wars) please use color blocking for the personal information to indicate whose comment is whose. If you see a user posting personal info with malicious intent, please contact the admins and send us a message as well. Rule #5 Do not use affiliate/referral links or codes, and do not use link shorteners. The most common source of breaking this rule are Amazon links. There are two Amazon link formats that are acceptable: Example 1 : https://www.amazon.com/ITEM-TITLE-OR-DESCRIPTION/dp/B00XXXXXXX/ Example 2 : https://www.amazon.com/dp/B00XXXXXXX/ Posts or comments with anything in the URL, beyond the /dp/B00XXXXXXX/ will be removed. Rule #6 The following will be removed at moderator discretion: 6.1: Content that is unrelated, especially unoriginal and/or low quality and/or low-effort (including, but not limited to: Posts with nonsensical or bad/very low effort titles, AI slop, general spam, content that isn’t in english, simple website/software bugs, steam/product reviews, comedic product/system specs, steam gift messages, screenshots of conversations, internet speed test results, direct links to other social media platforms (consider posting a screenshot, then, if you'd like, commenting with a link inside the thread instead) negligible price reductions, items that aren't PC related, even if they are named similarly or resemble it, online petitions and surveys that aren't academic in nature and have been pre-approved by the mod team). 6.2 Pictures of purchase or shipping related notifications and information. 6.3 Blatant reposts/fad-chasing. 6.4 Reaction images/gifs (unless very high-effort/especially original). 6.5 Concern trolling . 6.6: Feigning idiocy when posting or commenting, or linking to such content. About Rule 6.1: This is a subjective (although objectively based), moderator dependent curation. Simple website/software bugs includes blue screens/bugs in public places. If you want to post links to social media as posts, you're usually better of creating a text post (or link post with a screenshot) and with your own description of the subject as title. You can link the source inside as a comment if it's necessary. About Rule 6.2: We understand you're excitement, but a screenshot of an email saying "your delivery in on their way" or "thank you for your purchase" aren't good content. Try creating a text post and talking about it, then, if you'd like, link it inside as part of a larger story about your purchase. About Rule 6.3: When a certain, repetitive kind of thread/post/joke is posted over and over again, we consider it a fad. At that point, our quality threshold is tighter, meaning posts need to be slightly better to not be removed. The more repetitive a fad is, the higher this threshold. Also, Similar content posted by multiple users, even unintentionally, may be removed. Example of reposts/fad-chasing: A picture or screenshot of your machine being force-updated to Windows 10, or referring to your RAM as 'good memories'. Any kind of post that begins to be posted very frequently will eventually become a fad. The more frequent, the higher the quality threshold it needs to pass for it not to be removed, and most, if not all of them will be removed. What is concern trolling?: https://en.wiktionary.org/wiki/concern_troll - Pretending to be concerned to create division is an old and usually very malicious way to derail communities. You are not welcome to do that here. Rule #7 Age, nationality, race, gender, ability, sexuality, religion, political affiliation and economic status are all irrelevant here. All are welcome in the PC Master Race. Also, linking the PC Master Race with racial supremacy or any kind of fascist ideologies, or making analogies, jokes or references in this regard, is not acceptable in the slightest. Our community is welcoming and we do not allow people to shame others for their PC specs, or any of personal characteristis (or any other) mentioned above. PCMR is about the love for PCs. We're a community of PC enthusiasts and anyone who loves PCs and respects the rules is welcome. Also, trying to link the community to the idiologies mentioned in the second part of the rule above, or coming to our community to promote any such thing, even if in jest, will get you immediately banned. Rule #8 No begging. No soft begging . No Implicit or explicit trading. No buying. No Selling. No asking for valuation. No asking how or where to do these either. Don't beg for stuff. Don't imply someone should give you a thing. Trade or sell your stuff in the relevant subreddits that have the processes required to make sure that's as safe as possible. Example: "Where can I sell my GPU?" Example : "How much is my PC worth?" Example : "Gonna sell my 4070 for very cheap and buying a 5090!" This can be seen as an invitation for people to DM you to offer to buy it. To prevent selling or advertising, there will be no links to eBay, Craigslist, or similar sites. Rule #9 Message the mods first, and wait for permission if your post/comment is NSFW. Do not mark your post as NSFW or as Spoiler unless it actually is NSFW (which you can post only after permission from the mods) or a Spoiler. Do not spoil content on purpose, and use spoiler tags if you need to discuss spoilers. Example for misflairing as NSFW: A dust filled radiator is safe for work, even if it makes you cringe at the sight. So is a destroyed PC part. Do not flair these as NSFW. Rule #10 Screenshots of "peasantry," including but not limited to conversations on Reddit, other websites or sms/chat screenshots where ignorance is being spewed and/or ridiculed, must be text posts and and must follow the rule 4 username censoring. There are ignorant people everywhere, and plenty of this content can be faked. We'd rather you didn't post it, but if there's a good reason for it, it must be in a text post. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Giveaway Rules General The Master Race is generous. Giveaways are a somewhat common occurrence but some rules and guidelines must be followed. First and foremost, giveaways are a form of promotion, so people or groups posting them must conform to all other anti-spam rules. This means that, just like in Rule #2, before you post about your project or give away products that you yourself make/sell/produce, we ask that you are also a somewhat frequent member of the PCMR community, by organically participating here with other posts, comments, interacting and helping other users, much more frequently than you are posting self-promotions. A ratio of 9:1 is a good general rule of this. For every self-promo the person posting does, 9 of your other participations (comments, posts) should be organic participations as a general valued member of the PCMR who is commenting on other posts, helping users, sharing fun stories about their passion for PC, etc. For the vast majority of giveaways, they should be within the bounds of our subreddit and for subreddit members. There are exceptions to this, in the later sections called “outside giveaway guidelines”. Feel free to give prizes as you see fit, but avoid mandating subscriptions or other benefits. You can post about your channel or project, but don't make it a requirement to visit, comment or subscribe to an external place to enter a giveaway or to increase the likelihood of winning. The exceptions to this are in the outside giveaway guidelines at the end of this page. No cross-promotion Even if you do a giveaway, you can not directly promote a specific giveaway happening elsewhere without prior mod approval. Under special circumstances, we allow giveaways to require or suggest users to visit a page outside the subreddit to enter them or improve their chances, but that must conform to our outside giveaway guidelines at the end of this page. Suggestion on keys Please avoid posting keys in plain text or on images . Consider PMs as a safer way to hand out keys. Bots, people who we've banned for attempting fraudulent giveaways, and other unappreciative people can take keys in plain text. Physical Items Individual users giving away physical items must provide photo proof of ownership (including their username and date) in the giveaway thread. Shipping fees must be entirely financed by the user doing the giveaway (limiting the winner's location is allowed). Example: This is proper verification. Conditional No conditional (I will only giveaway if) giveaways. If you start it, someone must win it. You cannot delete your giveaway once you post it. Example: "I will give away Bad Rats if this post reaches /r/all !" Length Giveaways shouldn't last an absurd amount of time, nor should they be absurdly difficult to enter or win. Example: Your giveaway should not last more than a couple days, unless the prize pool is quite good, nor should someone need to hold a PhD in Theoretical Astrophysics to solve whatever challenges are needed to enter it. Winners being chosen based on how many upvotes they get Do not choose your giveaway winners based on the number of upvotes they get. That is a recipe for vote manipulation and brigading. Charity Giveaways to benefit registered charities must be verified by moderators. In very special circumstances moderators can approve other avenues of crowdfunding. Maximum number of entries Only one entry per user to any giveaway unless otherwise stated by the giveaway poster. Unless the OP says otherwise, you can only enter a giveaway once. Using multiple accounts to manipulate this can be grounds for a permaban. Outside giveaway guidelines We allow giveaways to require or suggest that users to visit a page outside the subreddit and do other actions, but that must conform to our outside giveaway guidelines: Outside giveaways must always be pre-approved by the mod team. Outside giveaways (and any other) must still conform to the no-spam rules and the 9:1 ratio guidance mentioned in the general giveaway rules at the beginning of this section must be taken into consideration. We allow self-promos but we ask that you use the community for a lot more than just that. Comment, interact, help others. User or group must have an established history with the subreddit, including several giveaways held on the subreddit as well as some interactions with the sub, or be a person or group that is very relevant to PC technology and/or PC Gaming communities or the PCMR community. User or group must be verified and preemptively approved by PCMR mods. Charities must be officially registered as such. Giveaway may utilize a giveaway host for ease of selection. If it includes actions on social media, please include an action to at least one of the PCMR social networks if that’s the case. In most cases, there must be a process in order that ensures that the winner must have entered through a subreddit action (usually a comment in a PCMR subreddit thread). Exceptions are possible but need mod approval. If subreddit users are entering through a comment on the subreddit, we do not allow pooled entries for the same prize. Example: to win this GPU you can enter by commenting here or by commenting on Facebook/entering on Gleam, and all these entries will be joined into a prize pool for the same award. However, subreddit comments can enter for exclusive prizes, or there can be promotion of external giveaways without requiring subreddit actions, so as long as the other outside giveaway rules are followed (pre-approval, etc). Winner should be announced on the subreddit in some fashion, either in its own post or by editing the original one, or both. Giveaways may be promoted elsewhere, but valid entries should preferably be through the subreddit. Exceptions are allowed, but need mod approval. Outside giveaways are seen as a less common event that happens occasionally. Potentially vast amount of entries, ease in making such selection, degree of generosity towards the users of PCMR and special charity needs are some of the factors to be judged when allowing them. PCMR ETIQUETTE PCMR etiquette is a vast expression of values to be followed in our community. It is as important as the rules in this page. Make sure to read it. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Jul 8, 2025 GEFORCE Summer of RTX Jul 8, 2025 50 days and just as many awards to win: GPUs, steam codes and goodies! Jul 8, 2025 Jun 13, 2025 MSI x PCMR DADS&GRADS GIVEAWAY - WIN A FULL PATH OF EXILE PC BUILD Jun 13, 2025 Jun 13, 2025 Jun 3, 2025 HAVN has some pretty cool cases at Computex 2025 Jun 3, 2025 Jun 3, 2025 May 30, 2025 Worldwide Giveaway time! - MSI Build for Glory. We've teamed up to give awesome bundles of MSI hardware and goodies to several lucky winners! May 30, 2025 May 30, 2025 May 15, 2025 DOOM: The Dark Age is out! Join the event and win game keys, A custom doom RTX 5080 AND MORE! (EVENT OVER) May 15, 2025 May 15, 2025 Apr 16, 2025 PCMR FAQ: Case components Apr 16, 2025 Where should you place your case fans? How about the AIO tube position, does it matter at all? Apr 16, 2025 Apr 13, 2025 RGB Guide Apr 13, 2025 With more and more stuff coming with RGB lighting, it can be hard to figure out what might or might not work Apr 13, 2025 Apr 13, 2025 RGB - The Final Frontier Apr 13, 2025 It doesn't matter if you like it or hate it, RGB is here and kind of everywhere. Here are the most popular ways to capitalize on the trend. Apr 13, 2025 Apr 13, 2025 Key resellers and what they mean for you Apr 13, 2025 Buying your game keys from unreputable sellers can be dangerous. Apr 13, 2025 Apr 13, 2025 Tempered glass in PC Cases and why it breaks - FAQ Apr 13, 2025 Tempered glass is a strong and safe option that allows you to see and protect your beautiful PC, but the nature of its strength is also its weakness. Apr 13, 2025 Mar 31, 2025 MSI X PCMR GIVEAWAY - THE VANGUARD HAS ARRIVED Mar 31, 2025 16k worth of MSI hardware and extra prizes. Mar 31, 2025 Jan 26, 2025 RTX 5090 Benchmarks Jan 26, 2025 The new #1 with a price that knows it. Jan 26, 2025 Jan 20, 2025 RTX 5090 UNBOXING Jan 20, 2025 Jan 20, 2025 Dec 24, 2024 IN MEMORIAM - GORDON MAH UNG Dec 24, 2024 Dec 24, 2024 Oct 11, 2024 The Lian Li O11 VISION COMPACT is here! PCMR case collab V2! Oct 11, 2024 Oct 11, 2024 Jul 5, 2024 G.Skill @ Computex 2024 Jul 5, 2024 Jul 5, 2024 Jun 29, 2024 MSI @ COMPUTEX 2024 Jun 29, 2024 Jun 29, 2024 Oct 26, 2022 PCMR FAQ: 12VHPWR AND ITS ISSUES Oct 26, 2022 Oct 26, 2022 Sep 11, 2022 #Projectbeyond Sep 11, 2022 Sep 11, 2022 Aug 22, 2022 ASUS/ROG X670E GAMESCOM22 LAUNCH EVENT Aug 22, 2022 Aug 22, 2022 May your framerates be high, and your temperatures low
2026-01-13T08:47:51
https://world.hey.com/dhh/we-stand-to-save-7m-over-five-years-from-our-cloud-exit-53996caa
We stand to save $7m over five years from our cloud exit David Heinemeier Hansson February 21, 2023 We stand to save $7m over five years from our cloud exit Since declaring our intention to leave the cloud in October, we've been busy at work making it so. After a brief detour down a blind alley with an enterprise Kubernetes provider , we found our stride building our own tools, and successfully moved the first small application out of the cloud a few weeks ago. Now our sights are set on a total cloud exit by the end of the Summer, and by our preliminary calculations, we stand to save about $7m in server expenses over five years from doing so. Without changing the size of our ops team. The rough math goes like this: We spent $3.2m on cloud in 2022 . Just under a million of that was on storing 8 petabytes of files in S3, fully replicated across several regions. So that leaves ~$2.3m on everything else: app servers, cache servers, database servers, search servers, the works. That's the part of the budget we intend to bring to zero in 2023. Then we'll worry about exiting the 8PB from S3 in 2024. After much deliberation, many benchmarks, and much aweing at the speed of AMD's new Zen4 chips combined with Gen 4 NVMe drives, we're almost ready to place our monster order with Dell. Somewhere in the region of $600,000. We're still fine-tuning exactly what configurations we need, but whether we end up ordering 8 machines running dual 64-core CPUs (for a total of 256 vCPUs per box!) in each data center or 14 machines running single-socket CPUs at a higher clock frequency doesn't really matter to the overall math. We need to add about 2,000 vCPU per data center, and we run in two data centers, so 4,000 vCPUs for performance and redundancy. All rough numbers. Spending $600,000 on a bunch of hardware might sound like a lot in the age of cloud. But if you amortize that over a conservative five years, it's just $120,000 per year! And we have lots of boxes still running at seven years. But that's of course just the boxes. They also have to be connected to power and bandwidth. We currently spend about $60,000/month on eight dedicated racks between our two data centers through Deft . We purposely over-provisioned our space, so we can actually fit all of these many new servers in the existing racks without needing more space or power. Thus the spend remains around $720,000/year. That's a total of $840,000/year for everything. Bandwidth,  power, and boxes on an amortization schedule of five years. Compared to $2.3m in the cloud. And we'll have much faster hardware, many more cores, incredibly cheaper NVMe storage, and room to expand at a very low cost (as long as we can still fit in four racks per DC).  In round numbers, let's call it saving a million and a half dollars per year. Put aside half a million to unforeseen expenses over the period, and that's still SEVEN MILLION DOLLARS SAVED OVER FIVE YEARS!! Any mid-sized SaaS business and above with stable work loads that does not benchmark their rental bill for servers in the cloud against buying their own boxes is committing financial malpractice at this point. I suggest you call Dell, then call Deft. Get some real world numbers. Make up your own mind. We'll continue to share our lessons, our tooling, and our math as we complete the cloud exit (sans S3) in 2023. About David Heinemeier Hansson Made Basecamp and HEY for the underdogs as co-owner and CTO of 37signals . Created Ruby on Rails . Wrote REWORK , It Doesn't Have to Be Crazy at Work , and REMOTE . Won at Le Mans as a racing driver . Invested in Danish startups . Subscribe to get future posts via email (or grab the RSS feed ) Subscribe Sent to the world with HEY
2026-01-13T08:47:51
https://bsky.app/profile/diannarussini.bsky.social/post/3mc6my5rm5c25
@diannarussini.bsky.social on Bluesky JavaScript Required This is a heavily interactive web application, and JavaScript is required. Simple HTML interfaces are possible, but that is not what this is. Learn more about Bluesky at bsky.social and atproto.com . Post Dianna Russini diannarussini.bsky.social did:plc:bpamlmifux6wf7ryoykzlraf The 49ers say TE George Kittle officially tore his Achilles. 2026-01-11T23:01:18.130Z
2026-01-13T08:47:51
https://www.reddit.com/r/compsci?feedViewType=compactView
Reddit - The heart of the internet Skip to main content Open menu Open navigation Go to Reddit Home r/compsci Get App Get the Reddit app Log In Log in to Reddit Expand user menu Open settings menu :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> r/compsci members online Create Post Feed About Best Open sort options Best Hot New Top Rising Change post view Card Compact Community highlights PSA: This is not r/Programming. Quick Clarification on the guidelines :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/iSaithh votes • comments [D] Why Causality Matters for Production ML: Moving Beyond Correlation u/KelynPaul • [D] Why Causality Matters for Production ML: Moving Beyond Correlation [D] Why Causality Matters for Production ML: Moving Beyond Correlation r/MachineLearning • [D] Why Causality Matters for Production ML: Moving Beyond Correlation After 8 years building production ML systems (in data quality, entity resolution, diagnostics), I keep running into the same problem: Models with great offline metrics fail in production because they learn correlations, not causal mechanisms. I just started a 5-part series on building causal ML systems on the NeoForge Labs research blog. Part 1 covers: Why correlation fails - The ice cream/drowning example, but with real production failures Pearl's Ladder of Causation - Association, Intervention, Counterfactuals Practical implications - When does this actually matter? Case study - Plant disease diagnosis (correlation vs. causal approach) Key insight: Your model can predict disease with 90% accuracy but still give recommendations that make things worse. Because prediction ≠ intervention. The series builds up to implementing a full causal inference system using DoWhy, with counterfactual reasoning and intervention optimization. Link (free to read): https://blog.neoforgelabs.tech/why-causality-matters-for-ai ( Also available on Medium for members ) Next parts: - Part 2 (Wed): Building Causal DAGs - Part 3 (Fri): Counterfactual Reasoning - Parts 4-5 (next week): Interventions + Distributed Systems Would love to hear your thoughts, especially if you've dealt with distribution shift, confounding, or intervention prediction in production. Questions I'm exploring: - When is causal inference overkill vs. essential? - What's the practical overhead of DAG construction? - How do you validate causal assumptions? Happy to discuss in the comments! upvotes · comments A fully auditable, typed, Kleene-effective learning loop under a finite semantics lock milanrosko :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/Doctor-Ugs • A fully auditable, typed, Kleene-effective learning loop under a finite semantics lock GitHub - HN4 (Hydra-Nexus 4) storage allocator :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/Afraid-Technician-74 • GitHub - HN4 (Hydra-Nexus 4) storage allocator GitHub - hn4-dev/hn4 r/osdev • GitHub - hn4-dev/hn4 comments The weighted sum :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/oatmealcraving • The weighted sum The weighted sum r/chessprogramming • The weighted sum The weighted sum is taught very badly in the neural network books I think. I did this write up a long time ago, and even there I guess I missed some things: https://archive.org/details/the-weighted-sum upvote · comments TIL about "human computers", people who did math calculations manually for aerospace/military projects. One example is NASA's Katherine Johnson - she was so crucial to early space flights that astronaut John Glenn refused to fly until she personally verified calculations made by early computers. ooma u/MaxGoodwinning • TIL about "human computers", people who did math calculations manually for aerospace/military projects. One example is NASA's Katherine Johnson - she was so crucial to early space flights that astronaut John Glenn refused to fly until she personally verified calculations made by early computers. Optimizing Exact String Matching via Statistical Anchoring arxiv u/Human_Dingo6001 • Optimizing Exact String Matching via Statistical Anchoring I got paid minimum wage to solve an impossible problem (and accidentally learned why most algorithms make life worse) u/Ties_P • I got paid minimum wage to solve an impossible problem (and accidentally learned why most algorithms make life worse) I was sweeping floors at a supermarket and decided to over-engineer it. Instead of just… sweeping… I turned the supermarket into a grid graph and wrote a C++ optimizer using simulated annealing to find the “optimal” sweeping path. It worked perfectly. It also produced a path that no human could ever walk without losing their sanity. Way too many turns. Look at this: Turns out optimizing for distance gives you a solution that’s technically correct and practically useless. Adding a penalty each time it made a sharp turn made it actually walkable: But, this led me down a rabbit hole about how many systems optimize the wrong thing (social media, recommender systems, even LLMs). If you like algorithms, overthinking, or watching optimization go wrong, you might enjoy this little experiment. More visualizations and gifs included! Check comments. What Did We Learn from the Arc Institute's Virtual Cell Challenge? :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/RecursionBrita • What Did We Learn from the Arc Institute's Virtual Cell Challenge? What Did We Learn from the Arc Institute's Virtual Cell Challenge? r/virtualcell • What Did We Learn from the Arc Institute's Virtual Cell Challenge? The new year is a time for reflection, and I've been thinking about the Arc Institute's Virtual Cell Challenge which ended early Dec. 2025 and what we learned about the state of virtual cells. Not surprisingly, the challenge emphasized that models have a long way to go before they capture the complexity of actual cells. It's also clear that there's significant research interest in the space. This first challenge brought in over 1,200 teams from 114 countries attempting to build a computational model capable of predicting cellular responses to perturbations. The challenge was designed as a biological "Turing Test"—asking if a model can accurately predict gene expression changes in a way that could stand in for an actual laboratory experiment. But while the challenge got the research community excited, the results showed that the field is still in its infancy. Current perturbation prediction models are not yet consistently outperforming baselines across all metrics , though progress was made in specific capabilities like distinguishing between perturbations and identifying differentially expressed genes. Key Findings and Winning Approaches Hybrid Models Prevailed: The winning teams utilized approaches that combined deep learning with classical statistical features. This suggests that while AI is powerful, it still requires traditional statistical scaffolding to capture biology. The "Generalization" Hurdle: The challenge utilized a purpose-built benchmark dataset of human embryonic stem cells (H1 hESCs) treated with CRISPRi. This dataset represented a distributional shift from standard training data, forcing models to generalize rather than memorize. Models struggled to predict absolute gene expression values (Mean Absolute Error) better than the baseline. Focus on Patterns over Magnitude: Top performing teams recognized that the Perturbation Discrimination Score (PDS) rewarded getting the patterns of gene expression correct, rather than the exact magnitudes. Enter the "Generalist Prize" The challenge exposed the difficulty of evaluating virtual cells with a single metric. Almost all submitted models performed worse than the baseline on Mean Absolute Error (MAE), largely due to technical noise and biological heterogeneity in the raw data. Consequently, MAE ceased to be a competitive differentiator. To address this, the organizers introduced a Generalist Prize. This evaluated the top entries across seven distinct metrics (including the original three plus four from the Cell-Eval suite). The winner -- Team Altos Labs -- was determined by the highest average ranking across all diverse criteria, prioritizing models that were robust across the board rather than optimized for a single score. The Virtual Cell Challenge demonstrated that while AI might be able to identify key biological signals (such as up- or downregulated genes), it can't yet accurately represent biology. A fully predictive Virtual Cell will require innovating beyond current deep learning architectures. upvotes Are the invariants in this filesystem allocator mathematically sound? :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/Aggressive_Try3895 • Are the invariants in this filesystem allocator mathematically sound? I’ve been working on an experimental filesystem allocator where block locations are computed from a deterministic modular function instead of stored in trees or extents. The core rule set is based on: LBA = (G + N·V) mod Φ with constraints like gcd(V, Φ) = 1 to guarantee full coverage / injectivity. I’d really appreciate technical critique on: • whether the invariants are mathematically correct • edge-cases around coprime enforcement & resize • collision handling & fallback strategy • failure / recovery implications This is research, not a product — but I’m trying to sanity-check it with other engineers who enjoy this kind of work. The math doc is here Happy to answer questions and take criticism. Built a seed conditioning pipeline for PRNG :first-child]:h-full [&>:first-child]:w-full [&>:first-child]:mb-0 [&>:first-child]:rounded-[inherit] h-full w-full [&>:first-child]:overflow-hidden [&>:first-child]:max-h-full"> u/SuchZombie3617 • Built a seed conditioning pipeline for PRNG I’ve been working on a PRNG project (RDT256) and recently added a separate seed conditioning stage in front of it. I’m posting mainly to get outside feedback and sanity checks. The conditioning step takes arbitrary files, but the data I’m using right now is phone sensor logs (motion / environmental sensors exported as CSV). The motivation wasn’t to “create randomness,” but to have a disciplined way to reshape noisy, biased, user-influenced physical data before it’s used to seed a deterministic generator. The pipeline is fully deterministic so same input files make the same seed. I’m treating it as a seed conditioner / extractor, not a PRNG and not a trng... although the idea came after reading about trng's. What’s slightly different from more typical approaches is the mixing structure (from my understanding of what I've been reading). Instead of a single hash or linear whitening pass, the data is recursively mixed using depth-dependent operations (from my RDT work). I'm not going for entropy amplification, but aggressive destruction of structure and correlation before compression. I test the mixer before hashing and after hashing so i can see what the mixer itself is doing versus what the hash contributes. With ~78 KB of phone sensor CSV data, the raw input is very structured (low Shannon and min-entropy estimates, limited byte values). After mixing, the distribution looks close to uniform, and the final 32-byte seeds show good avalanche behavior (around 50% bit flips when flipping a single input bit). I’m careful not to equate uniformity with entropy creation, I just treat these as distribution-quality checks only. Downstream, I feed the extracted seed into RDT256 and test the generator, not the extractor: NIST STS: pass all Dieharder: pass some weak values that were intermittent TestU01 BigCrush: pass all Smokerand: pass all This has turned into more of a learning / construction project for me by implementing known pieces (conditioning, mixing, seeding, PRNGs), validating them properly, and understanding where things fail rather than trying to claim cryptographic strength. What I’m hoping to get feedback on: Are there better tests for my extractor? Does this way of thinking about seed conditioning make sense? Are there obvious conceptual mistakes people commonly make at this boundary? The repo is here if anyone wants to look at the code or tests: https://github.com/RRG314/rdt256 I’m happy to clarify anything where explained it poorly, thank you. 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2026-01-13T08:47:51
https://www.npopov.com/2026/01/11/LLVM-The-bad-parts.html#fn:bors
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 .
2026-01-13T08:47:51
https://github.com/PhantomInsights/forhirehelper
GitHub - PhantomInsights/forhirehelper: A Python desktop application that makes the use of freelancing subreddits easier and faster. 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Notifications You must be signed in to change notification settings Fork 6 Star 40 A Python desktop application that makes the use of freelancing subreddits easier and faster. License MIT license 40 stars 6 forks Branches Tags Activity Star Notifications You must be signed in to change notification settings Code Issues 1 Pull requests 0 Actions Projects 0 Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Actions Projects Security Insights PhantomInsights/forhirehelper   master Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit   History 12 Commits .github .github     forhire forhire     screenshots screenshots     LICENSE LICENSE     README.md README.md     requirements.txt requirements.txt     View all files Repository files navigation README MIT license r/ForHire Helper r/ForHire Helper is a free and open source Python desktop application that helps freelancers and employers find the best candidates faster and easier. It uses the following libraries and technologies: wxPython 4 for the GUI framework and to preview Reddit posts. Requests to communicate with the Reddit JSON API. SQLite to manage keywords, blacklists and bookmarks. Dependencies pip install -r requirements.txt Note: macOS and Linux users must use pip3 instead of pip . How to Use After you have downloaded this repository and installed the required dependencies you will only require to run the following commands. cd path/to/forhire/ python main.py Note: macOS and Linux users must use python3 instead of python . After running those commands a new window will appear with 3 tabs. The first tab contains a button that will connect to the Reddit API and will download the latest posts from the selected Subreddit, the default one is r/ForHire . Those posts will be filtered between For Hire and Hiring , or their equivalents in each subreddit. You can apply your custom keywords and blacklists by checking their respective boxes. Adding new keywords and blacklists is done in the second tab. Where you would only require to type individual words and press the Add button. Selecting a previous saved item and pressing the Delete button will delete it from your database. In the third tab you will be presented with all the posts you have bookmarked from the first tab. Everytime you navigate to this tab the bookmarks will be automatically updated. Preview Download For your convenience a Windows 64-bit executable is available, you can download it directly from GitHub. Become a Patron Feel free to support the development of free tools and software. Your donations are greatly appreciated. About A Python desktop application that makes the use of freelancing subreddits easier and faster. Topics python3 sqlite3 reddit-crawler wxpython4 Resources Readme License MIT license Uh oh! There was an error while loading. Please reload this page . Activity Custom properties Stars 40 stars Watchers 1 watching Forks 6 forks Report repository Releases 3 v0.3 Latest May 3, 2018 + 2 releases Sponsor this project   Uh oh! There was an error while loading. Please reload this page . patreon.com/ agentphantom Learn more about GitHub Sponsors Packages 0 No packages published Uh oh! There was an error while loading. Please reload this page . 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2026-01-13T08:47:51
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 .
2026-01-13T08:47:51
https://replit.com/news
Replit News Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Replit in the News Stay up to date with the latest company news & media coverage Sep 10, 2025 Replit Closes $250 Million in Funding to Build on Customer Momentum Prysm, a16z, Amex Ventures, Coatue, YC in Round; Joins Google’s AI Futures Fund Announces New Autonomous Agent Read more Oct 23, 2025 Newswire: Government of Jordan Collaborates With Replit to Launch AI-Powered Learning Assistant In a landmark collaboration between the Government of Jordan and Replit, a global leader in agentic software creation, the Ministry of Education has launched the pilot phase of “Siraj”, an AI-powered learning assistant designed to transform education across the Kingdom. Read more Sep 11, 2025 Bloomberg: Vibe-Coding Startup Replit Hits $3 Billion Valuation AI coding startup Replit is valued at $3 billion after a new funding round. CEO Amjad Masad says vibe-coding enables more people to program and is accelerating product development for Replit’s customers. Masad discusses the growth of AI-assisted software creation with Caroline Hyde and Ed Ludlow on "Bloomberg Tech." Watch on Bloomberg Jul 8, 2025 Newswire: Replit Collaborates with Microsoft to bring Vibe Coding to Enterprise Customers New partnership enables Microsoft customers to rapidly build and deploy secure, production-ready applications using natural language - no coding expertise required. Read more Jul 2, 2025 SaaStr: From $10M to $100M ARR in 5.5 Months: Inside Replit’s AI Coding Rocketship A deep-dive into the AI development platform wars and why Replit’s 10x growth in 5.5 months is a big part of reshaping how software gets built. Read on SaaStr Jul 2, 2025 Google Cloud: Replit: From idea to application in minutes Replit adopted Anthropic's updated Claude 3.5 Sonnet on Google Cloud's Vertex AI to power Replit Agent, which allows anyone from anywhere in the world to use natural language prompts to take an idea to application regardless of coding experience. Read on Google Cloud Apr 2, 2025 Bloomberg: 'Vibecoding' Leader Replit in Talks for $3 Billion Valuation Artificial intelligence coding startup Replit Inc. is in talks with investors for a new funding round that would almost triple its valuation to $3 billion. Read on Bloomberg Feb 19, 2025 Anthropic: Replit democratizes software development with Claude on Google Cloud's Vertex AI Replit, a software creation platform, uses Claude on Google Cloud's Vertex AI to help anyone build and deploy software applications [...]. Read on Anthropic Feb 18, 2025 Inc.: After Partnering With Anthropic, This Startup Has Grown Revenue by 10X. Here’s How Coding platform Replit is using generative AI to empower anyone to write software and create apps. Read on Inc. Feb 17, 2025 Venture Beat: Replit and Anthropic’s AI is helping non-coders bring software ideas to life Replit is helping non-technical employees at Zillow contribute to software development. Read on Venture Beat Get started for free Create & deploy websites, automations, internal tools, data pipelines and more in any programming language without setup, downloads or extra tools. All in a single cloud workspace with AI built in. Contact Sales Get Started Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://2kgam.es/4estK3z
Buy NBA 2K26 | NBA 2K26 BUY NOW EN character if not provided --> ENGLISH (EN) ENGLISH (GB) FRANÇAIS (FR) ITALIANO (IT) DEUTSCH (DE) ESPAÑOL (ES) ESPAÑOL (MX) PORTUGUÊS (BR) 日本語 (JP) 한국어 (KR) 繁體中文 (TW) 简体中文 (CN) OUR GAMES OUR GAMES NBA 2K25 NBA 2K24 NBA 2K23 NBA 2K22 NBA 2K21 NBA 2K20 MyNBA NBA 2K MOBILE EN character if not provided --> ENGLISH (EN) ENGLISH (GB) FRANÇAIS (FR) ITALIANO (IT) DEUTSCH (DE) ESPAÑOL (ES) ESPAÑOL (MX) PORTUGUÊS (BR) 日本語 (JP) 한국어 (KR) 繁體中文 (TW) 简体中文 (CN) NBA 2K26 x WWE 2K25 BUNDLE SUPERSTAR EDITION SLAM EDITION STANDARD EDITION NBA 2K26 x PGA TOUR 2K25 BUNDLE WNBA EDITION NBA 2K26 x WWE 2K25 BUNDLE SUPERSTAR EDITION SLAM EDITION STANDARD EDITION NBA 2K26 x PGA TOUR 2K25 BUNDLE WNBA EDITION Select Your Region Albania Argentina Australia Austria Belgium Belize Bosnia-Herzegovina Brazil Bulgaria Canada Chile China Colombia Costa Rica Croatia Cyprus Czech Republic Denmark Estonia Finland France Germany Greece Hong Kong Hungary Iceland India Indonesia Ireland Israel Italy Japan Korea Kuwait Latvia Lithuania Luxembourg Macedonia Malaysia Malta Mexico Netherlands New Zealand Norway Panama Peru Philippines Poland Portugal Qatar Romania Russia Saudi Arabia Serbia Serbia and Montenegro Singapore Slovakia Slovenia South Africa Spain Sweden Switzerland Taiwan Thailand UAE Ukraine United Kingdom United States BUY NOW PlayStation Store - DIGITAL From buzzer-beaters to body slams, the NBA 2K26 x WWE 2K25 Bundle is bringing the best of both worlds into one arena that’s yours to control. 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2026-01-13T08:47:51
https://porkbun.com/?coupon=DEVOPS&utm_campaign=2023&utm_medium=podcast&utm_source=devops
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2026-01-13T08:47:51
https://jamesclear.com/atomic-habits
Atomic Habits: Tiny Changes, Remarkable Results by James Clear # 1 # 1 # 1 # 1 “A supremely practical and useful book. James Clear distills the most fundamental information about habit formation, so you can accomplish more by focusing on less.” Mark Manson #1 New York Times best-selling author “One of my all-time favorite books.” Arianna Huffington Founder, Huffington Post & Thrive Global Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones This breakthrough book from James Clear is the most comprehensive guide on how to change your habits and get 1% better every day. Step 1: Get Your Copy of Atomic Habits… Amazon B&N Audible Apple Target Walmart Bookshop Outside the United States? Click here for international editions . Step 2: Claim Your Free Bonuses… Buy the book from your favorite bookseller, then forward your purchase receipt to [email protected] to receive the following bonuses… Bonus Guide: How to Apply Atomic Habits to Business. Get specific examples and insights on how to use the concepts in the book to create better products and a more effective business Bonus Guide: How to Apply Atomic Habits to Parenting. A full report on how to help your children build better habits The Habits Cheat Sheet. This useful summary compresses many of the key ideas and insights from the book into a handy reference guide for how to build a good habit or break a bad one Companion Reading Guide. This series of 5 emails will walk you through the book and deliver extra content for understanding the main ideas. Each email also includes one idea for changing your habits not mentioned in the book Habit Tracker. This beautiful habit tracker template makes it easy to track your habits and stick with good routines. (It also offers a sneak peek inside the Habit Journal ) Why habits are the “compound interest”of self-improvement 10 Things This Book Will Teach You Learn how to…  Build a system for getting 1% better every day. Break your bad habits and stick to good ones. Avoid the common mistakes most people make when changing habits. Overcome a lack of motivation and willpower. Develop a stronger identity and believe in yourself. Make time for new habits (even when life gets crazy). Design your environment to make success easier. Make tiny, easy changes that deliver big results. Get back on track when you get off course. And most importantly, how to put these ideas into practice in real life. …and much more. Praise for Atomic Habits “A supremely practical and useful book. James Clear distills the most fundamental information about habit formation, so you can accomplish more by focusing on less.” Mark Manson #1 New York Times best-selling author of The Subtle Art of Not Giving a F*ck “Atomic Habits is a powerful book that has changed the way I think about how I live and lead.” Brené Brown Author of six #1 New York Times best sellers “Atomic Habits was a great read. I learned a lot and think it’ll be helpful to a lot of people.” Gayle King Co-anchor of CBS This Morning and editor-at-large for O, The Oprah Magazine “Atomic Habits is the best kind of self-help: succinct; clear, valid, and practical. I found it refreshingly useful, and by far the best I’ve seen on habit making.” Kevin Kelly founder of WIRED and New York Times best-selling author “As a physician attempting to help my patients build healthy habits to decrease and reverse chronic disease, Atomic Habits is the playbook I have been searching for. Not only does the book offer actionable items I can teach my patients, I can refer them to read and implement the ideas themselves. The format is powerful and simple. This should be taught in all medical schools.” Laurie Marbas Physician and United States Air Force veteran “One of my all-time favorite books.” Arianna Huffington Huffington Post founder, Thrive Global founder and CEO “James Clear has spent years honing the art and studying the science of habits. This engaging, hands-on book is the guide you need to break bad routines and make good ones.” Adam Grant New York Times best-selling author of Originals, Give and Take, and Option B with Sheryl Sandberg “A special book that will change how you approach your day and live your life.” Ryan Holiday Bestselling author of The Obstacle is the Way and Ego is the Enemy “No one is better at explaining habits than James Clear.” Tim Urban Founder and illustrator of Wait But Why “Atomic Habits taught me about the importance of small habits, consistency, time keeping, self-discipline, good planning, and preparation. All valuable lessons that help me to achieve my goals.” Eliud Kipchoge World champion runner, Olympic gold medalist, and world record holder in the marathon Get Your Copy of Atomic Habits Amazon B&N Audible Walmart Apple Target Bookshop Outside the United States? Click here for international editions . Let Me Tell You More About The Book… Atomic Habits is the most comprehensive and practical guide on how to create good habits, break bad ones, and get 1 percent better every day. I do not believe you will find a more actionable book on the subject of habits and improvement. If you’re having trouble changing your habits, the problem isn’t you. The problem is your system. Bad habits repeat themselves not because you don’t want to change but because you have the wrong system for change. This is one of the core philosophies of Atomic Habits: You do not rise to the level of your goals. You fall to the level of your systems. In this book, you’ll get a proven plan that can take you to new heights. James Clear, one of the world’s leading experts on habit formation, is known for his ability to distill complex topics into simple behaviors that can be easily applied to daily life and work. Here, he draws on the most proven ideas from biology, psychology, and neuroscience to create an easy-to-understand guide for making good habits inevitable and bad habits impossible. Along the way, readers will be inspired and entertained with true stories about Olympic gold medalists, award-winning artists, business leaders, life-saving physicians, and star comedians who have used the science of small habits to master their craft and vault to the top of their field. Atomic Habits will reshape the way you think about progress and success and give you the tools and strategies you need to transform your habits—whether you are a team looking to win a championship, an organization hoping to redefine an industry, or simply an individual who wishes to quit smoking, lose weight, reduce stress, and achieve success that lasts. Browse our selection of the best Atomic Habits quotes or read the official Atomic Habits summary here. About James Clear James Clear is a writer and speaker focused on habits, decision making, and continuous improvement. He is the author of the #1 New York Times bestseller, Atomic Habits. The book has sold over 25 million copies worldwide and has been translated into more than 60 languages. Clear is a regular speaker at Fortune 500 companies and his work has been featured in places like Time magazine, the New York Times, the Wall Street Journal and on CBS This Morning. His popular “3-2-1” email newsletter is sent out each week to more than 3 million subscribers. print ebook audio Albanian Shtepiae Librit Altera Arabic Jamalon Abjjad Armenian EditPrint Assamese Manjul Publishing House Azerbaijani Qanun Bangla Manjul Publishing House Bulgarian Ikhermes Catalan Abacus Chinese, complex characters Books Books Chinese, simplified characters Amazon Croatian Knjigoteka Czech Melvil Melvil Melvil Danish Tales Dutch Awbruna Awbruna Awbruna Estonian Aripaev Farsi Nashrenovin Taaghche Navaar Finnish Tuuma-kustannus French Amazon Fnac Amazon Georgian Palitral German Randomhouse Randomhouse Randomhouse Greek Iviskospublications Gujarati Manjulindia Hebrew Matar Books Hindi Amazon Amazon Hungarian Motibooks Motibooks Indonesian Akubaca Gramedia Italian Amazon Amazon Japanese Amazon Amazon Amazon Kannada Manjul Publishing House Kazakh Kaspi Korean Kyobo Yes24 USA Kyobo Yes24 Latvian Janis Roze Lithuanian Liutaineavys Macedonian Antolog Malayalam Manjulindia Malaysian Manjul Publishing House Marathi Amazon Amazon Mongolian Book Montenegrin Gradska Knjizara Norwegian Norli Norli Polish Galaktyka Portuguese, Brazil Amazon Amazon Portuguese, Portugal Wook Wook Punjabi  Manjul Publishing House Romanian Elefant Russian chitai-gorod Serbian Finesa Slovak Martinus Slovene Miszalozba Spanish, Argentina Planetadelibros Planetadelibros Storytel Google Play Spanish, Chile Planetadelibros Planetadelibros Planetadelibros Spanish, Colombia Planetadelibros Planetadelibros Storytel Google Play Spanish, Mexico Planetadelibros Planetadelibros Storytel Google Play Spanish, Latin America Casadellibro Storytel Google Play Spanish, Perú Planetadelibros Planetadelibros Planetadelibros Spanish, Spain Amazon Storytel Google Play Spanish, Uruguay Planetadelibros Planetadelibros Planetadelibros Spanish, UK Amazon Storytel Google Play Spanish, USA Amazon Kindle Google Play Storytel Google Play Swedish Bokus Adlibris Storytel Tamil Manjulindia Amazon Google Play Telugu Manjulindia Thai SE-ED SE-ED Turkish Kitapyurdu Ukranian KM Books Vietnamese Nhasachphuongnam International Editions English Language You can get the hardcover book shipped anywhere in the world (with free international shipping!) by purchasing from Book Depository . You can also purchase English language editions in the following countries: print ebook audio Australia Amazon Big W Amazon Amazon Canada Amazon Indigo Kindle Kobo Audible India Amazon Amazon Amazon UK Amazon Amazon Amazon Other Languages Atomic Habits is also available in the following languages: Get Your Copy of Atomic Habits… Amazon B&N Audible Walmart Apple Target Bookshop “A supremely practical and useful book. James Clear distills the most fundamental information about habit formation, so you can accomplish more by focusing on less.” Mark Manson #1 New York Times best-selling author of The Subtle Art of Not Giving a F*ck “One of my all-time favorite books.” Arianna Huffington Founder, Huffington Post & Thrive Global Goodreads reviews for Atomic Habits Atomic Habits MasterClass Habit Journal Atomic Habits App Privacy & Terms of Use Hosting by LiquidWeb Forms by OptinMonster
2026-01-13T08:47:51
https://github.com/EmberNoGlow/SDF-Model-Editor-Demo#start-of-content
GitHub - EmberNoGlow/SDF-Model-Editor-Demo: This is a project in which I created rendering and full interaction with sdf primitives. Using Python, GLSL, Imgui, glfw, pyopengl. 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Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Appearance settings Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} EmberNoGlow / SDF-Model-Editor-Demo Public Notifications You must be signed in to change notification settings Fork 0 Star 2 This is a project in which I created rendering and full interaction with sdf primitives. Using Python, GLSL, Imgui, glfw, pyopengl. License MIT license 2 stars 0 forks Branches Tags Activity Star Notifications You must be signed in to change notification settings Code Issues 0 Pull requests 0 Discussions Actions Projects 0 Security Uh oh! There was an error while loading. Please reload this page . Insights Additional navigation options Code Issues Pull requests Discussions Actions Projects Security Insights EmberNoGlow/SDF-Model-Editor-Demo   main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit   History 72 Commits .github/ ISSUE_TEMPLATE .github/ ISSUE_TEMPLATE     Screenshots Screenshots     shaders shaders     .gitattributes .gitattributes     .gitignore .gitignore     CONTRIBUTING.md CONTRIBUTING.md     LICENSE LICENSE     README.md README.md     main.py main.py     requirements.txt requirements.txt     View all files Repository files navigation README Contributing MIT license SDF Model Editor (Demo) A lightweight editor for creating and manipulating Signed Distance Field (SDF) primitives using Python, GLSL, and OpenGL. 🌟 Overview This project is a work-in-progress editor for designing 3D models using Signed Distance Fields (SDFs) . Built with Python , GLSL , ImGui , GLFW , and PyOpenGL , it allows real-time rendering and interaction with SDF primitives. While the current version is a demo with limited functionality , it serves as a foundation for a more powerful tool. The goal? To simplify 3D modeling by combining primitives into stylized characters or objects— no sculpting required! I’m happy with the result, but there’s so much more to build! 📌 Screenshots ⚠️ Current Status This is an early-stage prototype with known bugs and missing features. Check the Roadmap for planned improvements. Known Issues Redo/Undo bugs Small bugs Your feedback and contributions are welcome! Open an issue or submit a PR . 🚀 Features ✅ Real-time SDF rendering (GLSL shaders) ✅ Cycles Additional rendering mode - Realistic Ray Tracing algorithm ✅ Smooth logic operations (substract, intersect, union, etc.) ✅ Multi-primitive composition (spheres, boxes, cones, etc.) ✅ ImGui-based UI for intuitive controls ✅ Save & Load functions (using tkinter) 🎯 Roadmap Current Progress 🐜 Fix Undo/Redo bugs 〽 Found and Fix bugs ⏱ Optimize 🧷 Integrate marching cubes written in Rust for export into 3D format (example, obj) 📝 Creating a gizmo - Preparation Core Functionality (MVP Goals) Free movement of the camera in 3d space - Done! Translation operations for primitives - rotation, scale, and position - can be changed in real time in the inspector. Save/Load projects (JSON or custom format) Undo/Redo support Export to 3D formats (OBJ, GLTF) via voxelization/ marching cubes Gizmo-based manipulation (drag, rotate, scale primitives) Add AABB - optimization Write Docs! User Experience (Future Improvements) Themes & customization Localization (i18n) Performance optimizations 💞 Contributing Contributions are highly encouraged ! Here’s how you can help: Report bugs → Open an issue . Suggest features → Share your ideas in Discussions . Submit code → Fork the repo and create a Pull Request . Note: This project is a learning experience - expect refactoring and experimentation! 💡 The Story Behind This Project Inspiration It all started with this article on SDF-based modeling. The idea of creating stylized 3D characters with just 10-20 primitives was too exciting to ignore! The Journey Phase 1: Built an MVP using AI tools (ChatGPT, Copilot, Cursor). Phase 2: Hit limitations - free chat limits, code complexity, and bugs. Phase 3: Spent 2 months refactoring, learning, and improving. AI isn’t a magic solution—it’s a tool. The real work is in understanding and refining the code. Lessons Learned ✔ AI accelerates prototyping but requires deep debugging. ✔ Refactoring is part of the process —embrace it! ✔ Small steps lead to big results —this is just the beginning. 🔗 Resources SDF Wikipedia Inigo Quilez’s SDF Functions Shadertoy (for SDF inspiration) Cursor AI (the AI assistant that helped) 📜 License This project is licensed under the MIT License – see LICENSE for details. 🙌 Acknowledgments Inigo Quilez for SDF research. AI tools (ChatGPT, Copilot, Cursor) for assistance. Open-source community for inspiration and libraries. 🚀 Ready to Try It? Download compiled Compiled executables for windows can be found in releases NOTE : I don't have the ability to compile a linux app yet. Clone and run main.py git clone https://github.com/EmberNoGlow/SDF-Model-Editor-Demo.git cd SDF-Model-Editor-Demo python -m venv .venv .venv/Scripts/Activate.ps1 pip install -r requirements.txt python main.py NOTE: To install the imgui package you will need a c++ compiler. My advice is to use mingw - if you only need a compiler for this task. Build Tools will do for this task too, but it weighs more . Compilation First, install pyinstaller. pip install pyinstaller Compile into one file pyinstaller --onefile --name sdfeditor --windowed --add-binary " .venv\Lib\site-packages\glfw\glfw3.dll;. " main.py NOTE : You should make sure that you have a virtual environment named .venv created and glfw installed (it is added to requirements). If there is none or the path is incorrect, specify the correct path to the glfw3.dll file located in the virtual environment in the \Lib\site-packages\glfw folder ! Move the compiled file to a separate folder and drag the shaders folder to this directory. You should get it like this: root directory ├── shaders │ ├── fragment │ │ ├── cycles.glsl │ │ └── template.glsl │ │ │ ├── sdf_library.glsl │ └── vertex_shader.glsl │ ├── glfw3.dll └── sdfeditor.exe Final Thoughts This project is a testament to experimentation - imperfect, evolving, but full of potential. Whether you’re here to learn, contribute, or build , I’m excited to see where it goes next! Let’s create something amazing together. 🚀 Support Your support helps development! Help by leaving a review, reporting an error, suggesting an idea in Discussions, creating a Pull Request, or just star ⭐ the repository!. Follow me About This is a project in which I created rendering and full interaction with sdf primitives. Using Python, GLSL, Imgui, glfw, pyopengl. Topics python open-source demo opengl rendering computer-graphics glfw imgui glsl help starter startup free help-wanted raytracing mit-license sdf 3d-editor contributions-welcome raymarching Resources Readme License MIT license Contributing Contributing Uh oh! There was an error while loading. Please reload this page . Activity Stars 2 stars Watchers 0 watching Forks 0 forks Report repository Releases 5 v0.1.0-beta1 Latest Jan 9, 2026 + 4 releases Packages 0 No packages published Languages Python 89.0% GLSL 11.0% Footer © 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time.
2026-01-13T08:47:51
https://www.reddit.com/user/EgoExplicit/
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2026-01-13T08:47:51
https://www.reddit.com/r/code/about/
Reddit - Prove your humanity Prove your humanity We’re committed to safety and security. But not for bots. Complete the challenge below and let us know you’re a real person. Reddit, Inc. © "2026". All rights reserved. User Agreement Privacy Policy Content Policy Help
2026-01-13T08:47:51
https://claude.com/solutions/government
Government | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Solutions Solutions / Government Explore here Ask questions about this page Copy as markdown Responsible AI that meets government needs Claude helps government organizations deploy advanced AI capabilities with rigorous security controls. Available with authorizations up to FedRAMP High and IL5 using established procurement channels. Contact sales Contact sales Contact sales Flexible deployment for any environment API Available on AWS and Google Cloud with authorizations up to FedRAMP High and IL5 Claude Gov models Claude Gov models for classified environments on AWS—built for national security missions Claude for Government Claude for Government application at FedRAMP High European Parliament Play video Play video The European Parliament expands access to their archives with Claude. Read story Read story Read story Next Next Prev Prev Next Next Why agencies choose Claude Intelligence for government complexity Enhanced performance made for government workflows, from document analysis to regulatory review. Claude understands context and automates complex tasks while maintaining accuracy. Built with safety at its core Designed with safety and responsible deployment as foundational principles. Claude provides transparent reasoning you can trust in high-stakes decisions. Secure, compliant, and accessible Deploy using the security frameworks your agency already relies on. Access advanced AI capabilities without compromising compliance requirements. Availability FedRAMP High IL5 Classified Claude in Amazon Bedrock FedRAMP High IL5 Classified Claude on Google Cloud’s Vertex AI FedRAMP High IL5 Classified Gov models in Amazon Bedrock FedRAMP High IL5 Classified Claude for Government FedRAMP High IL5 Classified In pilot Everything you need to 
succeed Contact sales Contact sales Contact sales See the latest updates to Claude for Government See the latest updates to Claude for Government See the latest updates to Claude for Government Update Update Update Get started with Claude for Government Get started with Claude for Government Get started with Claude for Government User guide User guide User guide Learn more about Anthropic’s security and compliance Learn more about Anthropic’s security and compliance Learn more about Anthropic’s security and compliance Trust center Trust center Trust center Explore the 
latest releases Lawrence Livermore National Laboratory expands Claude for Enterprise use to empower scientists and researchers Lawrence Livermore National Laboratory expands Claude for Enterprise use to empower scientists and researchers Lawrence Livermore National Laboratory expands Claude for Enterprise use to empower scientists and researchers Announcements Announcements Announcements Claude Gov models for U.S. national 
security customers Claude Gov models for U.S. national 
security customers Claude Gov models for U.S. national 
security customers Announcements Announcements Announcements Claude in Amazon Bedrock: Approved for use in FedRAMP High and DoD IL4/5 workloads Claude in Amazon Bedrock: Approved for use in FedRAMP High and DoD IL4/5 workloads Claude in Amazon Bedrock: Approved for use in FedRAMP High and DoD IL4/5 workloads Announcements Announcements Announcements Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Write video scripts this is a test Anthropic Anthropic © [year] Anthropic PBC Products Claude Claude Claude Claude Code Claude Code Claude Code Max plan Max plan Max plan Team plan Team plan Team plan Enterprise plan Enterprise plan Enterprise plan Download app Download app Download app Pricing Pricing Pricing Log in Log in Log in Features Claude in Chrome Claude in Chrome Claude in Chrome Claude in Slack Claude in Slack Claude in Slack Claude in Excel Claude in Excel Claude in Excel Skills Skills Skills Models Opus Opus Opus Sonnet Sonnet Sonnet Haiku Haiku Haiku Solutions AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Customer support Customer support Customer support Education Education Education Financial services Financial services Financial services Government Government Government Healthcare Healthcare Healthcare Life sciences Life sciences Life sciences Nonprofits Nonprofits Nonprofits Claude Developer Platform Overview Overview Overview Developer docs Developer docs Developer docs Pricing Pricing Pricing Regional Compliance Regional Compliance Regional Compliance Amazon Bedrock Amazon Bedrock Amazon Bedrock Google Cloud’s Vertex AI Google Cloud’s Vertex AI Google Cloud’s Vertex AI Console login Console login Console login Learn Blog Blog Blog Claude partner network Claude partner network Claude partner network Courses Courses Courses Connectors Connectors Connectors Customer stories Customer stories Customer stories Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Events Events Events Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Startups program Startups program Startups program Tutorials Tutorials Tutorials Use cases Use cases Use cases Company Anthropic Anthropic Anthropic Careers Careers Careers Economic Futures Economic Futures Economic Futures Research Research Research News News News Responsible Scaling Policy Responsible Scaling Policy Responsible Scaling Policy Security and compliance Security and compliance Security and compliance Transparency Transparency Transparency Help and security Availability Availability Availability Status Status Status Support center Support center Support center Terms and policies Privacy choices Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. 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2026-01-13T08:47:51
https://pcmasterrace.org/builds
Build Your Dream Gaming PC: for all budgets — PC MASTER RACE 0 Skip to Content Home News Why PC Builds Merch Our Team F@H About Open Menu Close Menu Open Menu Close Menu Home News Why PC Builds Merch Our Team F@H About Home News Why PC Builds Merch Our Team F@H About PCMR BUILDS Notice: RAM prices are very high right now, which will impact the final prices of your build. We try to keep all our builds at around 32GB of RAM, with the exception of the cheapest one. You can consider lowering the amount of RAM of any of the builds in this page from 32 to 16GB to keep the price a bit (around 100 dollars) cheaper. If you do this, we’d recommend you go with 2x8GB of RAM, so that it works in dual channel, and you can add another 2X8GB later on, for a total of 32GB. We don’t recommend doing this drop from 32 to 16 it with the 2 highest priced builds. We also do not recommend you get less than 16GB of RAM, even for the cheapest build in this page. The primary purpose of this page is to show you a few options at multiple price points for possible PC builds you might want to consider getting. Remember that these are just price points and you can build at any budget between them. Use them as a default template and make them perfect by posting about it in our subreddit and other communities ! These builds are designed for gaming, and while they will be extremely competent for other uses, remember that you may have specific requirements that a pure gaming build might not fully cover. These requirements could be using a specific professional software, for instance. For users who want to use their PC for their everyday activities, lots of gaming, the odd video or photo editing, our suggestions will do great. We also made sure that there is an aesthetic logic in these builds. The pricier, the more we cared about making sure that the components look great together. At the lowest price points, you may see a micro-atx motherboard fitted with and ATX case, which some people may think isn’t aesthetically pleasing, but from the high-end build onwards, we made sure that doesn’t happen. If you don’t care about it, you can usually save 20 or so dollars by picking a smaller motherboard for your higher end build. On the opposite spectrum, if you got for one of the cheaper builds (the first 2), and you prefer having a full-size Motherboard, you can, if you speand 20 or so dollars more. We also tried to make sure that there’s some color cordination in the builds, so you don’t end up with, say, a build with almost all black components and then a white PSU with the white cables being some sort of eye sore. We did this for every build at all price points. Always remember that you, as a user, have an immense amount of freedom when buying and building a PC! Hardware can be bought new or used. What matters to you on a PC may be different than what matters for someone else. It's up to you to pick how and what to choose! These are base builds, and you can always improve on them if you wish. You can even make combinations. For instance. You could get our started build, but double the RAM, and add a better GPU. You may or may not need a new PSU in this case, but that’s why we say that there are template builds and you should ask the PCMR community for help if you need it! As for the building part, follow these 3 main rules: Don't rush things (take your time, no need to rush). Don't force things (check alignment before you apply force). In case of doubt, ask any of our communities for help! Tips Remember to always peer-review your builds with the PCMR community or other PC and PC build communities online, such as our subreddit r/pcmasterrace , our dedicated (albeit much smaller) builds subreddits r/PCBuilds and r/PcMasterRaceBuilds . Never buy public or example starter builds strictly as-is ; there are always personal improvements and 24-hour sales that can lower the price while simultaneously improving price performance even further beyond what a building committee like ours can offer. Always double-check shipping, taxes, rebates, and discounts. If you don't live in the US, no problem. Click the "PCPartPicker part list" link, then change the country in the top right corner. PCPartPicker will try to pick the cheapest compatible part available in your country. We try to avoid mail-in rebates, but do consider taking advantage of them if you live in a country that has them. They can help reduce the overall cost of your build. Buying used can save you money, but remember that such parts may not be covered by warranty. That's your choice. After any build, do not forget to overclock the memory, as every kit of memory always runs at JEDEC 2133/2400/2666 MT/s by default. Depending on the motherboard, the memory overclock may be called XMP (eXtreme Memory Profile), AMD EXPO (AMD Extended Profiles for Overclocking), DOCP (Direct Over Clock Profile), or EOCP (Extended Over Clock Profiles). This is true for any PC build, including pre-builts. Do not be afraid, this is perfectly standard and you are meant to do this to achieve the memory manufacturer’s stated performance. Just enable one of the set profiles on your motherboard and you should be good to go. For our AMD builds, this speed will usually be 6000 Mhz CL30. For Intel builds, this will vary, but usually the higher the better. Just pick the default overclocked profile for your RAM and you’re good to go. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 OUR BUILD SELECTION GPU Pricing is currently in a poor state due to low availability of both previous and current generation cards. The GPU is usually going to be the most expensive component on your setup, so your choice there will affect your build quite a bit. Please keep in mind that waiting for prices to normalize might take a few months, but also that older and/or used GPUs can also be used and further optimize your budget (we are using new GPUs only for our build suggestions). Starter build (~$600 to $700) The best bang-for-your-buck build. It performs better and can do so much more than any console, while offering the flexibility you need, such as if you prefer fancier graphics or frame rate smoothness, not to mention the 6000 other things that a PC can do and a console cannot. Mid-range build (~$900 to $1000) This build is our sweetspot build. It is suitable for playing at ultra graphics settings or at ultra high framerates (pick one) for most games. It also gives you lots of room to upgrade in the future, while still making sure you are set for years. High Refresh Rate build (~$1000 to $1200) This build is an upgrade over the mid-range build, particularly on the Graphics card, if you want to have some more power in that department. High-End build (~$1400 to 1600) The next step up. A top CPU and an even better graphics card than the previous build, without breaking the bank too much. Ultimate PCMR build (~$2500+) The dream build. Extremely powerful and very aesthetically focused while still (mostly) making financial sense, if your budget allows it. This is a solid, very high-end build for 2025. You can add an RTX 5090, and then you’ll have the best Gaming PC that money can buy right now. Starter About The most affordable build on this page. This build is suitable for running most modern games at 1080p/60fps/high settings. With the components in this build, it will be able to support VR. It provides for PC versatility, as well. Do you want to play at 144 fps on a 144 Hz monitor for your First-person shooters? Perfect. Lower your settings and your frame rate shoots up. Do you care less about the frame rate than the extreme-quality visuals? Wonderful. Crank those dials up and witness the glory. Know that is is possible to build a competent PC at an inferior budget, especially if you're willing to buy used. To get tips on such builds, please use our communities to ask for help. Likewise, please know that it is possible to make this build prettier by spending a bit more on a case, for instance, but with this specific build we went all out in trying to find cheaper parts that will perform fine, so aesthetics was not a goal. Javascript needs to be enabled to grab this content. Augmentations Don't take our word for the case! Cases are subjective, pick one YOU LOVE, just make sure that the motherboard, video card and any aftermarket CPU cooler that you choose fit in it! You can find all of this on the product page for the case you want. We are somewhat partial to our collab with Lian Li, the O11 Vision , so check it out. This CPU comes with a basic cooler. If you'd like lower temps and lower noise you can get an aftermarket cooler (the one in the next build after this one is a good suggestion, just make sure it fits the case you pick. You can find this on the case’s product page). If you need more storage for regular use and gaming, just get another of the SSDs mentioned in this build. If you need a lot more storage, you may be interested in an HDD, which although much slower, is quite a bit cheaper if you need to archive large amounts of data, and access speed isn’t important. Decent and cheap case fans to keep the system cooler (Add ~$15 for a 3-pack) Mid-range build About A sweetspot-level computer in the ~$900 to $1000 range. This build is suitable for playing at ultra graphics settings for most games at 1440p or below, with the possibility to reach triple-digit framerates at medium to medium-high settings. It uses an AM5 socket, which is the newest from AMD, and will allow you to upgrade easily later on. We chose to not use any of the new 8GB versions of the 5060Ti or RX9060 on this build. If you only play at 1080p you can possibly save a bit by going for them instead of the 16GB version, but we’d recommend against it if you plan to use this GPU for modern gaming and don’t intent to upgrade it in the next few years. Know that it is possible to save about 20/30 dollars on the case, but with this build we preferred to choose a solid case, instead of a cheaper, inferior alternative. In any case (pun intended) this component is one of the most personal ones, and you should definitely always pick one that you like the looks of. Javascript needs to be enabled to grab this content. Noted and Augmentations We also have a recommended configuration that adds the Intel 14600k as a possible alternative, if the price is better. It’s a fantastic gaming CPU, but be aware that you won’t be able to upgrade to newer generation CPUs, as the LGA 1700 socket has been retired. Right now, the 7600x and 9600x CPUs are very close in price. The performance of the 9600x is 3 to 5% better, depending on the use case, so it’s up to you to decide if the price difference is worth it. If the difference is under 15-20 dollars, we’d say go for the 9600x. Don't take our word for the case! Cases are subjective, pick one YOU LOVE, just make sure that the motherboard, video card and any aftermarket CPU cooler that you choose fit in it! You can find all of this on the product page for the case you want. We are somewhat partial to our collab with Lian Li, the O11 Vision , so check it out. This CPU comes with a basic cooler. We added a slightly better one in the build, so use it instead. If you'd like lower temps and lower noise you can get an aftermarket cooler. Just make sure it fits the case you pick. You can find this on the case’s product page. If you need more storage for regular use and gaming, just get another of the SSDs mentioned in this build. If you need a lot more storage, you may be interested in an HDD, which although much slower, is quite a bit cheaper if you need to archive large amounts of data, and access speed isn’t important. Decent and cheap case fans to keep the system cooler (Add ~$15 for a 3-pack) If you will use VR, please consider using a Nvidia card. There are still issues with AMD graphics cards when it comes to using airlink on Quest headsets, and it might be worth spending a little extra for added compatibility. High Refresh Rate build About This build is suitable for playing at high graphics settings for most games, on refresh rates higher than 60 Hz. This build sits comfortably in the mid-range and is what we would recommend most people to get, if the budget makes sense for them. It is very versatile and can do pretty much everything you may need. Know that it is possible to save about 20/30 dollars on the case, but with this build we preferred to choose a solid case, instead of a cheaper, inferior alternative. In any case (pun intended) this component is one of the most personal ones, and you should definitely always pick one that you like the looks of. Javascript needs to be enabled to grab this content. Notes and Augmentations : We also have a recommended configuration that adds the Intel 14600k as a possible alternative, if the price is better. It’s a fantastic gaming CPU, but be aware that you won’t be able to upgrade to newer generation CPUs, as the LGA 1700 socket has been retired. Right now, the 7600X. and 9600X CPUs are very close in price. The performance of the 9600x is 3 to 5% better, depending on the use case, so it’s up to you to decide if the price difference is worth it. If the difference is under 15-20 dollars, we’d say go for the 7600X.. Otherwise, you’ll still be very well served with the 7600X. Don't take our word for the case! Cases are subjective, pick one YOU LOVE, just make sure that the motherboard, video card and any aftermarket CPU cooler that you choose fit in it! You can find all of this on the product page for the case you want. We are somewhat partial to our collab with Lian Li, the O11 Vision , so check it out. This CPU comes with a basic cooler. You added a slightly better one in the build, so use that one instead. If you need more storage for regular use and gaming, just get another of the SSDs mentioned in this build. If you need a lot more storage, you may be interested in an HDD, which although much slower, is quite a bit cheaper if you need to archive large amounts of data, and access speed isn’t important. Decent and cheap case fans to keep the system cooler (Add ~$15 for a 3-pack) If you will use VR, please consider using a Nvidia card. There are still issues with AMD graphics cards when it comes to using airlink on Quest headsets, and it might be worth spending a little extra for added compatibility. High-End build About This build ensures a 120 FPS or greater experience at 1080p/1440p at high graphics settings, and it can handle 4K gaming as well, just with lower graphical definition framerates (choose one), but this depends on the game. Worry not, with the components in this build, it will be able to handle content creation/streaming easily, as well as give you a fabulous gaming experience. Javascript needs to be enabled to grab this content. Augmentations If you want an Intel build: Intel Edition If you will use VR, please consider using a Nvidia card. There are still issues with AMD graphics cards when it comes to using airlink on Quest headsets, and it might be worth spending a little extra for added compatibility Don't take our word for the case! Cases are subjective, pick one YOU LOVE, just make sure that the motherboard, video card and any aftermarket CPU cooler that you choose fit in it! You can find all of this on the product page for the case you want. We are somewhat partial to our collab with Lian Li, the O11 Vision , so check it out. If you need more storage for regular use and gaming, just get another of the SSDs mentioned in this build. If you need a lot more storage, you may be interested in an HDD, which although much slower, is quite a bit cheaper if you need to archive large amounts of data, and access speed isn’t important. Ultimate PCMR Build About A (mostly) zero-compromises build capable of handling any game you throw at it with the highest resolutions and frame rates. This build is suitable for playing at high resolutions such as 4K and ultra-high frame rates such as 240 Hz. This is not a build designed to have a good cost-to-benefit ratio. This build is for those who do not mind spending quite a bit more for increasingly smaller performance gains and lots of aesthetic gains (even though this part is subjective). Its main goal is to provide a suggestion for a very high-end build that’s also very beautiful if you are into modern RGB aesthetics and want to use premium brands. You can make changes to it on the aesthetics department (by choosing cheaper fans, for instance) and retain its performance if you prefer. We also chose extremely solid PSUs of a wattage that allows you the freedom to not have to worry about them for many years and many upgrades ahead. Not to say that the PSUs in our other builds aren’t good, they are, but we went a bit more overboard on these, particularly on the wattage required. According to our parametric filter, this build will probably feature an RTX 5080 GPU. You can change it for an RTX 5090 if you want the best Gaming GPU ever made. You’ll get a nice bump in performance but be prepared to spend about $1200 more. You can keep the 1000W PSU that this build probably recommends (depending on the prices when you see this), but if you want to get a bit more space for future upgrades (no one really knows what’s the TDP of future GPUs) you can get a 1200W unit or more. Javascript needs to be enabled to grab this content. Augmentations If you want an Intel build: Intel Edition An alternative, if you really need the top of the top CPU, that’s the 9950X3D, but be aware that it is quite a bit pricier, will not provide gaming benefits over the 9800X3D other than in some niche scenarios (like heavily CPU dependant gives that can use its cores) but can be a boost for productivity if you need that special king of power or just want to flaunt it (which is fine, provided you know what you’re getting). Don't take our word for the case! Cases are subjective, pick one YOU LOVE, just make sure that the motherboard, video card and any aftermarket CPU cooler that you choose fit in it! You can find all of this on the product page for the case you want. We are somewhat partial to our collab with Lian Li, the O11 Vision , so check it out. Going for 64GB of RAM for a build like this is perfectly reasonable. Just buy the recommended memory kit twice, so you’ll get 4x16GB instead of 2x16GB of RAM. An alternative is getting a 2X32GB kit, so you’ll still get 2 open slots for upgrades down the road, and you can potentially reach higher speeds (this is more important for Intel CPU builds than AMD). If you need more storage for regular use and gaming, just get another of the SSDs mentioned in this build. If you need a lot more storage, you may be interested in an HDD, which although much slower, is quite a bit cheaper if you need to archive large amounts of data, and access speed isn’t important. Frequently Asked Questions (FAQ) Last revised: July 28, 2025. Provide feedback here . Q: Should I get AMD Ryzen or Intel Core? For the highest end gaming, AMD is currently king, with the 9800X3D, 7800X3D and 9950X3D CPUs. Intel still has very competent CPUs like the 14700K and 14900K, which can also be a good choice depending on the price you can get them for. At the mid-end, there are good choices for both, but AMD has taken the lead with their 7600X CPU. At the low end, there are also good choices for both. The Ryzen 5600 and 5600X can sometimes be bought for a bargain, while the Intel 12400F is very competent and can be priced extremely well in some markets too. Q: Should I get an AMD Radeon RX or NVIDIA GeForce GTX/RTX? In general, you can find good choices in both brands at most price points. However, the ultimate gaming experience is held by an NVIDIA GEFORCE RTX 5090. It is not cheap, though. There are some subtle differences outside of performance: NVIDIA has a noticeably better video encoder, and is therefore a better option for streaming and for video editing (but you should check if the software you are using will take advantage of it). NVIDIA GPUS can make use of DLSS and Frame Generation and tends to be much more competent in the Ray Tracing department, although AMD has lately made big strides with their FSR technologies as well. Don't care about brands? Pick your price point and check benchmarks of the GPUs in that range, particularly in the games you want to play. Q: Should I get Intel Arc? Intel Arc is the latest player in the GPU market, however, it comes with some drawbacks. For starters, Resizable BAR is a requirement for Arc due to the memory subsystem. Without ReBAR enabled, Intel Arc will experience poor performance and stuttering, so be sure to activate it if you get one. Furthermore, Intel Arc does not do well with older games using APIs such as DX9 and DX11, and will suffer a performance regression compared to similarly priced AMD and NVIDIA cards. Finally, Intel Arc offers AV1 encoding for a cheap price, making this a valuable option for content creators and streamers. It is also really well priced, so do consider it, depending on your use case. Q: Do I need an SSD? Yes! Do not buy a PC without an SSD, and if you currently own any PC or laptops that doesn't have it, upgrade ASAP. Your Operating system should be installed on an SSD, and preferably also any games and software you use daily. The only thing that should maybe be in HDDS are large amounts of data that you need to archive and not access often. Think of decades worth of photographs you seldom open, lots of movies that you may have saved over the years, etc. SSDs improve the load times in day-to-day usage. Loading Windows, Firefox, or Word, for example, are another order of magnitude faster For gaming, SSDs noticeably decrease loading times, although they don’t tend to do much for the actual in game performance. Refer to this video to see the difference in real-time. Q: Why don't you include an Operating System? There are far too many options when it comes to choosing and obtaining an OS. For  Linux , there are a plethora of amazing, fast, and free distributions like Ubuntu, Fedora, Linux Mint, Debian, Pop!_OS, etc. If you don't have a working Windows license, you can still run Windows with the condition that you see an "Activate Windows" watermark and you are not allowed to personalize your computer. (e.g. changing the wallpaper). It will work perfectly fine otherwise, and it will update just like if you did have a working license. Q: Where can I get a Windows or Linux installation USB? For Windows, you can use Windows Media Creation Tool . For Linux, you download the disc image (.iso) then write it to a USB using a tool such as Balena Etcher . Check the website of whatever distro you’d like to use and you will most likely have instructions there. Q: Any tips on installing Windows in offline mode / how to avoid it refusing to install if you can’t install wifi/lan drivers? Yes. For some reason Microsoft has decided that you either need to connect to ethernet or have wifi on (which seldom works because drivers aren’t installed) when you boot Windows for the first time. To avoid it try this: in the screen where it asks you to connect to the internet, press SHIFT+F10. Then write this in the prompt that appeared: start ms-cxh:localonly Press Enter, and it should allow you to continue with an offline account. Q: How about the privacy and spying issues with Windows? First of all, if you use an Android phone or perhaps have a Facebook account, you can probably stop worrying now, as you can rest assured that Google and Facebook have taken away more of your privacy than Windows ever will. Also do keep in mind that a lot of people, including government gencies and large corporations all around the world, do get by with Windows. Fully disabling telemetry (without potentially breaking anything) is not possible on consumer Windows editions without embarking on an excruciating quest of figuring out how to disable every single little part of Windows that can send telemetry. The only real way of disabling telemetry is upgrading to any version of Windows intended for Enterprises (Education, Enterprise, IoT Enterprise, any LTSC edition) and using the Local Group Policy Editor to enable the "Allow Telemetry" (or "Allow Diagnostic Data in Windows 11) policy and set it to "0 - Security (Enterprise Only)". Q: Why don't you include an optical drive? Because this isn't 2012, and aside from installing the operating system (sometimes not even then), an optical drive is a dead and obsolete piece of technology. The PC industry has long since migrated completely to the faster, cheaper, and simpler digital distribution method. Also, keep in mind that you can always buy a portable external USB one later down the line when you really need it. Q: Why don't you include a keyboard and mouse in each build? Keyboards and mice are a tough thing to include since the majority of people have one or the other already, sometimes even both. If they don't, it's still a bit too subjective to just point people to a single keyboard and mouse. There's a lot of options out there for keyboards (mechanical, rubber dome, backlighting, size, noise, etc) as well as mice (laser, optical, wireless, etc). Q: Why don't you include a monitor in the builds? Consoles don't come with displays, and neither should these individual builds. Displays are a separate thing. For example, you can hook your PC up to your existing monitor or TV just like you could with a console. Monitors (and TVs) vary extensively, and it would be a bit unfair to try and predict what someone's needs and preference would be. Q: Overclocking, yes or no? TLDR: If possible, yes, although nowadays it doesn't matter quite as much as in the past. Undervolting when done right can decrease your temperatures and power consumption while maintaining or increasing performance, so consider that too. You don't have to worry too much about this, and many people won't touch their stock settings at all. Long answer: It always depends on each individual product, as not everything can be overclocked, and overclocking also follows the diminishing return formula. In addition, not all products are overclockable. You can't, for example, overclock a Hard Drive. You also can't (through regular means) overclock an Intel CPU that's not a K-series (e.g i7-13700 is not overclockable, i7-13700K is overclockable) Q: How do I perform a BIOS Flashback? Performing a BIOS Flashback allows you to update your BIOS on compatible motherboards without needing an older generation CPU. First, you need to download the latest BIOS from the manufacturer's website and load it on to a FAT32 formatted USB flash drive (smaller flash drives work better). Be sure to rename it to what your motherboard manufacturer specifies (for MSI motherboards, rename the file to MSI.ROM and when prompted, change the file extension). Next, with only power connected to the motherboard, insert the USB flash drive into the motherboard's port for BIOS Flashback and press the BIOS flashback button. Wait for the BIOS update to complete (the process may take up to 5 minutes or so) and then once completed, the LED will stop flashing and you can then disconnect your flash drive and install your components. Q: What if I need wireless internet connectivity? All of our builds come with motherboards with built-in WiFi 6, 6E or 7. For the best speeds and latency, always consider connecting your PC with an ethernet cable straight to your router, if that’s possible, although wireless connections are also very, very good nowadays. Further Help and Contact Questions, comments, concerns related to the page or the builds? If you want to visit the builds subreddits, go to r/PCBBuilds or r/PCMasterRaceBuilds . To just simply message us click here for an integrated contact form! . Do not PM us for build requests, if you have a build request, please make a thread in r/pcmasterrace , r/PCBuilds or r/PcMasterRaceBuilds ! You can also always consult your final draft with r/PCMasterRace ! Meet some of our builders PCMR has a diverse team of people, and some of our mods get involved with all parts of it. However, here are some of the people who usually help out more with our builds. Many of them gather in our Discord , where we also have channels dedicated to build help. Pedro Pedro is everywhere, in one form or another. The-Big-Noob I have a deep passion for computing and gaming. I began my journey with gaming at a young age, starting with a Super Nintendo and later transitioning to gaming on my PC when my father introduced our family to a computer around the age of 8. Over the past 20 years, I’ve been immersing myself in PC gaming, and I don’t see this passion waning anytime soon. Computing has always come naturally to me. At just 12, I was building our first family computer, and by 13, I was setting up Apache web servers and creating websites. This early fascination with technology led me to pursue a Bachelor’s degree in Management Information Systems and eventually carve out a career as a platform engineer. I’ve been an active member of the PCMR community for many years, spending much of my time there as a moderator on their Discord server. I genuinely enjoy being part of this passionate computing community and helping others navigate their way into the world of tech. Moomin Boomin My interest sparked during the pandemic, watching hardware reviews and even taking a swing at opening laptops up. I still make the mistake of flipping the PSU switch, but I don’t get discouraged when building. ~ Peripheral enthusiast and penny pincher of PCMR, you can usually catch me scraping dollars for someone’s rig. Always happy to find you some deals! Darkm0nt I first encountered PC hardware with my dad's OptiPlex in 2009 and from that point I had a passing interest in tech. It wasn't until high school I developed a further interest in computer hardware and it's among my biggest hobbies. Amateur overclocker in the making. Feel free to talk to me about memory related questions should you feel the need. I go by mustafaezic/Darkmont on Discord and you can most often find me in the PCMR server though I'm in many other communities. Featured Nov 12, 2025 GEFORCE SEASONS OF RTX - WIN AWESOME PRIZES AND STEAM CASH Nov 12, 2025 Nov 12, 2025 Nov 7, 2025 WOLED Gaming Monitor Review (LG Ultragear 32GS95UV) Nov 7, 2025 Nov 7, 2025 Oct 10, 2025 Battlefield 6 celebration and Giveaway Oct 10, 2025 Oct 10, 2025 Oct 4, 2025 Connecting 3-pin vs 4-pin fans Oct 4, 2025 Oct 4, 2025 Sep 22, 2025 WORLDWIDE PC GIVEAWAY Sep 22, 2025 Sep 22, 2025 Sep 15, 2025 MSI x PCMR GIVEAWAY - Built As One Sep 15, 2025 Sep 15, 2025 Aug 18, 2025 Gamescom 2025 kickoff - GeForce On Community Update and Win a RTX 5080! Aug 18, 2025 Aug 18, 2025 Aug 14, 2025 LG is cooking some new (4th generation) w(oled) displays Aug 14, 2025 Aug 14, 2025 Aug 12, 2025 The Evolution of monitor display technology Aug 12, 2025 TN vs VA vs IPS vs OLED and more. Aug 12, 2025 Jul 11, 2025 30 Years of ASUS graphics cards - Celebration and Giveaway Jul 11, 2025 Jul 11, 2025 Jul 8, 2025 GEFORCE Summer of RTX Jul 8, 2025 50 days and just as many awards to win: GPUs, steam codes and goodies! Jul 8, 2025 Jun 13, 2025 MSI x PCMR DADS&GRADS GIVEAWAY - WIN A FULL PATH OF EXILE PC BUILD Jun 13, 2025 Jun 13, 2025 Jun 3, 2025 HAVN has some pretty cool cases at Computex 2025 Jun 3, 2025 Jun 3, 2025 May 30, 2025 Worldwide Giveaway time! - MSI Build for Glory. We've teamed up to give awesome bundles of MSI hardware and goodies to several lucky winners! May 30, 2025 May 30, 2025 May 15, 2025 DOOM: The Dark Age is out! Join the event and win game keys, A custom doom RTX 5080 AND MORE! (EVENT OVER) May 15, 2025 May 15, 2025 Apr 16, 2025 PCMR FAQ: Case components Apr 16, 2025 Where should you place your case fans? How about the AIO tube position, does it matter at all? Apr 16, 2025 Apr 13, 2025 RGB Guide Apr 13, 2025 With more and more stuff coming with RGB lighting, it can be hard to figure out what might or might not work Apr 13, 2025 Apr 13, 2025 RGB - The Final Frontier Apr 13, 2025 It doesn't matter if you like it or hate it, RGB is here and kind of everywhere. Here are the most popular ways to capitalize on the trend. Apr 13, 2025 Apr 13, 2025 Key resellers and what they mean for you Apr 13, 2025 Buying your game keys from unreputable sellers can be dangerous. Apr 13, 2025 Apr 13, 2025 Tempered glass in PC Cases and why it breaks - FAQ Apr 13, 2025 Tempered glass is a strong and safe option that allows you to see and protect your beautiful PC, but the nature of its strength is also its weakness. Apr 13, 2025 Mar 31, 2025 MSI X PCMR GIVEAWAY - THE VANGUARD HAS ARRIVED Mar 31, 2025 16k worth of MSI hardware and extra prizes. Mar 31, 2025 Jan 26, 2025 RTX 5090 Benchmarks Jan 26, 2025 The new #1 with a price that knows it. Jan 26, 2025 Jan 20, 2025 RTX 5090 UNBOXING Jan 20, 2025 Jan 20, 2025 Dec 24, 2024 IN MEMORIAM - GORDON MAH UNG Dec 24, 2024 Dec 24, 2024 Oct 11, 2024 The Lian Li O11 VISION COMPACT is here! PCMR case collab V2! Oct 11, 2024 Oct 11, 2024 Jul 5, 2024 G.Skill @ Computex 2024 Jul 5, 2024 Jul 5, 2024 Jun 29, 2024 MSI @ COMPUTEX 2024 Jun 29, 2024 Jun 29, 2024 Oct 26, 2022 PCMR FAQ: 12VHPWR AND ITS ISSUES Oct 26, 2022 Oct 26, 2022 Sep 11, 2022 #Projectbeyond Sep 11, 2022 Sep 11, 2022 Aug 22, 2022 ASUS/ROG X670E GAMESCOM22 LAUNCH EVENT Aug 22, 2022 Aug 22, 2022 May your framerates be high, and your temperatures low
2026-01-13T08:47:51
https://claude.com/solutions/agents
AI agents | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Solutions Solutions / Agents Explore here Ask questions about this page Copy as markdown Make AI agents your unfair advantage Make AI agents your unfair advantage With Claude, you can build AI agents that plan, act, and collaborate more effectively. Start building Start building Start building Contact sales Contact sales Contact sales Powerful, collaborative, and safe AI agents Get superior reasoning and human-quality responses. Best model for AI agents Claude outperforms other models in AI agent scenarios from customer support to coding. AI agents with a human touch Claude’s conversational style leads to true collaboration between AI agents and users. AI that protects your brand Claude ranks highest on honesty, jailbreak resistance, and brand safety. Building effective agents What the Anthropic Engineering team has learned from working with customers and building agents ourselves. Read more Read more Read more 3x Reduction in code churn Prev Prev Next Next Build AI agents with the Claude Developer Platform Integrate Claude’s powerful AI capabilities into your apps and deliver production-grade agents faster. View prompt View prompt View prompt Existing prompt Classify all customer support tickets into the most relevant category. Here is the list of categories to choose from: {{CATEGORY_LIST}} Here is the content of the support ticket: {{TICKET_CONTENT}} What would you like to improve? Please include a rationale for the classification. You are an AI assistant specialized in classifying customer support tickets. Your task is to analyze the content of a given ticket and assign it to the most appropriate category from a predefined list. You will also provide reasoning for your classification decision. First, let's review the available categories: <category_list> {{CATEGORY_LIST}} </category_list> Now, here is the content of the support ticket you need to classify: <ticket_content> {{TICKET_CONTENT}} </ticket_content> Please follow these steps to complete the task: – Carefully read and analyze the ticket content. – Consider how the content relates to each of the available categories. – Choose the most appropriate category for the ticket. – Provide a detailed explanation of your reasoning process. Use the following structure for your response: <classification_analysis> In this section, break down your thought process: – Quote the most relevant parts of the ticket content. – List each category and note how it relates to the ticket content. – For each category, provide arguments for and against classifying the ticket into that category. – Rank the top 3 most likely categories. </classification_analysis> <classification> <category>Your chosen category goes here</category> <reasoning>A concise summary of your reasoning for choosing this category</reasoning> </classification> Remember to be thorough in your analysis and clear in your explanation. Your goal is to provide an accurate classification with well-supported reasoning. Deliver more effective
AI agents Build agents and workflows with our API Test and refine prompts in the Workbench Build frontier capabilities into your agents Empower any developer to build AI agents Collaborate with Claude on coding tasks Claude Code is an agentic tool where developers work with Claude directly from their terminal—delegating tasks from code migrations to bug fixes. Learn more Learn more Learn more See why industry leaders
choose Claude Start building Start building Start building See customer stories See customer stories See customer stories "Claude Opus 4.5 delivers high-quality code and excels at powering heavy-duty agentic workflows with GitHub Copilot. Early testing shows it surpasses internal coding benchmarks while cutting token usage in half, and is especially well-suited for tasks like code migration and code refactoring." Mario Rodriguez, Chief Product Officer, GitHub "We've found that Opus 4.5 excels at interpreting what users actually want, producing shareable content on the first try. Combined with its speed, token efficiency, and surprisingly low cost, it's the first time we're making Opus available in Notion Agent." Sarah Sachs, AI Lead Engineer “Opus models have always been “the real SOTA” but have been cost prohibitive in the past. Claude Opus 4.5 is now at a price point where it can be your go-to model for most tasks. It’s the clear winner and exhibits the best frontier task planning and tool calling we’ve seen yet.” Jeff Wang, CEO, Windsurf Everything you need to 
succeed with Claude Start building Start building Start building See how other companies are building AI agents with Claude See how other companies are building AI agents with Claude See how other companies are building AI agents with Claude Customer stories Customer stories Customer stories Building effective agents Building effective agents Building effective agents Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Get started with our API Get started with our API Get started with our API Developer docs Developer docs Developer docs Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! 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2026-01-13T08:47:51
https://docs.claude.com/
Documentation - Claude Docs Loading... Developer Guide API Reference MCP Resources Release Notes English Log in Search... ⌘K First steps Intro to Claude Quickstart Models & pricing Models overview Choosing a model What's new in Claude 4.5 Migrating to Claude 4.5 Model deprecations Pricing Build with Claude Features overview Using the Messages API Context windows Prompting best practices Capabilities Prompt caching Context editing Extended thinking Effort Streaming Messages Batch processing Citations Multilingual support Token counting Embeddings Vision PDF support Files API Search results Structured outputs Tools Overview How to implement tool use Fine-grained tool streaming Bash tool Code execution tool Programmatic tool calling Computer use tool Text editor tool Web fetch tool Web search tool Memory tool Tool search tool Agent Skills Overview Quickstart Best practices Using Skills with the API Agent SDK Overview Quickstart TypeScript SDK TypeScript V2 (preview) Python SDK Migration Guide Guides MCP in the API MCP connector Remote MCP servers Claude on 3rd-party platforms Amazon Bedrock Microsoft Foundry Vertex AI Prompt engineering Overview Prompt generator Use prompt templates Prompt improver Be clear and direct Use examples (multishot prompting) Let Claude think (CoT) Use XML tags Give Claude a role (system prompts) Prefill Claude's response Chain complex prompts Long context tips Extended thinking tips Test & evaluate Define success criteria Develop test cases Using the Evaluation Tool Reducing latency Strengthen guardrails Reduce hallucinations Increase output consistency Mitigate jailbreaks Streaming refusals Reduce prompt leak Keep Claude in character Administration and monitoring Admin API overview Workspaces Usage and Cost API Claude Code Analytics API Console Log in Home Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Loading... Solutions AI agents Code modernization Coding Customer support Education Financial services Government Life sciences Partners Amazon Bedrock Google Cloud's Vertex AI Learn Blog Catalog Courses Use cases Connectors Customer stories Engineering at Anthropic Events Powered by Claude Service partners Startups program Company Anthropic Careers Economic Futures Research News Responsible Scaling Policy Security and compliance Transparency Learn Blog Catalog Courses Use cases Connectors Customer stories Engineering at Anthropic Events Powered by Claude Service partners Startups program Help and security Availability Status Support Discord Terms and policies Privacy policy Responsible disclosure policy Terms of service: Commercial Terms of service: Consumer Usage policy Build with Claude Learn how to get started with the Claude Developer Platform and Claude Code. Ask Claude about docs... ⌘K Claude Developer Platform Get started Make your first API call in minutes. Features overview Explore the advanced features and capabilities now available in Claude. What's new in Claude 4.5 Discover the latest advancements in Claude 4.5 models. API reference Integrate and scale using our API and SDKs. Claude Console Craft and test powerful prompts directly in your browser. Release notes Learn about changes and new features in the Claude Developer Platform. Claude Code Claude Code quickstart Get started with Claude Code. Claude Code reference Consult the Claude Code reference documentation for details on feature implementation and configuration. Claude Code changelog Learn about changes and new features in Claude Code. Learning resources Anthropic Courses Explore Anthropic's educational courses and projects. Claude Cookbook See replicable code samples and implementations. Claude Quickstarts Deployable applications built with our API.
2026-01-13T08:47:51
https://topenddevs.com/podcasts/adventures-in-devops/episodes/devops-as-a-service-with-benjamin-johnson-devops-155
DevOps as a Service with Benjamin Johnson - DevOps 155 - Adventures in DevOps - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in DevOps RSS Feed Spotify Apple Podcasts YouTube Amazon Music DevOps as a Service with Benjamin Johnson - DevOps 155 Published: March 25, 2023 Download DevOps as a Service with Benjamin Johnson - DevOps 155 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Jonathan Hall • Will Button • Benjamin Johnson Show Notes Benjamin Johnson is the CEO and Founder of Particle41. He joins the show alongside Jonathan and Will to talk about his company. He starts off as he shares his journey in establishing and maintaining Particle41. Additionally, he talks about how they use DevOps as a service and how they meet their client's needs.  On YouTube DevOps as a Service with Benjamin Johnson - DevOps 155 Sponsors Porkbun.com | DevOps   Developer Book Club starting   Become a Top 1% Dev with a Top End Devs Membership Links Get Your Next Technology Project to Market with Particle41 Socials Benjamin Johnson LinkedIn Benjamin Johnson Picks Benjamin - Atomic Habits Jonathan - Cup o' Go Will - We stand to save $7m over five years from our cloud exit © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved.
2026-01-13T08:47:51
https://replit.com/customers
Customer Stories - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Customer Stories Get inspired and simplify your work life & boost productivity. Get Replit Free How Rokt built 135 internal applications in 24 hours with Replit Global ecommerce leader Rokt empowered 700+ employees to build 135 internal apps in a single day using Replit, transforming internal operations at scale "I sat there on an iPad mini and I deployed a fully functional end-to-end application with Google OAuth in about a day. And I have no background in engineering. That was my 'holy shit' moment where I said, 'My goodness, I can't believe I just did that.'" — Jon Humphrey, SVP of Solutions and Operations, Rokt Ecommerce All Stories Consumer Software Financial Services Healthcare Real Estate Legal Logistics Ecommerce Norstella and Replit Team Up to Accelerate Innovation and Optimize Commercial Processes with AI Healthcare Software ​​​​‌‍​‍​‍‌‍‌​‍‌‍‍‌‌‍‌‌‍‍‌‌‍‍​‍​‍​‍‍​‍​‍‌​‌‍​‌‌‍‍‌‍‍‌‌‌​‌‍‌​‍‍‌‍‍‌‌‍​‍​‍​‍​​‍​‍‌‍‍​‌​‍‌‍‌‌‌‍‌‍​‍​‍​‍‍​‍​‍‌‍‍​‌‌​‌‌​‌​​​‍‍​‍​‍‌‍​‌‍‌‍​‌‍​‌‌‍​‌‍‍​‌‍‌​‌‌​​‍‍​​​​​​​​​‍‌‍‍‌‌‍‍‌‌​‌‍‌‌‌‍‍‌‌​​‍‌‍‌‌‌‍‌​‌‍‍‌‌‌​​‍‌‍‌‌‍‌‍‌​‌‍‌‌​‌‌​​‌​‍‌‍‌‌‌​‌‍‌‌‌‍‍‌‌​‌‍​‌‌‌​‌‍‍‌‌‍‌‍‍​‍‌‍‍‌‌‍‌​​‌​​‌​​​‍​​​‍​‌​‌‌‍​‌​‍​​‍‌​‍‌‌‍​​‌​​​‍‌​‌​​‌‍‌‍‌‍​​​‍‌​‍‌​‍‌​​‌​​​​‍‌​‍​​‌‌‌‍​‍​​​​​​‌​‍‌‌‍‌‍​‍‌​‌​‌‍​‍​​‍‌‌​‌‍‌‌​​‌‍‌‌​‌‌​​‌‍​‌‌‍‌‌‍‌‌​‍‌​​‌‍​‌‌‌​‌‍‍​​‌‌‍‌‌‍‌‍‌​‌‌‌‌‍​‌‍‌‌‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌​‌‍​‍‌‍‌​​​‍​‌‌‌‍​‍​​‍‌‍​‌‌‍‌‍​‌‍​​‍​‍​​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌‍‌‌‍‌‍‌​‌‌‌‌‍​‌‍‌‌‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌​‌‍​‌‌‍​​‍‌​‌‍​‌‍​​​‌‍‌​​‌‌‍‌​​‍‌​‌‍​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌​‌‌​‌‍‌​‍‌‍‌‌​​‌‍​‌‌​‍‌‍‌​‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌‍​​‌​​​‌‍‌‌​‍​​​​​‌‌​‌‌‍‌‌‌‍‌‍​‌​‍​‌‍‌‍‌‍​‍​‌‌‌‍‌‍​‌​​​​​​‌‌‍​‌​‌‍‌‍‌‌​‍‌‌‍‌​‌‍‌‍​‌‍​​‍‌‍​​‌‌​‍‌​‍‌​‌‍​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌‍‍‌‌‍‌‌‍​‌‌‍‌‌‍‌‌​‍‍‌‍​‌‌‍​‌‌​‌‌‌​‌‍‌‌‌‍​‌‌​​‌‍​‍‌‍​‌‌​‌‍‌‌‌‌‌‌‌​‍‌‍​​‌‌‍‍​‌‌​‌‌​‌​​​‍‌‌​​‌​​‌​‍‌‌​​‍‌​‌‍​‍‌‌​​‍‌​‌‍‌‍​‌‍‌‍​‌‍​‌‌‍​‌‍‍​‌‍‌​‌‌​​‍‌‌​​‌​​‌​​​​​​​​​‍‌‍‌‍‍‌‌‍‌​​‌​​‌​​​‍​​​‍​‌​‌‌‍​‌​‍​​‍‌​‍‌‌‍​​‌​​​‍‌​‌​​‌‍‌‍‌‍​​​‍‌​‍‌​‍‌​​‌​​​​‍‌​‍​​‌‌‌‍​‍​​​​​​‌​‍‌‌‍‌‍​‍‌​‌​‌‍​‍​​‍‌‍‌‌​‌‍‌‌​​‌‍‌‌​‌‌​​‌‍​‌‌‍‌‌‍‌‌​‍‌‍‌​​‌‍​‌‌‌​‌‍‍​​‌‌‍‌‌‍‌‍‌​‌‌‌‌‍​‌‍‌‌‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌​‌‍​‍‌‍‌​​​‍​‌‌‌‍​‍​​‍‌‍​‌‌‍‌‍​‌‍​​‍​‍​​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌‍‌‌‍‌‍‌​‌‌‌‌‍​‌‍‌‌‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌​‌‍​‌‌‍​​‍‌​‌‍​‌‍​​​‌‍‌​​‌‌‍‌​​‍‌​‌‍​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌​‌‌​‌‍‌​‍‌‍‌‌​​‌‍​‌‌​‍‌‍‌​‌​​‍‌‌​‌‌‌​​‍‌‌‌‍‍‌‍‌‌‌‍‌​‍‌‌​​‌​‌​​‍‌‌​​‌​‌​​‍‌‌​​‍​​‍​‌‍​​‌​​​‌‍‌‌​‍​​​​​‌‌​‌‌‍‌‌‌‍‌‍​‌​‍​‌‍‌‍‌‍​‍​‌‌‌‍‌‍​‌​​​​​​‌‌‍​‌​‌‍‌‍‌‌​‍‌‌‍‌​‌‍‌‍​‌‍​​‍‌‍​​‌‌​‍‌​‍‌​‌‍​‍‌‌​​‍​​‍​‍‌‌​‌‌‌​‌​​‍‍‌‍‍‌‌‍‌‌‍​‌‌‍‌‌‍‌‌​‍‍‌‍​‌‌‍​‌‌​‌‌‌​‌‍‌‌‌‍​‌‌​Hg increases productivity by 6x Financial Services How Plaid Built a Production SLA Dashboard with Replit Agent Financial Services Greenleaf builds custom CRM, saving tens of thousands of dollars Financial Services Real Estate Jason Lemkin Transforms SaaStr with Replit: 7 Apps in production in 3 Months Software How a $60M media company saves $1.2 million and empowers non-developers to build apps How BatchData's Chief Growth Officer built enterprise-grade tools in hours, not months Software Real Estate How Zinus Saves $140,000+ and Cuts Development Time by 50% with Replit Consumer Building a Six-Figure Business in Days, Not Years: How GenAIPI Used Replit Agent to Transform AI Education Consumer From zero code to complete healthcare platform: Dr. Fahim Hussain's 4-day journey with Replit Agent Healthcare From Idea to 17x Growth: How Spellbook Created a Prototype on Replit and Raised Funding Legal AllFly Creates Production-Ready Software with Replit Logistics Consumer National retail chain transforms service operations with custom service portals Ecommerce Consumer Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/teams
Replit Teams – Software creation for modern teams Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Software Creation for modern teams Whether you're prototyping or launching production-ready apps, Replit lets you securely vibe code with your team—with database, auth, and deployment built in. Get started with your team Unlimited Collaboration Develop collaboratively with your team. Get up to 50 viewer seats for viewers to review your apps. Centralized Billing & Role Based Access Controls Role based Access Controls ensure you have control over access levels of every member on your team. Choose from between Admin, Editor and Viewer roles. Private Deployments Turn on authentication for your apps with a single toggle—no code edits required. Private Deployments automatically add a Replit sign-in screen to your app and restrict access to approved members of your organization. Ideal for Internal tools Beta or pre-launch projects Apps that handle sensitive data Keep your work secure and share it only with the people who need it. Trusted by teams around the globe From scrappy startups to established Enterprises With a successful prototype built on Replit, our business, product, and engineering teams can align quickly and at a level of detail way beyond spreadsheet assumptions. Rapid prototypes shift the dialog from 'Should we?' to 'How should we?'” — Chris Stevens, SpotHero CHIEF MARKETING OFFICER We have shipped 8 applications to production that would have never made it there if not for Replit. I have coded more in the past 12 months than the previous 10 years because it makes it so easy to get started. We can just focus on building ideas.” — Max Miner, SkillsEngine DIRECTOR OF PRODUCT & DESIGN Using Replit Teams, we've been able to cut our development time significantly, allowing us to focus more on creativity and less on infrastructure. It's like having a full engineering team at our fingertips.” — Randall Bennett, Bolt Foundry CHIEF EXECUTIVE OFFICER From rapidly prototyping MVPs to building internal tools or customer facing apps, the possibilities are endless Replit’s got everything you need to make building & launching your app a breeze — build & refine your apps through conversing with Agent. Every Replit app comes with a built in database, user-authentication, integrations and Enterprise Grade security. Rapid Prototyping Rapidly prototype your product ideas for customer demos and feedback. Launch it as production ready app or hand it off to engineering for continued development. Internal Tools Build that perfect tool you always wanted and simplify your workflow and increase your productivity. Customer Facing Apps Build new, production-ready apps for your customers much faster via faster prototyping and more seamless handoff from product to engineering teams. Empower your Product, Design & Business teams to bring their ideas to life Product Teams Quickly prototype and test your product ideas with clickable prototypes to speed up customer demos, gather feedback faster, and dramatically shorten your product development cycle. Don’t just hand off a PRD to engineering—hand off working source code. Designers Bring your Figma designs to life and simplify that developer handoff by building out a clickable prototype. Now your designs can be transferred to product with perfect fidelity. Sales & Marketing Teams Build that perfect tool you always wanted and simplify your workflow and increase productivity. Where you want to analyze sales call transcripts or generate quick landing pages for marketing, you can do it all with a Replit app. Operations Teams Build that perfect tool you always wanted and simplify your workflow and increase productivity. Where you want to build a custom dashboard to analyze support tickets, or a procurement tool, you can build it all with a Replit app. Questions? Contact sales First Name (required) Last Name (required) Work Email (required) Phone Number (optional) Message (optional) Contact Sales What are you waiting for? Get started with your team Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://buttondown.com/hillelwayne/archive/the-liskov-substitution-principle-does-more-than/
The Liskov Substitution Principle does more than you think • Buttondown Computer Things Archives Search archives... Subscribe January 6, 2026 The Liskov Substitution Principle does more than you think It's more than just the L in SOLID! Happy New Year! I'm done with the newsletter hiatus and am going to try updating weekly again. To ease into things a bit, I'll try to keep posts a little more off the cuff and casual for a while, at least until Logic for Programmers is done. Speaking of which, v0.13 should be out by the end of this month. So for this newsletter I want to talk about the Liskov Substitution Principle (LSP). Last week I read A SOLID Load of Bull by cryptographer Loupe Vaillant, where he argues the SOLID principles of OOP are not worth following. He makes an exception for LSP, but also claims that it's "just subtyping" and further: If I were trying really hard to be negative about the Liskov substitution principle, I would stress that it only applies when inheritance is involved , and inheritance is strongly discouraged anyway. LSP is more interesting than that! In the original paper, A Behavioral Notion of Subtyping , Barbara Liskov and Jeannette Wing start by defining a "correct" subtyping as follows: Subtype Requirement: Let ϕ(x) be a property provable about objects x of type T. Then ϕ(y) should be true for objects y of type S where S is a subtype of T. From then on, the paper determine what guarantees that a subtype is correct. 1 They identify three conditions: Each of the subtype's methods has the same or weaker preconditions and the same or stronger postconditions as the corresponding supertype method. 2 The subtype satisfies all state invariants of the supertype. The subtype satisfies all "history properties" of the supertype. 3 e.g. if a supertype has an immutable field, the subtype cannot make it mutable. (Later, Elisa Baniassad and Alexander Summers would realize these are equivalent to "the subtype passes all black-box tests designed for the supertype", which I wrote a little bit more about here .) I want to focus on the first rule about preconditions and postconditions. This refers to the method's contract . For a function f , f.Pre is what must be true going into the function, and f.Post is what the function guarantees on execution. A canonical example is square root: sqrt.Pre(x) = x >= 0 sqrt.Post(x, out) = out >= 0 && out*out == x Mathematically we would write this as all x: f.Pre(x) => f.Post(x) (where => is the implication operator ). If that relation holds for all x , we say the function is "correct". With this definition we can actually formally deduce the first subtyping requirement. Let caller be some code that uses a method, which we will call super , and let both caller and super be correct. Then we know the following statements are true: 1. caller.Pre && stuff => super.Pre 2. super.Pre => super.Post 3. super.Post && more_stuff => caller.Post Now let's say we substitute super with sub , which is also correct. Here is what we now know is true: 1. caller.Pre => super.Pre - 2. super.Pre => super.Post + 2. sub.Pre => sub.Post 3. super.Post => caller.Post When is caller still correct? When we can fill in the "gaps" in the chain, aka if super.Pre => sub.Pre and sub.Post => super.Post . In other words, if sub 's preconditions are weaker than (or equivalent to) super 's preconditions and if sub 's postconditions are stronger than (or equivalent to) super 's postconditions. Notice that I never actually said sub was from a subtype of super ! The LSP conditions (at least, the contract rule of LSP) doesn't just apply to subtypes but can be applied in any situation where we substitute a function or block of code for another. Subtyping is a common place where this happens, but by no means the only! We can also substitute across time.Any time we modify some code's behavior, we are effectively substituting the new version in for the old version, and so the new version's contract must be compatible with the old version's to guarantee no existing code is broken. For example, say we maintain an API or function with two required inputs, X and Y , and one optional input, Z . Making Z required strengthens the precondition ("input must have Z" is stronger than "input may have Z"), so potentially breaks existing users of our API. Making Y optional weakens the precondition ("input may have Y" is weaker than "input must have Y"), so is guaranteed to be compatible. (This also underpins The robustness principle : "be conservative in what you send, be liberal in what you accept".) Now the dark side of all this is Hyrum's Law . In the below code, are new 's postconditions stronger than old 's postconditions? def old (): return { "a" : "foo" , "b" : "bar" } def new (): return { "a" : "foo" , "b" : "bar" , "c" : "baz" } On a first appearance, this is a strengthened postcondition: out.contains_keys([a, b, c]) => out.contains_keys([a, b]) . But now someone does this: my_dict = { "c" : "blat" } my_dict |= new () assert my_dict [ c ] == "blat" Oh no, their code now breaks! They saw old had the postcondition " out does NOT contain "c" as a key", and then wrote their code expecting that postcondition. In a sense, any change the postcondition can potentially break someone . "All observable behaviors of your system will be depended on by somebody", as Hyrum's Law puts it. So we need to be explicit in what our postconditions actually are, and properties of the output that are not part of our explicit postconditions are subject to be violated on the next version. You'll break people's workflows but you also have grounds to say "I warned you". Overall, Liskov and Wing did their work in the context of subtyping, but the principles are more widely applicable, certainly to more than just the use of inheritance. Though they restrict it to just safety properties .  ↩ The paper lists a couple of other authors as introduce the idea of "contra/covariance rules", but part of being "off-the-cuff and casual" means not diving into every referenced paper. So they might have gotten the pre/postconditions thing from an earlier author, dunno for sure!  ↩ I believe that this is equivalent to the formal methods notion of a refinement .  ↩ If you're reading this on the web, you can subscribe here . Updates are once a week. My main website is here . My new book, Logic for Programmers , is now in early access! Get it here . Don't miss what's next. Subscribe to Computer Things: Subscribe Join the discussion: A anon January 8, 2026, midnight Mathematically we would write this as all x: f.Pre(x) => f.Post(x) Shouldn't it be all x: f.Pre(x) => f.Post(x, f(x)) ? Reply Report A anon January 8, 2026, morning Further, in your examples with old and new functions - they don't have any postconditions, because you don't state any. For example, in Dafny, you have to be explicit about them, and you may want to omit certain pre/postconditions (to not overload the spec, or simply because they are implementation details). If the spec for old said !out.contains_keys('c') , and the spec for new removed this clause, then it would have a weaker postcondition. Likewise, if old didn't mention it and new guaranteed the presence of 'c' in keys, then new would have stronger postconditions. You really must be explicit about what you promise, not just what you return. Though, if you want to guarantee that both functions return the same value for all inputs, that can often be done as well. Reply Report C Hillel Wayne Author January 8, 2026, morning That's the point I was trying to make: without explicitly listing your postconditions, users are free to infer whatever postconditions they want, making any kind of non-breaking change to the postconditions impossible. Every emacs update breaks someone's workflow, as they say! Reply Report Delete Add a comment: Comment and Subscribe Share this email: Share on Facebook Share on LinkedIn Share on Hacker News Share on Bluesky Powered by Buttondown , the easiest way to start and grow your newsletter.
2026-01-13T08:47:51
https://www.npopov.com/2026/01/11/LLVM-The-bad-parts.html#fnref: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 .
2026-01-13T08:47:51
https://www.reddit.com/r/netflix/comments/1pf1glb/netflix_to_acquire_warner_bros_following_the/
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2026-01-13T08:47:51
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
2026-01-13T08:47:51
https://developers.reddit.com/apps/ignorit-app
Ignore new reports on old submissions | Reddit for Developers Readme Ignorit Ignorit allows communities to automatically ignore report submitted by users on post older than a specified age. Provides an option to automatically approve content that has been reported past the cutoff, eliminating mod queue clutter. Usage Ignorit will automatically act when a report has been submitted. Just set your preferences, and the app will run without intervention. Changelog 1.0 - One-point-oh release: Found the thumb drive with my code Lots of refactoring and effiencies in the codebase Fixed a major bug that re-approved admin-removed submissions Fixed various other bugs that appeared as a result of refactoring Added Experimental Settings to prevent action on submissions with certain report types and thresholds. 0.21 - Initial release. About this app zigbigidorlu Creator App identifier ignorit-app Version 1.0.0 Send feedback Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved. Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved.
2026-01-13T08:47:51
https://developers.reddit.com/apps/modmailtodiscord
Modmail To Discord or Slack | Reddit for Developers Readme Reddit Modmail To Discord or Slack A Devvit (Reddit's Developer Platform) app that instantly sends incoming and outgoing modmails from your subreddit's modmail to a Discord or Slack webhook. Sends the message, sender, participant information, & other relevant information to the webhook payload. This app is 100% open source. Check out the source code on GitHub . Screenshots Discord Slack Setup Instructions Discord Get Discord Webhook URL : You'll need to generate a Discord Webhook URL from channel settings. You can learn how to get webhook URLs from this guide or detailed instructions on how to generate Discord Webhook URL can be found below. Discord Webhook URLs look like this: https://discord.com/api/webhooks/1234567880123/38823ax30320bx_d83289324Q . Instructions on How to Get Discord Webhook URL: Create a Discord Webhook: - Open or create a Discord server where you have the necessary permissions. - Go to the channel where you want the webhook to send messages. - Right-click on the channel name and select "Edit Channel." Navigate to Integrations: - In the channel settings, find the "Webhooks" option under the Integrations tab in the left-hand menu. - Click on "Webhooks" to access the webhook settings. Create a New Webhook: - Click the "Create Webhook" button. - Customize the webhook by giving it a name, setting the profile picture (optional), and choosing the channel where it will send messages. - Once configured, click the "Save" or "Create" button. Copy the Webhook URL: - After creating the webhook, you'll see a section with the webhook URL. - Click on the "Copy" button next to the webhook URL to save it to your clipboard. Put The URL In Your App Settings : After you've obtained the webhook URL, you'll need to put it in the app settings. App settings can be found at https://developers.reddit.com/r/insert-your-subreddit-name-here/apps/modmailtodiscord/ . After putting the Webhook URL in the text-box - click on the Save Changes button. Slack Get Slack Webhook URL : You'll need to obtain a Webhook URL to send the messages to a particular channel of your workspace - here's a guide on how to obtain the Slack Webhook URL. Slack Webhook URLs look like https://hooks.slack.com/services/T00000000/B00000000/XXXXXXXXXXXXXXXXXXXXXXXX . Put The URL In Your App Settings : After you have obtained the webhook URL, you'll need to put it in the app settings. App settings can be found at https://developers.reddit.com/r/insert-your-subreddit-name-here/apps/modmailtodiscord/ . After putting the Webhook URL in the text-box - click on the Save Changes button. Details The app sends all incoming and outgoing modmails from your subreddit's modmail to your Discord/Slack channel through webhooks. Here are the details the app currently sends (more to be added soon): Modmail Subject - The subject of the modmail (incoming or outgoing) Modmail Link - The link of the modmail thread, the app sends https://mod.reddit.com/all/{conversation-ID-here} links Author - Author of the modmail message or the latest message in the modmail thread Body - Sends the message body in Markdown Participant - The participant of the modmail conversation (most of the times it'll be the user, unless it's a mod discussion or a subreddit to subreddit conversation) Participating As - What the user is participating as, whether as participant_user or as moderator Changelog Latest Version: Added a feature to which helps to differentiate between regular messages and private mod notes. Added ignore-list which helps mods to ignore messages from certain users/mods. Added discord role-ping feature. Mod discussion syncing setting. Fix Discord embed character limit issue. Previous Versions: Add setting for app to ignore outgoing modmail messages by mods and not send them to the webhook Declutter Discord & Slack embed Add support for more Discord webhook URLs (Canary, PTB, etc.) Contributions Feel free to contribute and improve this project. Pull requests and issues are always welcome. License This source code is licensed under MIT License . About this app ni5arga Creator App identifier modmailtodiscord Version 0.0.22 Send feedback Terms and conditions Privacy policy Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved. Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved.
2026-01-13T08:47:51
https://www.npopov.com/2020/05/10/Make-LLVM-fast-again.html
Make LLVM fast again Blog by nikic . Find me on GitHub , StackOverflow , Twitter and Mastodon . Learn more about me . « Back to article overview. Make LLVM fast again 10. May 2020 The front page of the LLVM website proudly claims that: Clang is an “LLVM native” C/C++/Objective-C compiler, which aims to deliver amazingly fast compiles […] I’m not sure whether this has been true in the past, but it certainly isn’t true now. Each LLVM release is a few percent slower than the last. LLVM 10 put some extra effort in this area, and somehow managed to make Rust compilation a whole 10% slower , for as yet unknown reasons. One might argue that this is expected, as the optimization pipeline is continuously being improved, and more aggressive optimizations have higher compile-time requirements. While that may be true, I don’t think it is a desirable trend: For the most part, optimization is already “good enough”, and additional optimizations have the unfortunate trend to trade large compile-time increases for very minor (and/or very rare) improvements to run-time performance. The larger problem is that LLVM simply does not track compile-time regressions. While LNT tracks run-time performance over time, the same is not being done for compile-time or memory usage. The end result is that patches introduce unintentional compile-time regressions that go unnoticed, and can no longer be easily identified by the time the next release rolls out. Tracking LLVM compile-time performance The first priority then is to make sure that we can identify regressions accurately and in a timely manner. Rust does this by running a set of benchmarks on every merge, with the data available on perf.rust-lang.org . Additionally, it is possible to run benchmarks against pull requests using the @rust-timer bot. This helps evaluate changes that are intended to improve compile-time performance, or are suspected of having non-trivial compile-time cost. I have set up a similar service for LLVM, with the results viewable at llvm-compile-time-tracker.com . Probably the most interesting part are the relative instructions and max-rss graphs, which show the percentual change relative to a baseline. I want to briefly describe the setup here. The measurements are based on CTMark , which is a collection of some larger programs that are part of the LLVM test suite. These were added as part of a previous attempt to track compile-time. For every tested commit, the programs are compiled in three different configurations : O3 , ReleaseThinLTO and ReleaseLTO-g . All of these use -O3 in three different LTO configurations (none, thin and fat), with the last one also enabling debuginfo generation. Compilation and linking statistics are gathered using perf (most of them), GNU time (max-rss and wall-time) and size (binary size). The following statistics are available: instructions (stable and useful) max-rss (stable and useful) task-clock (way too noisy) cycles (noisy) branches (stable) branch-misses (noisy) wall-time (way too noisy) size-total (completely stable) size-text (completely stable) size-data (completely stable) size-bss (completely stable) The most useful statistics are instructions, max-rss and size-total/size-text, and these are the only ones I really look at. “instructions” is a stable proxy metric for compile-time. Instructions retired is not a perfect metric, because it discounts issues like cache/memory latency, branch misprediction and ILP, but most of the performance problems affecting LLVM tend to be simpler than that. The actual time metrics task-clock and wall-time are too noisy to be useful and also undergo “seasonal variation”. This could be mitigated by running benchmarks many times, but I don’t have the compute capacity to do that. Instructions retired on the other hand is very stable, and allows us to confidently identify compile-time changes as small as 0.1%. Max-rss is the maximum resident set size, which is one possible measure of memory usage (a surprisingly hard concept to pin down). In aggregate, this metric is also relatively stable, with the exception of the ThinLTO configuration. The binary size metrics are not really useful to judge compile time, but they do help to identify whether a change has impact on codegen. A compile-time regression that results in a code-size change is at least doing something . And the amount and structure of IR during optimization can have a significant impact on compile-time. Different benchmarks have different variance. The detailed comparison pages for individual commits, like this max-rss comparison , highlight changes in red/green that are likely to be significant. Highlighting starts at 3 sigma (no color) and ends at 4 sigma (a clear red/green). The highlighting has no relation to the size of the change, only to its significance. Sometimes a 0.1% change is significant, and sometimes a 10% change is not significant. In addition to the three configurations, the comparison view also shows link-only data for the ThinLTO/LTO configurations, as these tend to be a build bottleneck. It’s also possible to show data for all the individual files (the “per-file details” checkbox). The benchmark server communicates exclusively over Git: Whenever it is idle, it fetches the master branch of LLVM upstream, as well as any branches starting with perf/ from a number of additional LLVM forks on GitHub. These perf/ branches can be used to run experiments without committing to upstream. If anyone is interested in doing LLVM compile-time work, I can easily add additional forks to listen to. After measurements have been performed, the data is pushed to the llvm-compile-time-data repository, which stores the raw data. The website displays data from that repository. The server this runs on only has 2 cores, so a full LLVM build can take more than two hours. For smaller changes, building LLVM from ccache and compiling the benchmarks takes about 20 minutes. This is too slow to test every single commit, but we don’t really need to do that, as long as we automatically bisect any ranges with significant changes. Compile-time improvements Since I started tracking, the geomean compile-time on CTMark has been reduced by 8-9%, as the following graph shows. Most compile-time improvements and regressions tend to be small, with only few large jumps. A change of 0.25% is already worth looking at. A change of 1% is large. In the following I’ll describe some of the improvements that I have implemented over the last few weeks. The largest one, and a complete outlier in terms of impact, was switching string attributes to use a map , which gave a 3% improvement . Attributes in LLVM come in two forms: Enum attributes, which are predefined (e.g. nonnull or dereferenceable ), and string attributes, which can be free-form ( "use-soft-float"="true" ). While enum attributes are stored in a bitset for efficient lookup, string attributes are only accessible by scanning through the whole attribute list and comparing attribute names one by one. As Clang tends to generate quite a few function attributes (20 enum and string attributes are normal) this has a large cost, especially when it comes to lookup of attributes which are not actually set. The patch introduces an additional map from name to attribute to make this lookup more efficient. A related change that is still under review is to convert the "null-pointer-is-valid" string attribute into an enum attribute, which will give another 0.4% improvement. This is one of the most commonly queried string attributes, because it influences pointer semantics fundamentally. One common source of performance issues in LLVM are computeKnownBits() queries. These are recursive queries that determine whether any bits of a value are known to be zero or one. While the query is depth-limited, it can still explore quite a few instructions. There’s two ways to optimize this: Make the query cheaper, or make less calls to it. To make the query cheaper, the most useful technique is to skip additional recursive queries if we already know that we cannot further improve the result. Short-circuiting GEP calculations gives us a 0.65% improvement . Getelementptr essentially adds type-scaled offsets to a pointer. If we don’t know any bits of the base pointer, we shouldn’t bother computing bits of the offsets. Doing the same for add/sub instructions gives a more modest 0.3% improvement . Of course, it is best if we can avoid calling computeKnownBits() calls in the first place. InstCombine used to perform a known bits calculation for each instruction, in the hope that all bits are known and the instruction can be folded to a constant. Predictably, this happens only very rarely, but takes up a lot of compile-time. Removing this fold resulted in a 1% improvement . This required a good bit of groundwork to ensure that all useful cases really are covered by other folds. More recently, I’ve removed the same fold in InstSimplify , for another 0.8% improvement . Using a SmallDenseMap in hot LazyValueInfo code resulted in a 0.5% improvement . This prevents an allocation for a map that usually only has one element. While looking into sqlite3 memory profiles, I noticed that the ReachingDefAnalysis machine pass dominated peak memory usage, which I did not expect. The core problem is that it stores information for each register unit (about 170 on x86) for each machine basic block (about 3000 for this test case). I applied a number of optimizations to this code, but two had the largest effect: First, avoiding full reprocessing of loops , which was a 0.4% compile-time improvement and 1% memory usage improvement on sqlite. This is based on the observation that we don’t need to recompute instruction defs twice, it is enough to propagate the already computed information across blocks. Second, storing reaching definitions inside a TinyPtrVector instead of a SmallVector, which was a 3.3% memory usage improvement on sqlite. The TinyPtrVector represents zero or one reaching definitions (by far the most common) in 8 bytes, while the SmallVector used 24 bytes. Changing MCExpr to use subclass data was a 2% memory usage improvement for the LTO with debuginfo link step. This change made previously unused padding bytes in MCExpr available for use by subclasses. Finally, clearing value handles in BPI was a 2.5% memory usage improvement on the sqlite benchmark. This was a plain bug in analysis management. One significant compile-time improvement that I did not work on is the removal of waymarking in LLVMs use-list implementation. This was a 1% improvement to compile-time, but also a 2-3% memory usage regression on some benchmarks. Waymarking was previously employed to avoid explicitly storing the user (or “parent”) corresponding to a use. Instead, the position of the user was encoded in the alignment bits of the use-list pointers (across multiple pointers). This was a space-time tradeoff and reportedly resulted in major memory usage reduction when it was originally introduced. Nowadays, the memory usage saving appears to be much smaller, resulting in the removal of this mechanism. (The cynic in me thinks that the impact is lower now, because everything else uses much more memory.) Of course, there were also other improvements during this time, but this is the main one that jumped out. Regressions prevented Actively improving compile-times is only half of the equation, we also need to make sure that regressions are reverted or mitigated. Here are some regressions that did not happen: A change to the dominator tree implementation caused a 3% regression . This was reverted due to build failures, but I also reported the regression. To be honest I don’t really understand what this change does. A seemingly harmless TargetLoweringInfo change resulted in a 0.4% regression . It turned out that this was caused by querying a new "veclib" string attribute in hot code, and this was the original motivation for the attribute improvement mentioned previously. This change was also reverted for unrelated reasons, but should have much smaller performance impact when it relands. A change to the SmallVector implementation caused a 1% regression to compile-time and memory usage. This patch changed SmallVector to use uintptr_t size and capacity for small element types like char , while normally uint32_t is used to save space. It turned out that this regression was caused by moving the vector grow implementation for POD types into the header, which (naturally) resulted in excessive inlining. The memory usage did not increase because SmallVectors take up more space, but because the clang binary size increased so much. An improved version of the change was later reapplied with essentially no impact. The emission of alignment attributes for sret parameters in clang caused a 1.4% regression on a single benchmark . It turned out that this was caused by the emission of alignment-preserving assumptions during inlining. These assumptions provide little practical benefit, while both increasing compile-time and pessimizing optimizations (this is a general LLVM issue in the process of being addressed with a new operand-bundle based assumption system). We previously ran into this issue with Rust and disabled the functionality there, because rustc emits alignment information absolutely everywhere. This is contrary to Clang, which only emits alignment for exception cases. The referenced sret change is the first deviation from that approach, and thus also the first time alignment assumptions became a problem. This regression was mitigated by disabling alignment assumptions by default. One regression that I failed to prevent is a steady increase in max-rss. This increase is caused primarily by an increase in clang binary size. I have only started tracking this recently (see the clang binary size graph ) and in that time binary size increased by nearly 2%. This has been caused by the addition of builtins for ARM SVE, such as this commit . I’m not familiar with the builtins tablegen system and don’t know if they can be represented more compactly. Conclusion I can’t say a 10% improvement is making LLVM fast again, we would need a 10x improvement for it to deserve that label. But it’s a start… One key problem here is the choice of benchmarks. These are C/C++ programs compiled with Clang, which generates very different IR from rustc. Improvements for one may not translate to improvements for the other. Changes that are neutral for one may be large regressions for the other. It might make sense to include some rustc bitcode outputs in CTMark to give non-Clang frontends better representation. I think there is still quite a lot of low-hanging fruit when it comes to LLVM compile-time improvements. There’s also some larger ongoing efforts that have mostly stalled, such as the migration to the new pass manager, the migration towards opaque pointers (which will eliminate many bitcast instructions), or the NewGVN pass. Conversely, there are some ongoing efforts that might make for large compile-time regressions when they do get enabled, such as the attributor framework, the knowledge retention framework and MemorySSA-based DSE. We’ll see how things look by the time of the LLVM 11 release. If you liked this article, you may want to browse my other articles or follow me on Twitter or Mastodon .
2026-01-13T08:47:51
https://agileinaction.com/agile-in-action-podcast/2023/07/04/introducing-network-after-work-and-the-virtual-ai-summit.html
The Agile in Action with Bill Raymond Podcast Home Learn More Sponsors Listen now Introducing Network After Work and the Virtual AI Summit Jul 4, 2023 • Bill Raymond Tatiana Maldonado, COO, Network After Work 🌎 Tatiana on LinkedIn 🌎 Network After Work 🗓️ Bill's free Virtual AI Presentation at the AI Summit on July 18, 2023 at 1:00 pm Eastern Time About this podcast episode 🎙️ Small teams with big dreams get the work done! 💡🚀🏆🎉 👉 Featuring a plug for Bill Raymond’s upcoming AI Virtual Summit We are delighted to have Tatiana Maldonado, COO at Network After Work, on today’s podcast to speak about teamwork, networking, and running a small business. Network After Work is a small business with a small team, serving 87 cities with thousands of members. They help individuals, small businesses, and large corporations network to get work done and form lasting business relationships. Tatiana and Bill pull back the curtain to discuss how the team runs at Network After Work. Since Bill will speak at Network After Work’s upcoming AI Summit, we will share how we use AI to be more productive. In this podcast, you will learn the following: ✅ Tatiana’s role as COO at Network After Work ✅ The history of Network After Work ✅ How teams must work from a place of trust ✅ The mindset for hiring people into your team 🎉 How we use AI to get work done faster 👇 Sign up now for free access to Bill’s How to Maximize AI Virtual Summit . 👇 Join Bill Raymond at the free Network After Work Virtual AI Presentation at the AI Summit on July 18, 2023 at 1:00 pm Eastern Time Transcript (transcripts are auto-generated, so please excuse the brevity) [00:00:00] Podcast intro clip [00:00:00] Bill Raymond: This is the Agile In Action Podcast, and we do love to talk about teams. Could you share a little bit about how you all manage your work together? [00:00:09] Tatiana Maldonado: We don’t have anything fancy, right? So like people use. I don’t even know what they’re called. They click up, monday.com, all that good stuff. And those are all great, especially if you have a larger team. But you know, there’s really three of us. So there’s James, he’s the owner, then there’s me and I run the operations, and then there’s Justine So she helps book all of the venues that we are at across the country. And we’re all in different cities. But we pretty much work really seamlessly together because we all have our task. And I just wanna say it would never work if we didn’t trust each other. Because if you don’t trust each other within a company, or even if you have a small business, if you don’t trust your other workers and you’re constantly looking over them and looking over them, nothing’s gonna get done. [00:00:51] Intro [00:00:51] Speaker: Welcome to the Agile in Action Podcast with Bill Raymond. Bill will explore how business disruptors are adopting agile techniques to gain a competitive advantage in this fast-paced technology driven market. [00:01:04] Bill Raymond: Welcome to the podcast. Today I’m joined by Tatiana Maldonado, COO of Network After Work. Hi Tatiana, how are you today? [00:01:13] Tatiana Maldonado: I’m well, how are you? Thanks for having me on. [00:01:15] Bill Raymond: Yeah, I’m really looking forward to the conversation. We’re going to introduce the audience to Network After Work, and I learned about your organization because you had reached out to me to do a conversation. You’re having a AI Virtual Summit, and I’ve been learning a lot about AI and how that affects business leaders. And so I’ve been working on a deck and I said, you know what? I’ll present it here with you first. And I really appreciate you reaching out to me, and I’m excited that we can do this podcast together. [00:01:43] Tatiana Maldonado: Yeah, I’m excited too. You know, AI is one of those topics that people either know about it or they got no clue about anything, which that’s me, right? No clue. So I reach out to nice speakers like you who want to help business owners grow in certain industries. [00:01:59] Bill Raymond: Yeah, and this is exciting and I’m looking forward to it. And in this podcast, we’ll talk a little bit about what the conversation is towards the end. I’d really like this to be a conversation about you and network after work.So with that, could we just get started by you introducing yourself a little bit? [00:02:15] Tatiana Maldonado: Yeah, of course. So as he said, I’m Tatiana and I’m the COO of network after work. And I’ve been with network after work for about nine years now. And just a little bit about network after work. It’s an all-in-one networking community. We are founded on the basis of networking and getting business owners and professionals together to expand their network. So we do in-person events, virtual events, as well as summits, webinars, peer groups, all sorts of stuff to kind of get all entrepreneurs, solopreneurs, uh, business professionals, small business owners, large business corporations together to grow. [00:02:51] Bill Raymond: It’s a great networking event and I’ve just been catching up on some of the work you all have been doing, and I think you’re doing some great work for the community. Could you give a little history about network after work? [00:03:02] Tatiana Maldonado: Of course. Yeah. So Network after work was the founders is are is James Miller as well as his wife Samantha. And they found a network after work in Chicago. So the very first city was Chicago and that was. In-person events and at some point it started to expand and now we’re at across 87 cities, nationally. So we do large city, small cities. we’re in LA, San Francisco, Birmingham. Pretty much any city that you can recognize we’re probably in. So that’s where it originated. And as we grew, let’s see, COVID hit of course. So killing, in-person networking events just because, bars, restaurants were c losed. we weren’t really allowed to go out and, conversate face-to-face. So with that happening, we then, shifted. So well, if we can’t meet in person, we can meet online. And with that shift, we were able to hold virtual, networking events, which we still do we still give the option to host virtual networking events, which is still a great platform because you are now not only able to meet someone, say in Wisconsin where I’m at, but now you can meet someone nationally, especially if you’re a business trying to take it, across through the other states. So we now still keep virtual networking events, but then we also wanted to give business owners and entrepreneurs a way to continue to grow throughout the pandemic. And so we really expanded on our virtual summits and webinars, which are all free for people to watch. And it just helps them grow in different topics. social media, business growth, email marketing, anything you can think of that helps grow your business is a summit or webinar topic that we host. And I’d like to talk a little bit more about those topics in just a moment. What is the value people get out of these events? You already talked about the ability to learn something new and they’re free, and, of course the word networking is in there, so I’m assuming this is also going to help build connections.Absolutely. So, you know, I do think that sometimes the word networking gets a bad rap. And it’s because people see the word networking and they think, I don’t wanna go to a networking event, someone’s just gonna sell me something. They’re gonna just pass me their business card and move along. I just wanted to make it clear here that networking, it’s not only about like trading information, right? It also serves as an avenue to create a long-term relationship. And networking isn’t just about making a sale, right? You can do a lot of things. You can learn something from someone else. You can go have a friendship people are networking to meet people and to have friends and have a long-term relationship. Yes, that can turn into referrals, which is a great thing for anyone’s business. It can turn into maybe a business partnership. It can turn into. For example, you and I, we met off of LinkedIn kind of networking on the messages and then now we’re here. So there’s a lot of opportunities that can come from attending a networking event. so I’m really excited to let everyone know, yes, networking is great and also you do it every day. Let’s be real, like we’re networking now. We’re just like having this great conversation. People network on LinkedIn, they network on Facebook. So I really want people to know that networking is not just about the hard sale. [00:06:07] Bill Raymond: What types of topics do you cover during these events? [00:06:10] Tatiana Maldonado: Yeah, so our online summits and webinars, we cover topics ranging anything business growth, and then we break it down, right? So we have, anything pertaining to social media. Which is a separate topic from LinkedIn. So our social media, we speak on Instagram, TikTok, all the other platforms, YouTube, how to be presentable on camera, especially in the reels age, and creating YouTube videos. And then we have our LinkedIn, which is a separate topic, and that’s because most of our business owners grow using the LinkedIn platform. So we like to keep that separate. And then we have our email marketing. So focused on email marketing, and then we have a business growth that’s all focused business growth, and that can be from start to middle to, I’m here, I’m already making millions, but I wanna make just a little bit more. So just getting that extra little boost and extra little education, because we all know education’s great when it comes to running businesses, so we want to give just a little bit extra for those business owners that are large. [00:07:11] Bill Raymond: These are types of skills, even if you’re not a small business, just building your own profile. If you’re looking for work or you’re looking to get yourself a little bit more known out there, taking courses on, taking some live webinars and networking with people on how to better improve your LinkedIn skills and social media skills, that’s probably good for anyone. [00:07:31] Tatiana Maldonado: Absolutely. I mean, you don’t even have to be a business owner to do anything related to any of these topics, right? So you can already, you could be working for someone. Marketing and say, I know nothing about LinkedIn, and my boss wants me to be on LinkedIn, so I’m gonna go learn, and then I’m gonna bring it back to my boss and say, Hey, this is what I’ve learned. Can I implement this? there’s, you should always be seeking education, is what I say. because the world is fast, it’s moving fast, and it’s telling us you gotta learn, you gotta grow. You can’t stay here if you wanna be here. [00:08:02] Bill Raymond: Now, you did mention that a lot of these events are free, but there is a membership element to this as well. Can you share what that looks like? [00:08:11] Tatiana Maldonado: Absolutely. So yes, we do want to provide that free support for people when it comes to the learning aspect of business and networking and all kinds of topics. But we also have our membership and our membership’s more inclusive, right? You joined the membership and you get access to not only any networking event across the country that’s in-person networking event I’m referencing. So if you’re in Chicago, but you’re also a traveler, you know you’re gonna be in New York. And in New York we have a networking event that week you’re free to attend as a member at no charge, across the country. But you also get access to our community group. And in that group, it’s a great group. You have access to contact other people and search them. Say, Hey, I’m looking for a copywriter, for example. I really need a copywriter to help me write some blog posts. You can go in, you can filter it by the title, the industry, and what they do. You can say blog copywriter, and then message them there, and then, If you’re looking for a new partner, you can look for partners. That way you can share your wins. the community group is there to root you on. We really wanna uplift you. So that’s support of the community. and then you get access, to all of the recordings, right? So all of our live summits and webinars, and I wanna preference live. You’re showing up live, you’re ready to learn and grow. You’re there, which I always recommend live anyways, because the speakers are gonna answer your questions right there and then, right? You get access to those speakers on the live and you have your burning question, you’re gonna get it answered. So you get access to that free. Yes. But all of the recordings are in our community group. And then in our community group you also get access to extra recordings, stuff that’s not live, stuff that’s exclusive to the community. So it’s a really good, great group. you’re gonna continue to learn and grow. You also get access to blog posts. I do two blog posts a week, and that’s on multiple topics. Anywhere from how to successfully start your morning routine to, is AI gonna take our jobs? I go into that on our blog post, and then you get done for you templates. And those templates include done for you follow up email templates, right? So you just attended a networking event, but you have no idea how to follow up with someone. Like how do I even respond? Like how do I message someone to tell me? No, thank you. So we have those done for you templates, so just to make it easier. And so you can learn and grow that way as well. [00:10:28] Bill Raymond: Where are some of these events located? Where if they’re in person? [00:10:32] Tatiana Maldonado: Yeah. again, we’re across 87 cities. I can’t name all 87 obviously at the top of my head, but we’re in any major city you can think of. So New York, Los Angeles, San Francisco, Chicago. probably almost any city in Florida that’s major. So Orlando, Tampa. Oh, Milwaukee. We’re in Minneapolis, so those are all the big cities. [00:10:53] Bill Raymond: We’re also in smaller cities, so we’re in like Birmingham. let’s see. We’re in Nashville. so many, there’s 87 cities. We’re not in Hawaii. one day we’ll get into Hawaii, but we’re basically across the, United States. Oh, that’s very cool. Yeah. listen, if you need to start a Hawaii chapter, just let me know and I’ll fly Are [00:11:10] Tatiana Maldonado: you volunteering? over. Yep. I love Hawaii. It’s one of my favorite places to go. [00:11:14] Bill Raymond: You already said that some of the members are, for example, small business owners or people that are, trying to maybe further their career. But could you maybe lay out a little bit more what the member makeup looks like? [00:11:27] Tatiana Maldonado: A majority, so let’s say like 45% are gonna be small business owners. but when I say that, it’s in any industry you can think of, right? So we have. Coaches, which is typically a small business coaches, people selling products. We have, other industries are like pharmaceutical reps. We have people in banking. We have, oh gosh, probably any industry you can think of. We have accounting, We have like aviation. We have, a realm of people in all industries. It’s not just small business owners, do small business owners, take a majority of our members. Yeah. but then you also have to think what is their business right then? Then that kind of expands. [00:12:06] Bill Raymond: I think you mentioned you’re working from various locations. This is the Agile In Action Podcast, and we do love to talk about teams and how teams work together. given the fact that you are a number of different team members running Network After Work. Could you share a little bit about how you all manage your work together? [00:12:27] Tatiana Maldonado: Yeah, absolutely. So Google Docs is our friend, our best friend. [00:12:31] Bill Raymond: We don’t have anything fancy, right? So like people use. I don’t even know what they’re called. They click up, monday.com, all that good stuff. And those are all great, especially if you have a larger team. But you know, there’s really three of us. [00:12:43] Tatiana Maldonado: So there’s James, he’s the owner, then there’s me and I run the operations, and then there’s Justine and she helps us with on the events end. So she helps book all of the venues that we are at across the country. And we’re all in different cities. So we don’t use anything. We don’t pay for a platform or any sort just because we’re so small. but we do use Google Docs, and I love Google Docs. you just organize everything there. We have our setup of, there’s calendars and Justine has her own calendar. I have my own, and James has his things and everything just gets dropped into that Google Docs. But we pretty much work really seamlessly together because we all have our task. Justine’s focused on events. Yes. If we, if she, sometimes if she’s done, she’s do you need help on anything? And yeah, we cross do things. but then I have my task and I’m overseeing everything and making sure everything’s posted. And, I do the email marketing and all that stuff. And then there’s James, of course, and he runs the whole company. So we really work seamlessly as a small group. And I just wanna say it would never work if we didn’t trust each other, because if you don’t trust each other within a company, or even if you have a small business, if you don’t trust your other workers and you’re constantly looking over them and looking over them, nothing’s gonna get done. [00:13:55] Bill Raymond: Yeah, I remember when I was my. I guess you could always say my first job, right? of course I had lots of little first jobs, [00:14:03] Tatiana Maldonado: Oh yes. [00:14:04] Bill Raymond: But one of my first little first jobs was working for a very small tech company and they, there was no trust. There were literally three people in there and I was the fourth one and I just felt like everyone was just looking over my shoulder. Trying to see what I was doing all the time. I couldn’t figure it out. And then I started to realize, even if I was, just writing some sort of an email to someone, it, it felt as if, it was, it had to go through all these different layers first, and I’m like, it’s, we’re four people here. [00:14:34] Tatiana Maldonado: Yeah. And when you know there’s no trust in your company, that’s when mistakes happen. That’s exactly when mistakes happen because you’re so focused on not making that mistake because you’re like, something’s gonna happen. Someone’s watched me, someone’s watching my email, and then you’re mistake happens because you’re way too focused on it [00:14:49] Bill Raymond: Yeah. [00:14:49] Tatiana Maldonado: And you, if there’s no trust, there’s nothing. I just, when I first started, I. I was probably the same, right? Because I came, I. From a larger place. And then I started with a smaller company. And when you’re coming from a larger place that you know, there’s not really trust and people are like really hounding you and on your back, you go to a small company and you’re like, they’re gonna do the same thing. So you’re like a robot trying to get everything done so fast and you’re trying to just be the best you can and then overachieve and overachieve. And then you blow that light bulb about right. You start running on fumes. And that’s how I did when I first started. I was like, okay, breathe. My manager trusts me and I have to show him and prove to him that I can do what I can do, so that way that trust continues. And so then you just take it from there? [00:15:31] Bill Raymond: Yeah, I think that’s great advice and it’s very simple. Trust the people you work with. [00:15:37] Tatiana Maldonado: Yes. If not, why did you hire them? [00:15:38] Bill Raymond: I am curious, like if you are going to go and hire someone, what are some of the recommendations that you would provide? [00:15:45] Tatiana Maldonado: Yeah, a higher slow, like I, is there a rush for you to hire? Because if there’s a rush, you might Pick the wrong candidate. That’s not going to vibe with you. You wanna think about that work, that workplace culture, the workplace environment, that’s probably first and foremost, right? Because if you guys aren’t on the same wavelength, it’s probably not gonna work, right? You’re gonna butt heads a lot and the last thing you want is an employee butting heads with you. As an owner, you wanted to run seamlessly. but I really think like clearly defining the job role, if you are a small business, you’re not, you’re probably not hiring 20 to 50 people, right? You’re probably hiring one to two to start so clearly define that job role. So that way if I’m applying for your job and it says my job role is email marketing, I can be the kind of person who’s okay, great. My job’s email marketing, so I have no room to open for you saying, Hey, I know you’re doing emails, but can you also help me with social media? I might tell you no, that wasn’t in my job role. So clearly define that. That’s first and foremost. Like even if you want them to do multiple things, say it, you’ll be surprised at how many people are willing to grow and learn and do multiple things, especially with a small business. And then, you know, determining your budget, those are some things you wanna keep in mind. Inflation’s real, People are asking for higher wages, right? And rightfully so. Especially with the price of living up. So think about that budget. Can you afford one person or two two people, right? If you can only do the one person, then definitely right in that job description, I may need you to do other things just so the person knows. Then there won’t be any hesitation for your employee to say, absolutely, I got you. Don’t worry about it. And then I, uh, I do wanna say, so people do have resumes, which are great. Resumes are great, but they’re not as great as the experience, right? So I can have a resume and I can look pretty darn good on paper, but your business is probably gonna run differently than what my paper looks like, right? I don’t know exactly how your business runs or what your processes are, but I’m willing to learn. So really be open-minded. Don’t just look at their resume and say, They’ve never worked on Canva before. Are they kidding me? No, throw ‘em out. But I could be like the best graphic design artist you’ve ever met in your life, right? So I think just keeping open mind, because a lot of people are out there and they have some great backgrounds. And it doesn’t always reflect on a resume anyways. [00:18:04] Bill Raymond: For sure. I can’t tell you how many times that I’ve seen the resume and I just said, this is the person I need to hire. And I was feeling like I was in a rush to get that person through that I didn’t feel like maybe we had to go through the whole process of my interviewing and another person checking on the person, seeing how they’ll interact. And sometimes you can get really, hardcore into, I have to hire this quickly, but, it’s a big mistake. If you hire the wrong person, it will. hiring fast is never a good idea. Sometimes a client will hire me and they’ll say, okay Bill, we wanna get started on this date. where is your team? And I’ll let them know. Sometimes, I, there are times when I just know that client and I know I. That I need to make sure that not only do they, do I work well with these folks, will that person work well with the client? And sometimes I need to take that a little extra time and just say, we can get started. However, the role that you’re looking for right here, it’s going to be a little bit longer because I want to make sure that I roll someone else off that I know is gonna work really well with you, and if you have that open, honest conversation, I’ve rarely ever had someone say, all right, we’re not going with you anymore. [00:19:17] Tatiana Maldonado: Again, I think that’s a really respectable trait, right? you’re thinking, do you want it done fast or do you want it done right? [00:19:23] Bill Raymond: Two things. Like how do you want it done? Do you want me, I can hire someone really fast. Yeah, I can find some really fast, but that doesn’t mean they’re gonna do the project. [00:19:30] Tatiana Maldonado: And that’s great because, keeping that open line of communication just to say, I want this to be like a great project for you. I want this to exceed all of your expectations, so I’m gonna do it the right way. And I’m gonna hire slow and hire the right person for the job. [00:19:45] Bill Raymond: Yeah, and I do think that there is times when we need to hire someone, but we’re feeling busy, so we might ask someone else to help with the intake of those resumes and maybe do an, an initial scan. And the one, one of the things that you said, that resonated with me as well, when you’re talking about, qualifications that really matter. Very often when we don’t have the time to write up a proper job description, what we do is say, you need to have this certification or that certification. [00:20:13] Tatiana Maldonado: Yeah. [00:20:14] Bill Raymond: And certainly there are times when you absolutely must for legal reasons, but for example, in our industry, right, in the project management industry, there’s the Project Management Institute has a project management professional certification. That’s not something you have to have to be a good project manager. There’s agile certifications as well that is not something that you have to have in order to be a good team member that can contribute. So I actually think that the more eyes you have on the resumes coming in and the less requirements you put down for specific certifications or absolutist things that you want on the resume, really think about if I had the right person, can I train them? If I had the right person, can they do this job? And that’s probably a better. I bet, what do they call it? The gut feel, I, I can look at this resume and say, this resonates with me and I think I need to talk to that person. [00:21:09] Tatiana Maldonado: Yeah, I never understand the certification because there’s so many certifications out there now, and it’s more just like a money grab to me, if anything. Again, unless you’re in like certain fields, like obviously I want my doctor to have a certification. I want,just for the legal, like lawyers and stuff, they have all their certifications. There’s certain points that you need it, but I just saw something and it just crossed my thing because I was like Googling AI and there was like a job posting and they came up and it’s said be ChatGPT certified. And I was like, what? What is that? What is that? It said, you’ve attended or have access to ChatGPT University. And I was like, what is that a thing? And I looked it up. I couldn’t find a university, so I have no idea what they were talking about. And I was like, I didn’t even know ChatGPT had a university like is this a random certification now? So it’s just like all those small things and you’re just like, why? Why? [00:21:59] Bill Raymond: Exactly. The whole point of chat g p T is you could just type things in and you get some sort of a response, right? So it doesn’t take that much. However, maybe there is a ChatGPT University and all apologies to those folks that are, might be out there working for them. But I will say this, it is also possible that someone asked ChatGPT to create a resume and ChatGPT made it up. [00:22:20] Tatiana Maldonado: Oh yeah, that is possible. Yeah, cuz I’ve never heard of it. But yeah, just some things that are fascinating. You just, sometimes you have to say these skills are, I do see a lot of resume or draw postings that, that say, these skills are preferred, but we’re willing to train the right people. And I think that’s your go-to, that’s your go-to line. You’re willing to train the right person. [00:22:39] Bill Raymond: Yeah. I’m glad we had this conversation because at first I said, Hey, how about we just do a quick little 15 minute podcast to, advertise what we’re doing with this virtual summit, and then you and I go talking and I was like, wow, I really like your organization, what you’re doing, and I love the atmosphere. I love the upbeat sort of, let’s keep going, things going, and the atmosphere of trust and it just really got me excited. That’s why I really wanted to have a longer conversation with you on the podcast today. [00:23:05] Tatiana Maldonado: Yeah, no, I think it’s great and because we, you do things with team building and it’s, it’s essentially everything comes together as one. And look at that. We’re networking. [00:23:14] Bill Raymond: Yeah, absolutely. And, but I would like to talk a little bit just for a short minute about this AI virtual summit that we’re doing together. First of all, could you explain what The AI Virtual Summit is? [00:23:26] Tatiana Maldonado: Absolutely. as I said earlier, we do the virtual summits and webinars. Those typically happen on Zoom. So we, as we continue to go, we’re like, what do people want? People are asking like, Hey, do you have more things that are, I just had someone ask the other day, are you having AI Summit? I was like, actually we are, people want to learn about AI. It’s the new I’m not gonna say trend cause I don’t know if that’s the right word to say, but it’s the new thing. Clearly AI is not a new concept, but for business owners it’s fairly new, especially when it comes to copywriting, graphic design and all that stuff that can help you expand your business. So we wanted to bring, this is our first AI summit, so it’s how to maximize AI Virtual Summit. It’s gonna happen on Zoom. It’s typically the platform we use and we’re gonna have two speakers for this. And I’m really excited because our first speaker, you. [00:24:14] Bill Raymond: Oh. [00:24:15] Tatiana Maldonado: Really getting go into, what is AI, right? What does it mean? What’s the difference between AI and ChatGPT? I still don’t know, so I look forward to hearing this first part. Just the basics. We really wanna make sure business owners have that basic level training of ai. Why? Because you can’t just jump into something and not know a single thing, right? You wanna have the basics. Do I really need AI for my business? Is this really gonna help me? What are the reasons why it’s gonna help me? And then our second speaker who’s Omi, he’s gonna really go in on what are the right tools for specific industries that you may need. I’m a pharmaceutical sales rep. Do I even need AI? Is there anything that it’s gonna help me with when it comes to my sales? Possibly. I don’t know. We’ll find out. So I’m really excited cause it’s our very first AI Summit. Typically we have the LinkedIn and the social media business growth. So we’re really trying to get into that AI Summit to, pinpoint how it can help small businesses and businesses in general grow. [00:25:13] Bill Raymond: Yeah, and I think it’s super important. I can’t tell you, how much AI I use every day in order to get my work done. I’m not a huge ChatGPT user. I, you know, one of the things I think is interesting with ai, and we’re not gonna get into a deep conversation about it here, but one of the things that I think is interesting is that a lot of these big things that you see right now, ChatGPT, do DALL-E, Mid Journey. All these things suck a whole bunch of data out of the internet and then reproduce the content that you’re asking it for. So one of the things that you don’t get is your own voice. And so one of the things that I am not a huge fan of when I’m working with AI is, for example, asking something to write something for me because I write in a specific way that people come to appreciate. And there’s a little bit of a sense of humor while it’s still professional. And if you read a Bill article, you know what a Bill article is, and I don’t want it to sound like some article that got spit out of a machine, which is a lot of these can do. but I can tell you that there’s a lot more that goes on in the background where you necessarily don’t even say it’s AI. You don’t necessarily say, oh, this is, I’m using an AI tool right now, but you are. For example, when we are done with this podcast, I’m going to import these files into a program that’s going to automatically create the subtitles. It’s going to automatically level all the sound for me. It’s gonna make it all sound nice. These are things that I used to have to hire a sound engineer for. And a person to type up all of the subtitles for, and now I can just do that in a matter of minutes. It’s all there now. That’s AI, and it may not be anything that’s like glorious, like ChatGPT this brand new thing in the world, but it’s all around us and I think it’s important for us to know what it is and how it works. [00:27:09] Tatiana Maldonado: I agree. And you know what? I do use AI, and I write all of our blog posts and things like that, but if I’m having some kind of block, which we all get, right? if I have a writer’s block, God, what is my next blog post gonna be about? I wrote about this, and this. I just can’t think right now. Then I’ll go into the AI and I’ll say, can you gimme 10 blog posts, ideas for entrepreneurs? And then all these ideas will come up. And I’m like, I’m reading them. I’m reading ‘em. I like that one. Now I’m gonna write about that one. So I think it’s a, it’s one of those things because either way it goes, we go into Google and we can Google give you 10 blog post ideas, and then I have to search through everything, or I can just go to the AI and they’ll just do it for me. And then you get that, writer’s block out of the way and you’re like, yes, I like that one. I’m gonna do this. Or if I have trouble, What I do like it for social media, right? So I can take one of my blog posts, I can put the link in and I can say, can you break this down and give me 10 social media posts? And then obviously you wanna always reread your work and then change some words. But I think it’s great cuz it gives you the hash hashtags. You can change the hashtags, but it gives you kind of everything to help you. A little bit more. sometimes we’re like, God, I got no idea what to write on my LinkedIn page. What am I gonna write today? And you can just break down an article, simple and easy. And it’s my articles, right? So it’s my blog post. I’m breaking down my words. It’s just breaking it down in 10 different sections. So there’s 10 different posts right there that I can use. And I just wanna say something. People are so afraid that jobs are gonna be lost. So I read something that was interesting today and it said, With AI, it was like an article saying about 85 million jobs will be lost, but 97 million jobs will be gained. So it’s just gonna shift a focus on the type of jobs, right? So one job may be lost, but they’ll still need another job to contribute to the AI function, right? I don’t know any other statistics beside that, but I think AI is good for business. I don’t know anything about any other aspect of life besides the business aspect. One, you can use AI to really help with any blocks that you have. [00:29:06] Bill Raymond: Yeah, for sure. I agree with you. I, some people’s roles will change some titles will go away, but other titles are gonna appear, as you said. [00:29:15] Tatiana Maldonado: That’s right. Yep. So learn about it now so you have it right. Learn about it. And you know, that goes with any industry. I mean, even if you’re in the medical industry, if something changes, you have to learn about it, right? You have to learn about it to continue to grow within that, industry. I used to do, I used to be in the pharmacy, so we had to have continuing education, you can’t just not continue education. If you stop your continuing education, you lost your certification. you have to keep growing. You have to keep growing with those industries. So I think that’s just what we’re doing. We’re just growing. [00:29:41] Bill Raymond: Yeah. that’s such great advice. I really appreciate the time that you spent with me today. I guess I have a few questions before we wrap up. [00:29:48] Tatiana Maldonado: All right. [00:29:48] Bill Raymond: Of course, we’re having this virtual summit, and, this podcast will live on forever, but we should speci specify exactly when this virtual summit is and how folks can access it. [00:29:59] Tatiana Maldonado: Absolutely. So the summit is gonna be Tuesday, July 18th, and that’s gonna be from 1:00 to 3:00 PM Eastern Time. So don’t forget Eastern Time. I know the time zones are all different. And we’re gonna have the two speakers and that’s gonna be via Zoom. And it’s gonna be great. And if you’re part of the community, it’s gonna be recorded so you don’t have to show up live, even though I recommend it. It’s gonna be some fun learning, especially if you’re new to AI or you’re ready to figure out if AI is even right for you. It may not be. It’s not gonna be right for everybody, but just even have that clarity, what is this thing that I’m seeing all over the place? so I think it’s gonna be a good summit to learn and grow from. [00:30:34] Bill Raymond: And did you say you use Eventbrite? [00:30:36] Tatiana Maldonado: Yes, sorry. Yes, we use Eventbrite for all of our events. We do use our website as well, https://networkafterwork.com, and you can see all the events there, but the event link’s gonna take you directly to Eventbrite. it all depends on what platform you use, but. You can find us on Eventbrite, just Google network after work or in the search bar in Eventbrite network. After work, it’ll pull up all of our events. [00:30:55] Bill Raymond: I absolutely love that app. I can just go ahead and follow the sessions I like to attend and I just get a little notification. It says, oh, here’s something coming up, and I can just say, yep, I’m interested in that, or no I’m not. Yeah, it’s a platform that’s really evolved that Eventbrite, we’ve been using it for years and it’s really gotten pretty big. Tatiana Maldonado, I really appreciate your time today. Before we wrap up, is there any way people might be able to reach out to you? Maybe if they want to talk a little bit further about this conversation or perhaps be part of network after work? [00:31:25] Tatiana Maldonado: Absolutely, and I’m always available I’m gonna do like a coffee conversation with someone that reached out to me, so I’m happy to do any Zoom. You can just reach out to me on LinkedIn. It’s the easiest way to reach out to me. It’s the number one platform that I use, especially when it comes to communicating with other people. [00:31:41] Bill Raymond: That’s great, and I will make sure that the links to this virtual summit and Tatiana’s LinkedIn link are on the https://agileinaction.com website. And of course, if you’re in a podcast app right now, just go down to the show notes, a description and those links will be there as well. Thank you so much for your time today, Tatiana. I really enjoyed it. [00:32:00] Tatiana Maldonado: Oh, I thank you for having me on, and I’m excited for the upcoming event. [00:32:04] Outro [00:32:04] Speaker: Thank you for listening to the Agile in Action Podcast with Bill Raymond. Subscribe now to stay current on the latest trends in team, organization, and agile techniques. Please take a moment to rate and comment to help us grow our community. This podcast is produced in affiliation with Cambermast LLC, and our executive producer is Reama Dagasan. If there is a topic you would like Bill to cover, contact him directly at bill.Raymond@agileinaction.com. The Agile in Action with Bill Raymond Podcast The Agile in Action with Bill Raymond Podcast bill.raymond@agileinaction.com williamraymond BillRaymond The Agile in Action Podcast with Bill Raymond serves listeners with unique perspectives of the people working tirelessly to modernize how teams work.
2026-01-13T08:47:51
https://topenddevs.com/podcasts/adventures-in-devops/episodes/stream-processing-with-chris-cooney-devops-157
Stream Processing with Chris Cooney - DevOps 157 - Adventures in DevOps - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in DevOps RSS Feed Spotify Apple Podcasts YouTube Amazon Music Stream Processing with Chris Cooney - DevOps 157 Published: April 07, 2023 Download Stream Processing with Chris Cooney - DevOps 157 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Jillian Rowe • Jonathan Hall • Will Button Show Notes Chris Cooney is a Developer Advocate who works at Coralogix. He joins the show to talk about "Stream Processing and Why it's so Important for Observability". He begins by explaining what is stream processing and its significant role. On YouTube Stream Processing with Chris Cooney - DevOps 157 Sponsors Porkbun.com | DevOps   Raygun - Application Monitoring For Web & Mobile Apps Become a Top 1% Dev with a Top End Devs Membership Links LinkedIn: Chris Cooney Twitter: @chris_cooney © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved.
2026-01-13T08:47:51
https://replit.com/customers/batchdata
BatchData — Customer Story - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building How BatchData's Chief Growth Officer built enterprise-grade tools in hours, not months Three impressive enterprise solutions collectively save his company tens of thousands of dollars annually. $62,000+ annual savings $30 to create prototype 1 hour to create a working mvp $62,000+ annual savings $30 to create prototype 1 hour to create a working mvp "I tried other app builders…they were a lot more rigid… to figure out databases and how it's going to look. Replit gets you from 0-1 in breakneck speed… If I went to my developer and said, make this, it would probably take him a week of his time. I did it in an hour or two." Preston Zeller Chief Growth Officer, BatchData Overview Preston Zeller , Chief Growth Officer of BatchData , exemplifies how business leaders can leverage Replit to build enterprise-grade solutions that would traditionally require significant development resources and budget. Over the course of several months, Preston created three impressive applications that collectively save his company tens of thousands of dollars annually: A full-featured CPQ system with authentication, role-based permissions, custom product SKUs, and automated approval workflows — functionality that would easily cost $50,000+/year if purchased from vendors like Salesforce or Conga. A social listening platform that replaces $12,000+/year enterprise solutions for just $30 in build costs Professional real estate calculators that would have taken his developer a week to build, completed in 1-2 hours But Preston's journey to these remarkable results began with familiar operational challenges that were slowing down BatchData's innovation. The challenge BatchData , a real estate data and technology company in the PropTech space, faced several operational challenges. As Chief Growth Officer overseeing sales, marketing, and revenue operations, Preston Zeller identified three critical pain points: Complex quote generation : Their sales team was struggling with an antiquated quoting process for custom API products and data delivery. "Our sales guys are often really stuck in looking at this huge data dictionary, deciphering what they might need," Preston explained. "There has to be a better way." Developer resource constraints : With limited development resources, Preston needed a way to build solutions without distracting his technical team from core product work. Choosing Replit Preston had experimented with other app builders but found them too rigid. "It needed to be more malleable versus like, OK, I need a database and then I need to figure out how it's going to look." Replit stood out for several key reasons: Full-stack simplicity : "The full stack and deploy feature, database feature, and all that kind of being wrapped into one, which is a missing component of some of the other ones" Speed to market : "Speed and efficiency is of high value. If I can create something that is guided by a good idea and refine it in a shorter period of time, why not?" Development flexibility : The ability to iterate quickly without complex integrations or lengthy development cycles Building with Replit Preston built three major applications that transformed Batch Data's operations: 1. Enterprise CPQ (Configure Price Quote) system A fully-featured quote generation platform with: Complex product configuration for tiered subscription packages Multi-stage approval workflows with Slack notifications Client management and user permissions Custom pricing logic for bulk data and per-record pricing Professional PDF quote generation with company branding 2. Real estate investment calculators suite A collection of professional-grade calculators including DSCR, fix-and-flip, and ROI calculators with PDF export functionality, tooltips for technical terms, and color-coded results based on performance brackets. 3. Social Pulse — AI-powered social listening tool A comprehensive social monitoring system that tracks competitor mentions across Reddit, YouTube, and Twitter, with intelligent filtering by subreddit and keyword targeting. The tool pushes notifications directly to Slack and includes sentiment analysis. Value realized The impact is substantial: 💰 Massive cost savings CPQ system: $250 total build cost vs $50,000+/year enterprise solutions = $50K+ annual savings Social listening: $30/month vs $1,000+/month enterprise tools = $12K+ annual savings ⚡ Dramatic time savings Sales team efficiency: Streamlined quote generation eliminates hours of manual work per quote Real estate calculators: Built in 1—2 hours vs 1 week of developer time 🎯 Get more value with exactly what you need "Building these tools in Replit allows for flexibility to work specifically for our organization while not overpaying for features we'll never use due to being locked in by vendors' rigid pricing and packaging." Preston built exactly what his team needed without paying for enterprise bloat. 🚀 Competitive advantage The social listening tool enables proactive competitor engagement, while the CPQ system provides professional quotes that close deals faster. Looking forward Preston sees Replit as enabling a fundamental shift in how organizations operate: "Everyone within organizations are either going to be overseeing technology chains that are working on their own, or you're going to be involved in creating and innovating those technologies." For BatchData , Replit has become the go-to platform for rapid innovation, allowing them to build custom solutions that give them a competitive edge while keeping costs minimal and iteration cycles fast. About BatchData BatchData is a real estate data and technology company in the PropTech space, providing custom API products and data delivery solutions to real estate professionals and investors. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/usecases/business-apps
Business app - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Build Business Apps tailored exactly to your needs Teams in marketing, sales, operations, legal, finance, and HR are building custom business apps tailored to their exact needs and saving hundreds of thousands on B2B SaaS costs Contact Sales Business apps for Sales & Marketing teams Sales & Marketing teams are vibe coding: CPQ tools AI Sales Coach Commission plan tracker Lead routing & scoring apps Social Listening tools Campaign analytics generator Read how our customer Batchdata did it Business apps for Operations Teams Tools Operations teams are vibe coding: Vendor Management Portal Customer Support Bots Legal Contract analyzer Learning management System Read how our customer Hg Capital did it Business apps for Product & Design teams Tools Product & Design teams are vibe coding: User Research Analysis tools Feature Request tracker Task Management tools Slack & Linear bots Read how our customer All Fly did it Tobi Lutke CEO at Shopify Super impressed by Replit's Agent v2. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/usecases/designers
Replit for Designers Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Th e f uture o f desi g n is h ere Replit empowers anyone with an idea to become a creator, while giving professional designers the freedom to creatively explore and build — without being held back by code or the limitations of design tools. Start now Vision to reality faster Turn any creative concept into an interactive, fully functional app with Replit in minutes — simply upload a mock or describe your idea. Then, create limitless variations without ever having to write a line of code. At every stage of your journey If you’re searching for new ideas, Replit Agent can spark inspiration from a blank canvas — or bring existing sketches to life if you already have a clear vision in mind. Iterate without the back and forth. Replit allows designers to play and iterate directly in the app or website, zero coding experience needed, allowing you to visualize and experiment with system level changes without having to wait for engineering resources. Why designers are switching to Replit Andrew Wilkinson Co-founder of Tiny (Dribbble, Serato, Letterboxd, AeroPress, and 35+ other companies) "I've tried them all... For a while it felt like the others created more beautiful output, but ultimately they are all converging and Replit feels like the perfect combination of just enough access to technical details/coding/deployment in addition to being insanely fast and outputting beautiful design" Mo Hassan Design Leader "As a product designer, I also appreciate Replit’s clean and addictive UI, it’s so seamless that I rarely go more than a day or two without using it. Honestly, if I could, I’d spend all day on the platform." Pietro Schirano CO-FOUNDER, EVERART "Replit extrapolates complex problems and takes care of all the mundane parts of coding." Unleash your creative genius Real time preview Agent turns static designs into interactive apps or websites in a matter of minutes, allowing you to validate ideas faster. Dynamic design systems Replit creates fully-functional, consistent systems that actually work across your entire application. Edit just by asking Instead of manually adjusting properties, just tell Agent what you want changed and watch it happen immediately. Integrated best practices The Agent integrates design best practices, open-source UI libraries, and accessibility standards — freeing you to concentrate solely on your creative vision. Collaborative design partner Replit Agent supplements your graphics, UI/UX, copy, web design, front-end, and back-end skills, letting you focus on pushing boundaries further than before. Truly interactive prototypes See your designs transform in real-time to functional products while Agent handles all technical implementation, eliminating the gap between concept and reality. From sketch to working app faster than ever 1 Share your designs 2 Watch it become real 3 Refine through interaction St a rt creati n g n o w Start building Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://developers.reddit.com/apps/modmail-userinfo
Modmail Quick User Summary | Reddit for Developers Readme When a user sends a modmail to a subreddit, this app replies to the modmail (visible to mods only) with a summary about the user including: Account age Account sitewide karma User flair If the user is flagged as NSFW Recent comment summary (subreddit name and comment count) in other subreddits The number of posts and/or comments made in your subreddit in a configurable timeframe Recently removed comments in the current subreddit Recent subreddit posts Toolbox usernotes or Reddit native mod notes Any combination of the above options can be configured. If any of them return data, then a summary will be generated. Potential use cases: If a user deletes their account, you can still find details about past interactions in modmail Quickly get context about a user's recent removed comments and subreddit posts, saving time looking through their history Check for possible brigading or other negative interactions via recent interactions in other subreddits Limitations On Desktop, Reddit always defaults to the last reply type used. This means that if a summary is generated, this will default to "Private moderator note". Unfortunately this is out of my control. The Developer Platform does not provide access to subreddit karma. If this ever changes, I will include it. If a user is shadowbanned, no useful information can be shown about the user. However, the app can tell you that the user is shadowbanned (not obvious on mobile modmail). Source Code and Licence This app is open source. You can find the code on GitHub here . Version History For earlier versions, please see the full changelog . v1.7.0 (coming soon!) Add subreddit-specific karma to output. This is enabled by default but can be turned off if you wish. v1.6.9 Allow headers to be formatted as desired - default is bold, but also supports italics and plain text. v1.6.8 Fix formatting of mod notes (removed extra * character) v1.6.7 Add option to include a user's bio text in output Add option to include social links in output About this app fsv Creator App identifier modmail-userinfo Version 1.6.11 Send feedback Terms and conditions Privacy policy Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved. Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved.
2026-01-13T08:47:51
https://replit.com/products/deployments
Publish Live Apps - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Publishing made easy Create, share, and host web apps all from the palm of your hand. Download the app on Android or iOS. Get started free Instant websites and client-side apps Publish your static site with a single click. With free usage and extremely fast publish times, you can move quickly from creation to production. 99.9% uptime with zero disruptions With Reserved VMs, take advantage of dedicated resources that prevent restarts for critical services and apps. Steady, reliable performance at the lowest possible cost Dynamic servers that automatically scale from zero up to any level of demand, for inexpensive and effortless hosting. Scheduled Publishing Scheduled publishing run your Replit App tasks on a schedule. What are you waiting for? Get Started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/customers/spellbook
Spellbook — Customer Story - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building From Idea to 17x Growth: How Spellbook Created a Prototype on Replit and Raised Funding 17x growth 30,000+ waitlist signups 3,000+ customers 17x growth 30,000+ waitlist signups 3,000+ customers "I can honestly say that if it weren't for Replit and that prototype that I was able to build in two weeks, it just wouldn't have happened. The opportunity would have perished. Someone else would have done it first... Replit for us was the way to actually do it. And it actually completely and utterly changed the trajectory of our company in a massive way." Scott Stevenson Co-founder & CEO, Spellbook The challenge: When inspiration strikes, time is everything In summer 2022, as GPT-3 emerged, Scott had a lightning-bolt moment: What if lawyers could have the same AI assistance for contracts that developers had for code? The problem? Scott was already running a company with existing customers, board meetings, and daily operations. Like most founders with mature products, he faced the brutal reality that inspiration is perishable —and the infrastructure overhead to test new ideas often kills them before they can prove their worth. "When you have customers, time becomes so scarce. Even if you're a technical founder like me with experience building software, you just don't have the time to spin up infrastructure, write all the boilerplate... It's brutally time consuming," Scott explains. "Most companies are horrible at executing on these strokes of inspiration because you just never find the time." Scott Stevenson Co-founder & CEO, Spellbook Why Replit: Cutting through the boilerplate Scott needed to move fast—before ChatGPT launched and flooded the market with competitors. Traditional development would have meant weeks of infrastructure setup, database configuration, and deployment pipelines. Time he simply didn't have. "Without Replit, this prototype just never would have happened. I would have been too busy," Scott reflects. "We're often addicted to doing the prerequisites—standing up infrastructure and boilerplate things because it feels good and certain, but boilerplate things are not valuable when you are testing new ideas (because validation is all that matters at first)." Replit eliminated all that overhead, letting Scott focus on the core idea: building AI for lawyers. Building the MVP: Two weeks that changed everything Scott needed to move fast—before ChatGPT launched and flooded the Working evenings and weekends while still running Rally, Scott used Replit to build what would become Spellbook—an AI copilot for contract review and drafting integrated directly into Microsoft Word. The prototype featured: Auto-complete for legal language similar to AI code completion Microsoft Word integration for seamless lawyer workflow GPT powered contract assistance before most people knew what generative AI could do "I built this on my own in two weeks using Replit on evenings and weekends because I still had to run the company, do board meetings, do our normal plan we were supposed to be doing," Scott says. Scott Stevenson Co-founder & CEO, Spellbook The results: From side project to major success What Scott thought would be "a cool little marketing splash" became a complete business transformation: 📈 Explosive growth stats: 30,000+ waitlist signups in just 3 months More revenue in one quarter than their previous product generated in 3 years 100+ employees and significant funding raised 17x growth over the past two years 3,000+ customers including Nestlé, Crocs, Fender, and eBay ⚡ Speed to market advantage: By launching before ChatGPT, Spellbook established itself as the first generative AI tool for lawyers—a positioning that proved crucial as the market exploded with competitors. "Without Replit, we would have come after ChatGPT and been swamped in a sea of other similar products. Us being out ahead really helped," Scott notes. The bigger picture: Radical agility in the AI age Scott's experience with Replit fundamentally changed how he thinks about innovation: "I think about all the perishable ideas in your company. You go to a CEO and say, 'You have all these ideas that no one executes on.' What if you can pitch a company where that idea you had in a board meeting today can be prototyped by this afternoon? You actually should expect that from your team." Scott's philosophy: If a new model comes out with significant capabilities, you should have it live and testing in real use cases within two days. About Spellbook Spellbook is the most complete legal AI suite for commercial lawyers, trusted by more than 3,000 law firms and in-house teams worldwide. To learn more visit: https://spellbook.legal Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://www.reddit.com/r/netsec/wiki/meetups/citysec/
Reddit - Prove your humanity Prove your humanity We’re committed to safety and security. But not for bots. Complete the challenge below and let us know you’re a real person. Reddit, Inc. © "2026". All rights reserved. User Agreement Privacy Policy Content Policy Help
2026-01-13T08:47:51
https://www.yubico.com/
Yubico | YubiKey Strong Two Factor Authentication Skip to content English Français Deutsch 日本語 Español Svenska Investors Contact Sales Resellers Support About Products Enterprise Resources Solutions 0 All YubiKeys Compare YubiKeys What is a YubiKey? Set up your YubiKey YubiKey 5 Series Learn More Buy YubiKey 5 FIPS Series Learn more Buy YubiKey Bio Series Learn more Buy Security Key Series Learn more Buy YubiHSM 2 & YubiHSM 2 FIPS Learn more Buy Accessories Learn more Buy Powerful Protection, Instant Access The original passkey, protecting everything from personal logins to global enterprise access. Discover YubiKey Explore for Business Stop Cyberattacks Block phishing, credential theft, and unauthorized access across personal and business accounts. Learn more Simplify Security Secure one account, or thousands of accounts. Easily protect data, users, and systems without slowing anyone down. Learn more Fast & Frictionless Instantly access personal apps, work tools, cloud services and more with a single tap—no passwords and no codes required. Learn more Easy To Deploy Simplify onboarding, ensure compatibility, and achieve frictionless authentication at scale with YubiKey as a Service. Learn more How It Works. Plug In & Tap YubiKey Use any USB port or NFC reader – no software to install. Instant Login Just one touch can replace passwords and codes. Stay Protected Say goodbye to phishing, takeovers, and resets. Ready to Try It? Shop YubiKeys Why our customers love us . “Deploying YubiKey to absolutely every employee to stop phishing attacks. We didn’t take three years to do it. We did it in about nine months.” Jeff Simon Senior VP & Chief Security Officer T-Mobile “The biggest benefit that Hyatt is going to receive from deploying YubiKeys is to be able to get rid of passwords in our environment.” Art Chernobrov Associate Vice President Hyatt Hotels “Legacy MFA would not offer phishing-resistance… alternatives like SMS-based authentication are just obviously not as secure.” Matthias Wagner IT Architect & Director Cybersecurity Center City of Munich Knowledge Hub How YubiKeys protect you online. GUIDE Ready To Ditch Passwords? Start Here. Read now WHITE PAPER Why Passkeys Are The Future Of Login Security Read now EBOOK Phishing-Proofing Your Enterprise Starts Here Read now WHITE PAPER Protecting Shared Workstations Without The Hassle Read now For SMBS & Individuals Shop YubiKeys Take the next step in protecting your digital life. Buy Now   Enterprise Plans Protect Your Business Deploy proactive protection at scale. Contact Sales Savings for businesses with 500+ employees Join our newsletter Distributed monthly, it includes product news, new applications, case studies, events, and discounts. Unsubscribe anytime. By subscribing you agree to our Privacy Policy . Subscribe About us About us The team Innovation history Secure it forward program Yubico blog Press Room Events Partner programs Careers Investors Products YubiKey 5 Series YubiKey 5 FIPS Series Security Key Series YubiKey Bio Series YubiHSM 2 & YubiHSM 2 FIPS Accessories Yubico Authenticator Computer login tools Software Development kits Enterprise YubiKey as a Service YubiEnterprise Delivery Contact Sales Yubico Enrollment Suite Professional Services Solutions All Solutions Initiatives Industries Use cases Technologies Resources Setting up your YubiKey Find the right YubiKey Works with YubiKey Catalog What is a YubiKey Case studies Webinars White papers and reports Documentation All downloads Support Home Support services Buying and shipping information Social LinkedIn YouTube Instagram X Facebook English Français Deutsch 日本語 Español Svenska Sitemap Cookies Legal Privacy Terms of use Accessibility Legal Imprint
2026-01-13T08:47:51
https://claude.com/solutions/education
Education | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Solutions Solutions / Education Explore here Ask questions about this page Copy as markdown Navigating AI in education together Navigating AI in education together Claude helps universities maintain academic integrity while incorporating AI tools in education, with Anthropic’s commitment to safety. Contact our Education team Contact our Education team Contact our Education team Our commitment to responsible AI in education At Anthropic, we believe AI has the power to fundamentally transform education for the better, but only if educators and universities lead the charge. We develop Claude with powerful safeguards to ensure it remains a beneficial tool for students, faculty, and administrators. Design for 
true learning We build tools that foster critical thinking through guided exploration, prioritizing deep conceptual understanding over convenient shortcuts. Ensure 
equitable access We partner with institutions to make AI-enhanced education accessible to all students, regardless of background. Protect privacy and 
ensure security We only use data to train our generative models when given permission, and we maintain security standards that meet your compliance needs. Provide transparency We share what Claude can (and can’t) do honestly, empowering you to make informed decisions about how AI fits into your educational environment. Claude for education A comprehensive university-wide plan for institutions, including its students, faculty, and staff. Contact our Education team Contact our Education team Contact our Education team For students Claude’s learning mode works like a tutor—it asks the questions that help you find the answers yourself. For educators Anthropic provides training resources and ongoing support for practical implementation. For administrators Claude helps you scale personalized support across thousands of students. How can I help? I’m writing an essay. After each paragraph I write, analyze it for 1) clarity, 2) evidence quality, 3) logic. Ask Claude Ask Claude Ask Claude How can I help? Review this grant proposal draft and suggest stronger evidence for the methodology section. Ask Claude Ask Claude Ask Claude How can I help? Create a budget narrative explaining why we need three new positions in data science. Ask Claude Ask Claude Ask Claude Prev Prev Next Next Prev Prev Next Next Resources for students, educators, and administrators Everything you need to integrate AI thoughtfully into your educational environment. AI Fluency for students Anthropic Academy AI Fluency for students AI Fluency for students AI Fluency for educators Anthropic Academy AI Fluency for educators AI Fluency for educators Teaching AI Fluency Anthropic Academy Teaching AI Fluency Teaching AI Fluency AI Fluency: Framework & Foundations Anthropic Academy AI Fluency: Framework & Foundations AI Fluency: Framework & Foundations How Claude works
for education Built to strengthen thinking, not replace it. Claude helps students and faculty develop transferable skills through guided discovery and real-world application. A thinking partner—not answer machine Claude’s learning mode represents our commitment to education's true purpose: developing capable, independent thinkers. Guides discovery rather than answering directly Develops thinking through Socratic questioning Focuses on principles instead of solutions Provides templates for research, study guides, and more View prompt View prompt View prompt Prompt > claude fix the authentication error in our login flow I'll investigate the auth error. Let me look at the relevant files. Examining auth-related files... ‍ * src/services/authService.js * src/components/Login.jsx * src/store/authSlice.js ‍ Running the login flow... ‍ Error detected: "401 Unauthorized: Token expired" ‍ Root cause: * Token refresh mechanism not handling expired tokens correctly * Refresh token missing from request header * Improper error handling for 401 responses ‍ Updating authService.js with proper refresh logic... Updating request interceptor for 401 handling... Testing the fix... ‍ * Login successful ✓ * Token refresh working ✓ * Proper redirection on expired tokens ✓ ‍ Authentication error fixed! The login flow now properly handles token expiration. Claude Code: Where students learn to code Students across disciplines need coding literacy. Claude Code works like a scaled apprenticeship, pairing with students in development environments to show how professional programmers think through real problems. Learn more Learn more Learn more Claude API for research and tools Faculty use the Claude API to accelerate research—analyzing datasets, exploring theoretical questions, and processing volumes of text. The same API enables building learning tools that ask better questions and create adaptive assignments. Learn more Learn more Learn more Connected to your educational ecosystem Apply for our fall 2025 student programs Apply now Apply now Apply now Try Claude Get to know Claude by trying a few sample prompts. Students Educators Administrators Active Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Ask Claude Ask Claude Ask Claude Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Write video scripts this is a test Anthropic Anthropic © [year] Anthropic PBC Products Claude Claude Claude Claude Code Claude Code Claude Code Max plan Max plan Max plan Team plan Team plan Team plan Enterprise plan Enterprise plan Enterprise plan Download app Download app Download app Pricing Pricing Pricing Log in Log in Log in Features Claude in Chrome Claude in Chrome Claude in Chrome Claude in Slack Claude in Slack Claude in Slack Claude in Excel Claude in Excel Claude in Excel Skills Skills Skills Models Opus Opus Opus Sonnet Sonnet Sonnet Haiku Haiku Haiku Solutions AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Customer support Customer support Customer support Education Education Education Financial services Financial services Financial services Government Government Government Healthcare Healthcare Healthcare Life sciences Life sciences Life sciences Nonprofits Nonprofits Nonprofits Claude Developer Platform Overview Overview Overview Developer docs Developer docs Developer docs Pricing Pricing Pricing Regional Compliance Regional Compliance Regional Compliance Amazon Bedrock Amazon Bedrock Amazon Bedrock Google Cloud’s Vertex AI Google Cloud’s Vertex AI Google Cloud’s Vertex AI Console login Console login Console login Learn Blog Blog Blog Claude partner network Claude partner network Claude partner network Courses Courses Courses Connectors Connectors Connectors Customer stories Customer stories Customer stories Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Events Events Events Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Startups program Startups program Startups program Tutorials Tutorials Tutorials Use cases Use cases Use cases Company Anthropic Anthropic Anthropic Careers Careers Careers Economic Futures Economic Futures Economic Futures Research Research Research News News News Responsible Scaling Policy Responsible Scaling Policy Responsible Scaling Policy Security and compliance Security and compliance Security and compliance Transparency Transparency Transparency Help and security Availability Availability Availability Status Status Status Support center Support center Support center Terms and policies Privacy choices Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy here . Customize cookie settings Reject all cookies Accept all cookies Necessary Enables security and basic functionality. Required Analytics Enables tracking of site performance. Off Marketing Enables ads personalization and tracking. Off Save preferences Privacy policy Privacy policy Privacy policy Responsible disclosure policy Responsible disclosure policy Responsible disclosure policy Terms of service: Commercial Terms of service: Commercial Terms of service: Commercial Terms of service: Consumer Terms of service: Consumer Terms of service: Consumer Usage policy Usage policy Usage policy x.com x.com LinkedIn LinkedIn YouTube YouTube Instagram Instagram English (US) English (US) 日本語 (Japan) Deutsch (Germany) Français (France) 한국어 (South Korea)
2026-01-13T08:47:51
https://replit.com/usecases/rapid-prototyping
Rapid prototyping - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Prototype rapidly. Ship quicker. Product & Design teams are rapidly prototyping their ideas and iterating on them with code bringing it to life Contact Sales Request a Hackathon First Name (required) Last Name (required) Work Email (required) Number of Attendees for Hackathon (required) Phone Number (optional) Message (optional) Request a Hackathon Rapid Prototyping Import designs from Figma You can easily import your Figma designs with a few clicks Replit Agent generates UI components that closely match your original designs You can ask Replit Agent to generate the necessary backend functionality, post-import Build & refine your prototype with Agent Prompt Replit Agent by describing the prototype you want to create. Continue refining your prototype by providing feedback to the Agent. Use Visual Editor to make direct visual edits to your app’s UI in the preview You can select elements in your app’s preview for editing Edit text directly from the preview if it’s a string in your source code or update images by swapping URLs or uploading your own files Adjust styles using intuitive controls for properties like padding, text color, and background color. Instantly preview styling & changes Kenny Totten COO & Co-founder, AllFly Replit has been a game changer for the accuracy of going from product design to real working software. It's been a real joy using the product and then we love the updates. Mason Kim Global DevOps Engineer at Zinus By choosing Replit for in-house development instead of an outside agency, we saved over $140,000 and cut our development time in half. Professional Services Director Replit Agent has transformed how our solution architects approach custom development for enterprise clients. They can now create functional prototypes without waiting for engineering resources. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://claude.com/skills
Skills | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Skills Skills Explore here Ask questions about this page Copy as markdown Teach Claude your way of working Turn your expertise, procedures, and best practices into reusable capabilities so Claude can apply them automatically, every time. Start using skills Start using skills Start using skills Play video Play video Expert output, every time Get consistent results on specialized tasks Skills give Claude details on how you want to create documents, analyze data, and automate workflows, so you get consistent outputs every time. Capture what your organization knows Package your company’s procedures, best practices, and institutional knowledge so teams work consistently and new members get expert-level results from day one. Build once, use everywhere The same skill runs across Claude.ai, Claude Code, and the API without needing to modify for each platform. Stack skills for complex work Combine skills for multi-step workflows. Claude uses what’s needed, when it’s needed—no manual selection required. How teams use skills Claude comes with built-in skills for common workflows. You can add your organization’s procedures, or build your own from scratch. Built-in workflows Claude can handle the essentials every team needs. Create Excel sheets with working formulas, Powerpoints with your branding, and more Analyze and visualize your own data Convert and transform files between formats Company-specific skills Package your organization’s knowledge so everyone gets consistent results. Apply brand guidelines or follow preferred formats in docs, meetings notes, and more Use pre-built skills for financial services , like DCF modeling and comps analysis Create industry-specific workflows, like healthcare documentation or compliance procedures Individual workflows Create skills for how you personally work. Build custom note-taking systems Make your own development workflows Create research and analysis methods for Claude to follow  Equipping agents for the real world with Agent Skills Introducing Agent Skills, a new way to build specialized agents using files and folders. Read more Read more Read more Improving frontend design through Skills Best practices for building richer, more customized frontend design with Claude and Skills. Read more Read more Read more Prev Prev Next Next Create your own Try the skill-creator skill Describe what you want, and Claude generates the folder structure, formats the SKILL.md file, and bundles your resources. Create a skill Create a skill Create a skill Prompt Can you tell me ... --- name: internal-comms description: A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.). license: Complete terms in LICENSE.txt --- ## When to use this skill To write internal communications, use this skill for: - 3P updates (Progress, Plans, Problems) - Company newsletters - FAQ responses - Status reports - Leadership updates - Project updates - Incident reports ## How to use this skill To write any internal communication: 1. **Identify the communication type** from the request 2. **Load the appropriate guideline file** from the `examples/` directory: - `examples/3p-updates.md` - For Progress/Plans/Problems team updates - `examples/company-newsletter.md` - For company-wide newsletters - `examples/faq-answers.md` - For answering frequently asked questions - `examples/general-comms.md` - For anything else that doesn't explicitly match one of the above 3. **Follow the specific instructions** in that file for formatting, tone, and content gathering If the communication type doesn't match any existing guideline, ask for clarification or more context about the desired format. ## Keywords 3P updates, company newsletter, company comms, weekly update, faqs, common questions, updates, internal comms Develop your own SKILL.md file For developers who want full control, skills are just folders with a SKILL.md file containing instructions in Markdown. Add reference files, executable scripts, or code—whatever Claude needs to do the job. Read developer docs Read developer docs Read developer docs Skills teaches Claude how to work with Box content. Users can transform stored files into PowerPoint presentations, Excel spreadsheets, and Word documents that follow their organization's standards—saving hours of effort. Yashodha Bhavnani, Head of AI With Skills, Claude works seamlessly with Notion - taking users from questions to action faster. Less prompt wrangling on complex tasks, more predictable results. MJ Felix, Product Manager Skills streamline our management accounting and finance workflows. Claude processes multiple spreadsheets, catches critical anomalies, and generates reports using our procedures. What once took a day, we can now accomplish in an hour. Yusuke Kaji, General Manager AI Canva plans to leverage Skills to customize agents and expand what they can do. This unlocks new ways to bring Canva deeper into agentic workflows—helping teams capture their unique context and create stunning, high-quality designs effortlessly. Anwar Haneef, GM & Head of Ecosystem Prev Prev 0 / 5 Next Next More resources Skills explained: How Skills compares to prompts, Projects, MCP, and subagents Skills explained: How Skills compares to prompts, Projects, MCP, and subagents Skills explained: How Skills compares to prompts, Projects, MCP, and subagents Blog Blog Blog Building Skills for Claude Code: Automating your procedural knowledge Building Skills for Claude Code: Automating your procedural knowledge Building Skills for Claude Code: Automating your procedural knowledge Blog Blog Blog How to create Skills: Key steps, limitations, and examples How to create Skills: Key steps, limitations, and examples How to create Skills: Key steps, limitations, and examples Blog Blog Blog Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Write video scripts this is a test Anthropic Anthropic © [year] Anthropic PBC Products Claude Claude Claude Claude Code Claude Code Claude Code Max plan Max plan Max plan Team plan Team plan Team plan Enterprise plan Enterprise plan Enterprise plan Download app Download app Download app Pricing Pricing Pricing Log in Log in Log in Features Claude in Chrome Claude in Chrome Claude in Chrome Claude in Slack Claude in Slack Claude in Slack Claude in Excel Claude in Excel Claude in Excel Skills Skills Skills Models Opus Opus Opus Sonnet Sonnet Sonnet Haiku Haiku Haiku Solutions AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Customer support Customer support Customer support Education Education Education Financial services Financial services Financial services Government Government Government Healthcare Healthcare Healthcare Life sciences Life sciences Life sciences Nonprofits Nonprofits Nonprofits Claude Developer Platform Overview Overview Overview Developer docs Developer docs Developer docs Pricing Pricing Pricing Regional Compliance Regional Compliance Regional Compliance Amazon Bedrock Amazon Bedrock Amazon Bedrock Google Cloud’s Vertex AI Google Cloud’s Vertex AI Google Cloud’s Vertex AI Console login Console login Console login Learn Blog Blog Blog Claude partner network Claude partner network Claude partner network Courses Courses Courses Connectors Connectors Connectors Customer stories Customer stories Customer stories Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Events Events Events Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Startups program Startups program Startups program Tutorials Tutorials Tutorials Use cases Use cases Use cases Company Anthropic Anthropic Anthropic Careers Careers Careers Economic Futures Economic Futures Economic Futures Research Research Research News News News Responsible Scaling Policy Responsible Scaling Policy Responsible Scaling Policy Security and compliance Security and compliance Security and compliance Transparency Transparency Transparency Help and security Availability Availability Availability Status Status Status Support center Support center Support center Terms and policies Privacy choices Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy here . Customize cookie settings Reject all cookies Accept all cookies Necessary Enables security and basic functionality. Required Analytics Enables tracking of site performance. Off Marketing Enables ads personalization and tracking. Off Save preferences Privacy policy Privacy policy Privacy policy Responsible disclosure policy Responsible disclosure policy Responsible disclosure policy Terms of service: Commercial Terms of service: Commercial Terms of service: Commercial Terms of service: Consumer Terms of service: Consumer Terms of service: Consumer Usage policy Usage policy Usage policy x.com x.com LinkedIn LinkedIn YouTube YouTube Instagram Instagram English (US) English (US) 日本語 (Japan) Deutsch (Germany) Français (France) 한국어 (South Korea)
2026-01-13T08:47:51
https://claude.com/contact-sales
Contact sales | Claude -------> Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Meet Claude Products Claude Claude Code Features Claude in Chrome Claude in Slack Claude in Excel Skills Models Opus Sonnet Haiku Platform Overview Developer docs Pricing Regional Compliance Console login Solutions Use cases AI agents Coding Industries Customer support Education Financial services Government Healthcare Life sciences Nonprofits Pricing Overview API Max plan Team plan Enterprise plan Learn Blog Courses Customer stories Events Tutorials Use cases Anthropic news Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Contact sales Try Claude Try Claude Try Claude Contact sales Contact sales Explore here Ask questions about this page Copy as markdown More help, right this way Browse articles, see product details, and get answers to technical questions. Visit support center Visit support center Visit support center Contact sales Our sales team can provide additional resources and support for the Claude API and Claude for Work. Transform how your organization operates with Claude Get started Get started Get started Homepage Homepage Next Next Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button Text Button Text Learn Button Text Button Text Code Button Text Button Text Write Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More Write case studies This is another test Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Write video scripts this is a test Anthropic Anthropic © [year] Anthropic PBC Products Claude Claude Claude Claude Code Claude Code Claude Code Max plan Max plan Max plan Team plan Team plan Team plan Enterprise plan Enterprise plan Enterprise plan Download app Download app Download app Pricing Pricing Pricing Log in Log in Log in Features Claude in Chrome Claude in Chrome Claude in Chrome Claude in Slack Claude in Slack Claude in Slack Claude in Excel Claude in Excel Claude in Excel Skills Skills Skills Models Opus Opus Opus Sonnet Sonnet Sonnet Haiku Haiku Haiku Solutions AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Customer support Customer support Customer support Education Education Education Financial services Financial services Financial services Government Government Government Healthcare Healthcare Healthcare Life sciences Life sciences Life sciences Nonprofits Nonprofits Nonprofits Claude Developer Platform Overview Overview Overview Developer docs Developer docs Developer docs Pricing Pricing Pricing Regional Compliance Regional Compliance Regional Compliance Amazon Bedrock Amazon Bedrock Amazon Bedrock Google Cloud’s Vertex AI Google Cloud’s Vertex AI Google Cloud’s Vertex AI Console login Console login Console login Learn Blog Blog Blog Claude partner network Claude partner network Claude partner network Courses Courses Courses Connectors Connectors Connectors Customer stories Customer stories Customer stories Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Events Events Events Powered by Claude Powered by Claude Powered by Claude Service partners Service partners Service partners Startups program Startups program Startups program Tutorials Tutorials Tutorials Use cases Use cases Use cases Company Anthropic Anthropic Anthropic Careers Careers Careers Economic Futures Economic Futures Economic Futures Research Research Research News News News Responsible Scaling Policy Responsible Scaling Policy Responsible Scaling Policy Security and compliance Security and compliance Security and compliance Transparency Transparency Transparency Help and security Availability Availability Availability Status Status Status Support center Support center Support center Terms and policies Privacy choices Cookie settings We use cookies to deliver and improve our services, analyze site usage, and if you agree, to customize or personalize your experience and market our services to you. You can read our Cookie Policy here . Customize cookie settings Reject all cookies Accept all cookies Necessary Enables security and basic functionality. Required Analytics Enables tracking of site performance. Off Marketing Enables ads personalization and tracking. Off Save preferences Privacy policy Privacy policy Privacy policy Responsible disclosure policy Responsible disclosure policy Responsible disclosure policy Terms of service: Commercial Terms of service: Commercial Terms of service: Commercial Terms of service: Consumer Terms of service: Consumer Terms of service: Consumer Usage policy Usage policy Usage policy x.com x.com LinkedIn LinkedIn YouTube YouTube Instagram Instagram English (US) English (US) 日本語 (Japan) Deutsch (Germany) Français (France) 한국어 (South Korea)
2026-01-13T08:47:51
https://replit.com/careers
Careers at Replit – Empowering the next billion software creators Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building C a reers at Re p lit We’re on a mission to empower the next billion software creators. Join us! See open positions The future of computing Replit is pioneering the future of software creation. We're not just building another AI tool — we're empowering the next generation of creators to bring their ideas to life. Replit Agent is now one of the fastest growing products in history. By bringing the power of software creation to everyone, regardless of technical background, we're creating a world where technology respects and enhances the full spectrum of human potential. This isn't about machines taking over — it's about empowering a billion creators to bring their unique perspectives and ideas to life. We've fundamentally transformed how software is created, deployed, and scaled. What once took months now takes minutes. What required teams and tens of thousands of dollars can now be accomplished by individuals. We've eliminated the barriers between ideation and creation, enabling anyone with an internet connection to build the future. Ready to join us? See open positions Our mission: one billion creators We believe being able to make your idea come to life is the most powerful form of expression in the modern world. Our mission is to put this power in the hands of a billion creators — from people building personal applications for the lives and families to soloprenuers who’ve never written code to enterprises reinventing how they build software. How we work To read more about who we are, check out our  operating principles , or read about  reasons not to join Replit . Where we work Our Foster City headquarters isn't just an office — it's an innovation hub where global talent converges for electric hack weeks and spontaneous collaboration. Strategically positioned between San Francisco, East Bay, and South Bay, it's the epicenter where our best ideas spark to life through in-person connection, drawing exceptional minds who've relocated from around the world to be part of something transformative. Join our team We're looking for exceptional talent who are: Passionate about democratizing software creation Excited to build products used by millions of creators daily Committed to making computing more accessible, collaborative, and powerful Benefits Our comprehensive benefits package goes beyond total rewards to support bringing the best version of yourself to work every day while supporting your future growth. For you Competitive salary, equity and performance bonus Monthly wellness stipend Health, dental, and vision insurance HSA (Replit contributes $2k for individual and $4k for families) FSA, DFSA Mental healthcare support and services In office set-up reimbursement Company sponsored retirement plan Uber for business and commuter benefits In office breakfast, lunch and dinners & treats In office amenities & perks (massage chairs and onsite gym!) For your life Flexible time off and paid sick leave 24 week paid birth-parent leave 12 week paid medical, bonding and family care leave Short and long-term disability coverage Life and AD&D insurance For your development & recognition Annual $1000 learning & development reimbursement Quarterly team gatherings Reward and recognition program Quarterly operational values award program Career development & coaching opportunities Learn more about our interview process . Ready to join us? See open positions Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://replit.com/news/microsoft-partnership
News | Replit and Microsoft Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building 8 July 2025 — San Francisco, CA Replit Collaborates with Microsoft to bring Vibe Coding to Enterprise Customers Replit, the agentic software creation platform, today announced a strategic partnership with Microsoft that will empower organizations to bring software creation capabilities directly to business teams. The collaboration is a significant step in breaking down traditional barriers to application development by enabling employees across all departments — not just engineering — to build and deploy secure, enterprise-grade software using natural language. As part of this collaboration, Replit is integrating with a wide range of Microsoft infrastructure services including Azure Container Apps, Azure Virtual Machines, and the Azure native integration of Neon Serverless Postgres, which will soon enable customers to: Develop applications securely on Replit and deploy seamlessly to Microsoft Azure’s reliable infrastructure. Purchase Replit directly via the Azure Marketplace , streamlining procurement and accelerating adoption across the organization. Among the first to evaluate Anthropic on Azure Databricks via the Mosaic AI gateway, Replit exemplifies how organizations can rapidly assess and operationalize cutting-edge AI models across Azure’s expansive ecosystem. Replit: Ushering in the Next Era of Software Creation Replit is on a mission to democratize software development by making it as accessible as writing text. Its agentic development platform enables business users to go from idea to working software — quickly and securely — without relying on technical bottlenecks. “Our mission is to empower entrepreneurial individuals to transform ideas into software — regardless of their coding experience or whether they’re launching a startup or innovating within an enterprise. Forward-thinking companies like Zillow are already using Replit to rapidly prototype, build internal tools, and address unique business challenges with custom software solutions.” Amjad Masad CEO and co-founder of Replit With over 500,000 business users already building solutions using Replit — from internal tools to customer-facing applications — the platform has seen significant traction among teams in Product, Design, Operations, Sales and Marketing. Strategic Alignment with Microsoft’s Enterprise Vision This aligns closely with Microsoft’s goal of empowering every person and every organization on the planet to achieve more. "At Microsoft, we believe every person and every organization should be empowered to achieve more through technology. Our collaboration with Replit democratizes application development, enabling business teams across enterprises to innovate and solve problems without traditional technical barriers. Our relationship exemplifies our commitment to making powerful development tools accessible to everyone." Deb Cupp President, Microsoft Americas By integrating with Azure and simplifying access through the Azure Marketplace, Replit ensures that innovation can happen securely within the infrastructure enterprises already trust. Empowering Secure Business Innovation at Scale Replit’s Enterprise customers are already demonstrating impactful use cases in two major areas: Rapid Prototyping : Product and Design teams use Replit to iterate quickly and shorten development timelines. Internal Tool Development : Sales, Marketing, and Ops teams are building customized software to solve business-specific problems where traditional SaaS tools fall short. Soon, Microsoft customers will be able to purchase Replit through the Azure Marketplace and deploy applications on Replit-managed Azure infrastructure — combining ease of use with robust enterprise-grade security, governance, and scalability. Replit is SOC 2 Type II compliant and offers the controls enterprises need, with future support planned for direct deployment to customers’ own Azure environments. About Replit Replit is the agentic software creation platform that enables anyone to build applications using natural language. With millions of users worldwide and over 500,000 business users, Replit is democratizing software development by removing traditional barriers to application creation. The company is headquartered in San Francisco. Forward-Looking Statements This press release may include certain forward-looking statements regarding future product capabilities and market opportunities. Actual results may differ materially from those described in the forward-looking statements and are subject to a variety of assumptions, uncertainties, risks and factors that are beyond our control. Replit in the News Stay up to date with the latest company news & media coverage More News Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://research.jfrog.com/
JFrog Security Research JFrog Security Research Model Threats Discover Follow JFrog Security Home Model Threats Discover Follow JFrog Security Cutting Edge Security Research to Protect the Modern Software Supply Chain Our dedicated team of security engineers and researchers are committed to advancing software security through discovery, analysis, and exposure of new vulnerabilities and attack methods. Latest CVE Analyses 16 Sep 2025 Critical Chaos-Mesh vulnerabilities Kubernetes cluster takeover 24 Mar 2025 Understanding the CVE-2025-29927 Next.js Authorization Bypass 18 Dec 2024 CVE-2024-6197 Curl and Libcurl: Use-after-Free on the Stack Our dedicated team of security engineers and researchers are committed to advancing software security through discovery, analysis, and exposure of new vulnerabilities and attack methods. Follow JFrog Security Latest CVE Analyses 16 Sep 2025 Critical Chaos-Mesh vulnerabilities Kubernetes cluster takeover 24 Mar 2025 Understanding the CVE-2025-29927 Next.js Authorization Bypass 18 Dec 2024 CVE-2024-6197 Curl and Libcurl: Use-after-Free on the Stack Latest from JFrog's Security Latest from JFrog's Security Blog CVE-2025-55182 and CVE-2025-66478 (“React2Shell”): All you need to know – UPDATED JFrog Security Research Team IMPORTANT UPDATE:  React2Shell Continues to Attack Cloud Infrastructure  (Dec 9th, 2025) JFrog Security Research continues to track the React2Shell vulnerability. Recent developments include the original POC from the researcher who found this vulnerability. This POC shows the simplicity of exploiting this CVE and reflects the real severity and impact of this CVE. (Dec 12th, 2025)... 7 min read Published on December 9, 2025 Blog PyTorch Users at Risk: Unveiling 3 Zero-Day PickleScan Vulnerabilities David Cohen, JFrog Senior Security Researcher AI Model Scanning as the First Layer of Security JFrog Security Research found 3 zero-day critical vulnerabilities in PickleScan, which would allow attackers to bypass the most popular Pickle model scanning tool. PickleScan is a widely used, industry-standard tool for scanning ML models and ensuring they contain no malicious content. Each discovered vulnerability enables attackers... 14 min read Published on December 2, 2025 Real Time Post Defending Against Shai-Hulud: Protection & Response Guide Expert guide to defending against Shai-Hulud 2.0. Protect your npm supply chain with proven containment, rotation, and recovery strategies. David Cohen, JFrog Security Researcher. Shai-Hulud remediation guide 5 min read Published on November 26, 2025 Blog Shai-Hulud npm supply chain attack – new compromised packages detected Andrey Polkovnichenko, JFrog Security Researcher IMPORTANT UPDATE:  Shai-Hulud Returns  (Nov 24, 2025) JFrog continues to track, provide research and document another wave of the Shai-Hulud Software Supply Chain Attack which was originally reported by the JFrog Security Research team on 16-Sep-2025. Following the initial campaign, threat actors have returned with more advanced tactics, compromising an additional 796 new malicious packages... 9 min read Published on November 24, 2025 Real Time Post Shai-Hulud, The Second Coming - Ongoing npm supply chain attack Guy Korolevski, Andrii Polkovnychenko and Shavit Satou, JFrog Security Researchers Shai-Hulud ongoing attack resurfaced for a second wave, compromising more than 630 packages so far 14 min read Published on November 24, 2025 See All JFrog Security Blogs > See All JFrog Security Real-Time Posts > Latest vulnerabilities discovered by the team Latest vulnerabilities discovered by the team JFrog security researchers and engineers collaborate to create advanced vulnerability scanners, built on a deep understanding of attackers' techniques. We use our automated scanners to help the community by continually identifying new vulnerabilities in publicly available software packages and disclosing them. - Vulnerabilities discovered See All Vulnerabilities > Last updated on 11 Dec. 2025 JFSA-2025-001648329 python-utcp untrusted Manual command execution high CVE-2025-14542 CVE-2025-14542 CVE-2025-14542 high Discovered By Or Peles ● Published on 11 Dec, 2025 ● JFSA-2025-001648159 Litmus Chaos JWT Missing Entropy Privilege Escalation high CVE-2025-14261 CVE-2025-14261 CVE-2025-14261 high Discovered By Natan Nehorai ● Published on 8 Dec, 2025 ● n8n Git Node RCE high CVE-2025-62726 CVE-2025-62726 CVE-2025-62726 high Discovered By Assaf Levkovich ● Published on 4 Nov, 2025 ● JFSA-2025-001495652 DSPy sandbox escape arbitrary file read medium CVE-2025-12695 CVE-2025-12695 CVE-2025-12695 medium Discovered By Natan Nehorai ● Published on 4 Nov, 2025 ● Latest malicious packages disclosed by the team Latest malicious packages disclosed by the team Given the widespread use of open-source software (OSS) packages in modern application development, public OSS repositories have become a popular target for supply chain attacks. To help foster a secure environment for developers, the JFrog Security research team continuously monitors popular repositories with our automated tooling, and reports malicious packages discovered to repository maintainers and the wider community. This is a time-delayed list that contains some of the packages reported by JFrog and is not indicative of JFrog's entire malicious package database, which also uses public input sources. - Malicious packages disclosed See All Packages > Last updated on 12 Jan. 2026 jfrog_dummy_delete_test npm npm • <1k total downloads Published on 12 Jan, 2026 ● Published on 12 Jan, 2026 ● firestore-types npm npm • <1k total downloads Published on 12 Jan, 2026 ● Published on 12 Jan, 2026 ● auth-types npm npm • <1k total downloads Published on 12 Jan, 2026 ● Published on 12 Jan, 2026 ● cko-ui-toolkit npm npm • <1k total downloads Published on 12 Jan, 2026 ● Published on 12 Jan, 2026 ● experimental-utils npm npm • <1k total downloads Published on 12 Jan, 2026 ● Published on 12 Jan, 2026 ● Latest security OSS tools released by the team Latest security OSS tools released by the team When new software security threats arise, in many cases the time to respond is of the essence. The JFrog Security research team supports the community with a range of OSS tools to identify such threats in your software quickly. - OSS tools released See All OSS Tools > Last updated on 31 Mar. 2024 CVE-2024-3094-detector Checks if the local machine is vulnerable to CVE-2024-3094 and currently affected by CVE-2024-3094 Checks if the local machine is vulnerable to CVE-2024-3094 and currently affected by CVE-2024-3094 Get it on GitHub Published on 31 Mar, 2024 ● Published on 31 Mar, 2024 ● openssl_req_client_cert Determines whether client authentication is required by the SSL server, in which case servers based on OpenSSL 3.0.0..3.0.6 will be vulnerable to CVE-2022-3602 & CVE-2022-3786 Determines whether client authentication is required by the SSL server, in which case servers based on OpenSSL 3.0.0..3.0.6 will be vulnerable to CVE-2022-3602 & CVE-2022-3786 Get it on GitHub Published on 2 Nov, 2022 ● Published on 2 Nov, 2022 ● scan_vulnerable_openssl_code Finds binaries with a statically-linked version of OpenSSL. Specifically the tool diferentiates between OpenSSL 3.0.0-3.0.6 (vulnerable versions) and 3.0.7 (fixed version). Finds binaries with a statically-linked version of OpenSSL. Specifically the tool diferentiates between OpenSSL 3.0.0-3.0.6 (vulnerable versions) and 3.0.7 (fixed version). Get it on GitHub Published on 2 Nov, 2022 ● Published on 2 Nov, 2022 ● text_4_shell_patch Looks for the vulnerable ScriptStringLookup class in the commons-text jar given and disables the lookup() function, effectively patching the vulnerability The tool can also patch (disable) the vulnerable DnsStringLookup and URLStringLookup funtionalities Looks for the vulnerable ScriptStringLookup class in the commons-text jar given and disables the lookup() function, effectively patching the vulnerability The tool can also patch (disable) the vulnerable DnsStringLookup and URLStringLookup funtionalities Get it on GitHub Published on 24 Oct, 2022 ● Published on 24 Oct, 2022 ● scan_commons_text_versions Recursively searches for the class code of StringLookupFactory (regardless of containing .jar file names and content of pom.xml files), and attempts to fingerprint the versions of the objects to report whether the included version of commons-text is vulnerable. Recursively searches for the class code of StringLookupFactory (regardless of containing .jar file names and content of pom.xml files), and attempts to fingerprint the versions of the objects to report whether the included version of commons-text is vulnerable. Get it on GitHub Published on 18 Oct, 2022 ● Published on 18 Oct, 2022 ● The JFrog Detection Edge The JFrog Security research team is part of the group behind JFrog Xray, enhancing its unique vulnerability database and utilizing patented technology to quickly detect unknown security issues in both open source and proprietary code. Learn more about Xray Report Vulnerabilities Discovered in JFrog Products The security and quality of our code is a top priority for JFrog. If you find a vulnerability or any other type of security issue in one of our products, please report it to us immediately. Security researchers may be able to participate in a bug bounty program and earn rewards for their findings. Learn more about how to report a vulnerability > Powered By jfrog.com Terms of Use Cookies Policy Privacy Policy Cookies Settings ©2026 All Rights Reserved. JFrog Ltd.
2026-01-13T08:47:51
https://replit.com/usecases/product-managers
Replit for Product Managers Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Fro m P RD t o pro t oty p e Product teams win when they move fast. Replit lets you turn specs into working demos in minutes — so you can validate ideas instantly, align teams faster, and get to market before the competition, before engineering even gets involved. Start now With Replit, your product lifecycle is faster, smarter, and more centralized. Senior Product Manager SaaS Startup Replit changed how I pitch ideas. Instead of explaining, I just show a prototype. My team aligns instantly. Head of Product Growth-stage Company We used to spend weeks debating specs. Now, I spin up a demo, and leadership gets it right away. Product Manager Leading Tech Firm No more endless documentation loops. I build, test, and get buy-in in hours, not weeks. Demos win arguments — build them instantly Skip the endless feature debates — show, don’t tell. With Replit Agent , turn product ideas into working demos in minutes, proving your concept before it ever reaches a roadmap. Less writing, more prototyping Forget endless PRDs and spec documents. Replit lets you start with a live prototype , so you can refine and validate without getting stuck in documentation. Collaborate seamlessly with design and engineering Eliminate tool overload. Use live, editable prototypes to refine UX, adjust logic, and align faster — without switching platforms. Ship real experiences, not just presentations Go beyond static mockups. Deploy shareable, interactive demos with working frontends, backend logic, and built-in databases , so stakeholders can test real functionality. Be a hands-on product leader — bring ideas to life yourself The best PMs don’t just document ideas— they create. Replit gives you the power to build, test, and refine without waiting on engineering , so you can move from vision to execution faster than ever. How it works 1 Describe your idea Type what you want to build in natural language. 2 Replit builds the prototype Get a working version in minutes. 3 Refine and iterate Adjust the design and experience in real-time. 4 Create the demo for buy-in Share a live, deployable demo to secure approvals. 5 Move to development faster Validated ideas go straight to execution. Real product managers, unreal results Product teams are cutting decision cycles and launching validated ideas faster with Replit. 50% faster validation cycles Get working demos instead of endless meetings. 3x faster stakeholder alignment Use functional prototypes to eliminate misalignment. Become the top 1% of PMs Prototype and demo in a day what used to take weeks. Prototype and ship lightning-fast with Replit Turn your product vision into working prototypes in minutes — not months. Build, test, and refine instantly with Replit. Get started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:51
https://forem.com/enter?signup_subforem=55&state=new-user
Welcome! - 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 DEV Community Close Join the Forem Forem is a community of 3,676,891 amazing members Continue with Apple Continue with Facebook Continue with GitHub Continue with Google Continue with Twitter (X) OR Email Password Remember me Forgot password? By signing in, you are agreeing to our privacy policy , terms of use and code of conduct . New to Forem? Create account . 💎 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. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account
2026-01-13T08:47:51
https://www.reddit.com/user/happymagtv/
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2026-01-13T08:47:51
https://www.reddit.com/r/netsec/new/
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2026-01-13T08:47:51
https://www.reddit.com/r/technology/comments/1plnoaq/humanoid_robot_fires_bb_gun_at_youtuber_raising/
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2026-01-13T08:47:51
https://www.reddit.com/r/netsec/rising/
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2026-01-13T08:47:51
https://replit.com/customers/hg
Hg — Customer Story - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Hg Empowers Portfolio Companies with Replit to Save Thousands of Hours Each Year 6x efficiency 1 month — instead 6 month development 1 hour to create a functioning mvp 48+ hours saved per week, per team 6x efficiency 1 month — instead 6 month development 1 hour to create a functioning mvp 48+ hours saved per week, per team "The ability to go from idea to working application in minutes has opened new possibilities for innovation across our portfolio. We're seeing apps built in 45 minutes, saving teams hours every week." Lloyd Hilton Hg’s AI lead Getting started & the challenge Hg is a leading investor in European and transatlantic software and services businesses. As a specialist investor in technology, Hg has built out ‘in house’ teams to support value creation across its portfolio of 50+ software and technology services businesses. The AI team supports Hg portfolio in harnessing the potential of data and AI. The team provides experts, proprietary operational IP, and project execution support to drive impact across the most critical business levers. As part of this, the team recognized an early opportunity to accelerate digital transformation across their portfolio companies in software engineering. AI can transform traditional software development, removing potential barriers that hinder innovation, by: Enhancing technical resources — Enabling portfolio companies to augment engineering talent and handle lengthy development cycles; Democratizing technical-business — Helping non-technical teams to contribute directly to digital solutions, bringing domain expertise to their technical colleagues; Scaling success — Successful innovations at one portfolio can now be more easily replicated across others; Reducing development costs — Traditional development approaches previously required significant investment before proving value. Hg was therefore keen to implement AI to democratize software development across their entire portfolio, enabling rapid innovation without the traditional barriers of technical complexity. Choosing Replit From initial discussions and use cases, Hg expanded Replit's potential during their Digital Summit in Madrid, where they organized a hackathon for 150 of their technology and product leaders: Immediate impact — Participants built working applications in just one hour during the hackathon Accessibility for all — Both technical and non-technical leaders could create functional tools Real-world applications — One participant built a document analyzer for legal contracts in just 45 minutes Building with Replit During the Hg Digital Summit hackathon, portfolio company leaders experienced firsthand how Replit transforms software, creating: A document analyzer tool — Uploads PDFs and checks for specific legal criteria in contracts Internal productivity tools — Teams created applications that save 5+ hours per week per user Cross-functional collaboration — Technical and non-technical leaders worked together to build solutions Rapid prototyping — Ideas transformed into working applications within the hackathon session The hackathon format was just one example of more than 30 hackathons that Hg has enabled across their portfolio of b2b SaaS businesses. As one example, Litera, an Hg portfolio company and a global leader in legal technology solutions, has seen dramatic results. Value realized The implementation of Replit across Hg’s portfolio is creating compound value: Time savings multiply — Tools built in 45 minutes save teams 48+ hours per week when deployed Reduced development costs — Internal tools that previously required significant investment can be built in hours Accelerated digital transformation — Portfolio companies can now respond to market needs in days, not months The Hg AI team continue to drive accelerated product innovation through deploying Replit across their portfolio, including: Continuing to run hackathons for Product and Engineering leaders Enabling companies like Litera to leverage Replit for rapid prototyping Creating a new model for portfolio-wide software development Building a competitive advantage through rapid innovation capabilities Accelerating their own AI and agentic product builds to transform their SaaS portfolio into vertical AI leaders The success demonstrates how private equity firms can multiply the impact of transformative technologies across their entire portfolio, creating value that compounds as innovations spread from company to company. About Hg Hg is a leading investor in European and transatlantic software and services businesses. We help to build sector-leading enterprises that supply critical software applications or workflow services to deliver intelligent automation for their customers. We take an active approach to value creation, combining deep end-market knowledge with world class operational resources to provide compelling support to entrepreneurial leaders looking to scale enduring businesses. With a vast European network and strong presence across North America, Hg has more than $85 billion in assets under management and more than 400 employees. Our portfolio spans more than 50 companies worth over $160 billion in aggregate enterprise value, employing more than 125,000 people and consistently growing revenues at more than 20% annually. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52
https://replit.com/usecases/business-apps
Business app - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Build Business Apps tailored exactly to your needs Teams in marketing, sales, operations, legal, finance, and HR are building custom business apps tailored to their exact needs and saving hundreds of thousands on B2B SaaS costs Contact Sales Business apps for Sales & Marketing teams Sales & Marketing teams are vibe coding: CPQ tools AI Sales Coach Commission plan tracker Lead routing & scoring apps Social Listening tools Campaign analytics generator Read how our customer Batchdata did it Business apps for Operations Teams Tools Operations teams are vibe coding: Vendor Management Portal Customer Support Bots Legal Contract analyzer Learning management System Read how our customer Hg Capital did it Business apps for Product & Design teams Tools Product & Design teams are vibe coding: User Research Analysis tools Feature Request tracker Task Management tools Slack & Linear bots Read how our customer All Fly did it Tobi Lutke CEO at Shopify Super impressed by Replit's Agent v2. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52
https://www.reddit.com/r/technology/comments/1qbahpe/verizon_to_stop_automatic_unlocking_of_phones_as/
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2026-01-13T08:47:52
https://replit.com/products/deployments
Publish Live Apps - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Publishing made easy Create, share, and host web apps all from the palm of your hand. Download the app on Android or iOS. Get started free Instant websites and client-side apps Publish your static site with a single click. With free usage and extremely fast publish times, you can move quickly from creation to production. 99.9% uptime with zero disruptions With Reserved VMs, take advantage of dedicated resources that prevent restarts for critical services and apps. Steady, reliable performance at the lowest possible cost Dynamic servers that automatically scale from zero up to any level of demand, for inexpensive and effortless hosting. Scheduled Publishing Scheduled publishing run your Replit App tasks on a schedule. What are you waiting for? Get Started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52
https://www.reddit.com/r/netsec/comments/1omlc64/rnetsecs_q4_2025_information_security_hiring/
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2026-01-13T08:47:52
https://replit.com/customers/hg
Hg — Customer Story - Replit Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Hg Empowers Portfolio Companies with Replit to Save Thousands of Hours Each Year 6x efficiency 1 month — instead 6 month development 1 hour to create a functioning mvp 48+ hours saved per week, per team 6x efficiency 1 month — instead 6 month development 1 hour to create a functioning mvp 48+ hours saved per week, per team "The ability to go from idea to working application in minutes has opened new possibilities for innovation across our portfolio. We're seeing apps built in 45 minutes, saving teams hours every week." Lloyd Hilton Hg’s AI lead Getting started & the challenge Hg is a leading investor in European and transatlantic software and services businesses. As a specialist investor in technology, Hg has built out ‘in house’ teams to support value creation across its portfolio of 50+ software and technology services businesses. The AI team supports Hg portfolio in harnessing the potential of data and AI. The team provides experts, proprietary operational IP, and project execution support to drive impact across the most critical business levers. As part of this, the team recognized an early opportunity to accelerate digital transformation across their portfolio companies in software engineering. AI can transform traditional software development, removing potential barriers that hinder innovation, by: Enhancing technical resources — Enabling portfolio companies to augment engineering talent and handle lengthy development cycles; Democratizing technical-business — Helping non-technical teams to contribute directly to digital solutions, bringing domain expertise to their technical colleagues; Scaling success — Successful innovations at one portfolio can now be more easily replicated across others; Reducing development costs — Traditional development approaches previously required significant investment before proving value. Hg was therefore keen to implement AI to democratize software development across their entire portfolio, enabling rapid innovation without the traditional barriers of technical complexity. Choosing Replit From initial discussions and use cases, Hg expanded Replit's potential during their Digital Summit in Madrid, where they organized a hackathon for 150 of their technology and product leaders: Immediate impact — Participants built working applications in just one hour during the hackathon Accessibility for all — Both technical and non-technical leaders could create functional tools Real-world applications — One participant built a document analyzer for legal contracts in just 45 minutes Building with Replit During the Hg Digital Summit hackathon, portfolio company leaders experienced firsthand how Replit transforms software, creating: A document analyzer tool — Uploads PDFs and checks for specific legal criteria in contracts Internal productivity tools — Teams created applications that save 5+ hours per week per user Cross-functional collaboration — Technical and non-technical leaders worked together to build solutions Rapid prototyping — Ideas transformed into working applications within the hackathon session The hackathon format was just one example of more than 30 hackathons that Hg has enabled across their portfolio of b2b SaaS businesses. As one example, Litera, an Hg portfolio company and a global leader in legal technology solutions, has seen dramatic results. Value realized The implementation of Replit across Hg’s portfolio is creating compound value: Time savings multiply — Tools built in 45 minutes save teams 48+ hours per week when deployed Reduced development costs — Internal tools that previously required significant investment can be built in hours Accelerated digital transformation — Portfolio companies can now respond to market needs in days, not months The Hg AI team continue to drive accelerated product innovation through deploying Replit across their portfolio, including: Continuing to run hackathons for Product and Engineering leaders Enabling companies like Litera to leverage Replit for rapid prototyping Creating a new model for portfolio-wide software development Building a competitive advantage through rapid innovation capabilities Accelerating their own AI and agentic product builds to transform their SaaS portfolio into vertical AI leaders The success demonstrates how private equity firms can multiply the impact of transformative technologies across their entire portfolio, creating value that compounds as innovations spread from company to company. About Hg Hg is a leading investor in European and transatlantic software and services businesses. We help to build sector-leading enterprises that supply critical software applications or workflow services to deliver intelligent automation for their customers. We take an active approach to value creation, combining deep end-market knowledge with world class operational resources to provide compelling support to entrepreneurial leaders looking to scale enduring businesses. With a vast European network and strong presence across North America, Hg has more than $85 billion in assets under management and more than 400 employees. Our portfolio spans more than 50 companies worth over $160 billion in aggregate enterprise value, employing more than 125,000 people and consistently growing revenues at more than 20% annually. Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52
https://www.reddit.com/r/netflix/comments/1qbbq72/112263_is_soooo_good_highly_recommended/
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2026-01-13T08:47:52
https://www.reddit.com/r/technology/?f=flair_name%3A%22Robotics%2FAutomation%22
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2026-01-13T08:47:52
https://replit.com/news/microsoft-partnership
News | Replit and Microsoft Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building 8 July 2025 — San Francisco, CA Replit Collaborates with Microsoft to bring Vibe Coding to Enterprise Customers Replit, the agentic software creation platform, today announced a strategic partnership with Microsoft that will empower organizations to bring software creation capabilities directly to business teams. The collaboration is a significant step in breaking down traditional barriers to application development by enabling employees across all departments — not just engineering — to build and deploy secure, enterprise-grade software using natural language. As part of this collaboration, Replit is integrating with a wide range of Microsoft infrastructure services including Azure Container Apps, Azure Virtual Machines, and the Azure native integration of Neon Serverless Postgres, which will soon enable customers to: Develop applications securely on Replit and deploy seamlessly to Microsoft Azure’s reliable infrastructure. Purchase Replit directly via the Azure Marketplace , streamlining procurement and accelerating adoption across the organization. Among the first to evaluate Anthropic on Azure Databricks via the Mosaic AI gateway, Replit exemplifies how organizations can rapidly assess and operationalize cutting-edge AI models across Azure’s expansive ecosystem. Replit: Ushering in the Next Era of Software Creation Replit is on a mission to democratize software development by making it as accessible as writing text. Its agentic development platform enables business users to go from idea to working software — quickly and securely — without relying on technical bottlenecks. “Our mission is to empower entrepreneurial individuals to transform ideas into software — regardless of their coding experience or whether they’re launching a startup or innovating within an enterprise. Forward-thinking companies like Zillow are already using Replit to rapidly prototype, build internal tools, and address unique business challenges with custom software solutions.” Amjad Masad CEO and co-founder of Replit With over 500,000 business users already building solutions using Replit — from internal tools to customer-facing applications — the platform has seen significant traction among teams in Product, Design, Operations, Sales and Marketing. Strategic Alignment with Microsoft’s Enterprise Vision This aligns closely with Microsoft’s goal of empowering every person and every organization on the planet to achieve more. "At Microsoft, we believe every person and every organization should be empowered to achieve more through technology. Our collaboration with Replit democratizes application development, enabling business teams across enterprises to innovate and solve problems without traditional technical barriers. Our relationship exemplifies our commitment to making powerful development tools accessible to everyone." Deb Cupp President, Microsoft Americas By integrating with Azure and simplifying access through the Azure Marketplace, Replit ensures that innovation can happen securely within the infrastructure enterprises already trust. Empowering Secure Business Innovation at Scale Replit’s Enterprise customers are already demonstrating impactful use cases in two major areas: Rapid Prototyping : Product and Design teams use Replit to iterate quickly and shorten development timelines. Internal Tool Development : Sales, Marketing, and Ops teams are building customized software to solve business-specific problems where traditional SaaS tools fall short. Soon, Microsoft customers will be able to purchase Replit through the Azure Marketplace and deploy applications on Replit-managed Azure infrastructure — combining ease of use with robust enterprise-grade security, governance, and scalability. Replit is SOC 2 Type II compliant and offers the controls enterprises need, with future support planned for direct deployment to customers’ own Azure environments. About Replit Replit is the agentic software creation platform that enables anyone to build applications using natural language. With millions of users worldwide and over 500,000 business users, Replit is democratizing software development by removing traditional barriers to application creation. The company is headquartered in San Francisco. Forward-Looking Statements This press release may include certain forward-looking statements regarding future product capabilities and market opportunities. Actual results may differ materially from those described in the forward-looking statements and are subject to a variety of assumptions, uncertainties, risks and factors that are beyond our control. Replit in the News Stay up to date with the latest company news & media coverage More News Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52
https://www.reddit.com/r/netsec/about/
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2026-01-13T08:47:52
https://www.reddit.com/r/technology/?f=flair_name%3A%22Networking%2FTelecom%22
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2026-01-13T08:47:52
https://replit.com/products/security
Product - Security Agent Products Agent Design Database Publish Security Integrations Mobile For Work Teams Replit for teams to build together Enterprise Replit with Enterprise-grade security & controls Use Cases Business Apps Rapid Prototyping Roles Enterprise PM Designers Operations Software Developers Small Businesses SMB owners Founders Resources Get Started Docs Community Expert Network Inspiration Customer Stories Gallery Blog News Pricing Careers Agent Contact sales Log in Sign up Products For Work Resources Pricing Careers Contact sales Log in Start building Built-In Security for every Stage Replit includes pre-deployment scanning and secure-by-default settings to help you build safer apps from the start. For teams building apps at work, we also offer advanced features like SSO, SOC 2 compliance, Private Deployments, and Role-Based Access Controls - giving you the security and control you need at scale. Get started free Pre-Deployment Security Scanning Catch and fix vulnerabilities before you ship. Replit now offers optional pre-deployment security scans powered by Semgrep. Run a scan before deploying your app to automatically detect potential issues in your code. See something that needs fixing? Just click “Fix with Agent” and let Replit Agent handle the rest. Better Defaults for keeping API Keys secure Replit automatically checks your prompts to prevent sensitive information like API keys from being exposed. If you try to include an API key in a prompt, we’ll guide you to use our secure Secrets tool instead and make sure your secrets stay secret. Secrets are encrypted using Google Cloud’s secure storage and are safely accessible from your application’s code. Cloud Based Sandbox Environment for Deployment Security All Replit deployments are securely backed by Google Cloud Platform (GCP) App Deployments run on GCP Object storage uses Google Cloud Storage (GCS) Resource isolation between projects DDoS protection through Google Cloud Armor The safest place for vibe coding Vibe coding makes software creation accessible to everyone, entirely through natural language. Whether it’s personal software for yourself and family, a new business coming to life, or internal tools at your workplace, Replit is the best place for anybody to build. SSO for secure access Seamlessly onboard entire departments securely through your existing identity provider. SOC 2 for enterprise Create with confidence. Replit is SOC 2 compliant and meets rigorous security standards, empowering your orgs to develop mission-critical applications. Private deployments to protect innovations Share and test internal prototypes securely. Ensure only authorized team members can access your projects before they're ready for the world. Role-based access control Easily map your identity framework and assign specific roles to individuals or groups. Manage invites with SCIM. Control who can view, edit, or deploy your applications. What are you waiting for? Get Started free Handy Links About us Vibe Coding 101 Help How to guides Import from GitHub Status Additional resources Brand kit Partnerships Legal Terms of service Commercial agreement Privacy Subprocessors DPA Report abuse Connect X / Twitter Tiktok Facebook Instagram Linkedin Scroll to top All rights reserved. Copyright © 2026 Replit, Inc.
2026-01-13T08:47:52