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https://www.anthropic.com/claude/sonnet#:~:text=Claude%203,knowledge%20bases%2C%20documents%2C%20and%20codebases | 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 | 2026-01-13T08:49:36 |
https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers | Dev Containers - Visual Studio Marketplace Skip to content | Marketplace Sign in Visual Studio Code > Other > Dev Containers New to Visual Studio Code? Get it now. Dev Containers Microsoft microsoft.com | 35,897,608 installs | ( 57 ) | Free Open any folder or repository inside a Docker container and take advantage of Visual Studio Code's full feature set. Installation Launch VS Code Quick Open ( Ctrl+P ), paste the following command, and press enter. Copy Copied to clipboard More Info Overview Version History Q & A Rating & Review Visual Studio Code Dev Containers The Dev Containers extension lets you use a Docker container as a full-featured development environment. Whether you deploy to containers or not, containers make a great development environment because you can: Develop with a consistent, easily reproducible toolchain on the same operating system you deploy to. Quickly swap between different, separate development environments and safely make updates without worrying about impacting your local machine. Make it easy for new team members / contributors to get up and running in a consistent development environment. Try out new technologies or clone a copy of a code base without impacting your local setup. The extension starts (or attaches to) a development container running a well defined tool and runtime stack. Workspace files can be mounted into the container from the local file system, or copied or cloned into it once the container is running. Extensions are installed and run inside the container where they have full access to the tools, platform, and file system. You then work with VS Code as if everything were running locally on your machine, except now they are separated inside a container. System Requirements You can use Docker with the Dev Containers extension in a few ways, including: Docker installed locally Docker installed on a remote environment Other Docker compliant CLIs, installed locally or remotely While other CLIs may work, they are not officially supported. Note that attaching to a Kubernetes cluster only requires a properly configured kubectl CLI You can learn more in the alternative Docker options doc . Below are some specific ways you can configure Docker. Local: Windows: Docker Desktop 2.0+ on Windows 10 Pro/Enterprise. Windows 10 Home (2004+) requires Docker Desktop 2.2+ and the WSL2 back-end . (Docker Toolbox is not supported.) macOS : Docker Desktop 2.0+. Linux : Docker CE/EE 18.06+ and Docker Compose 1.21+. (The Ubuntu snap package is not supported.) Containers : x86_64 / ARMv7l (AArch32) / ARMv8l (AArch64) Debian 9+, Ubuntu 16.04+, CentOS / RHEL 7+ x86_64 Alpine Linux 3.9+ Other glibc based Linux containers may work if they have needed prerequisites . While ARMv7l (AArch32), ARMv8l (AArch64), and musl based Alpine Linux support is available, some extensions installed on these devices may not work due to the use of glibc or x86 compiled native code in the extension. See the Remote Development with Linux article for details. Note that while the Docker CLI is required, the Docker daemon/service does not need to be running locally if you are using a remote Docker host . Installation To get started, follow these steps: Install VS Code or VS Code Insiders and this extension. Install and configure Docker for your operating system, using one of the paths below or an alternative Docker option , like Docker on a remote host or Docker compliant CLI. Windows / macOS: Install Docker Desktop for Mac/Windows . If not using WSL2 on Windows, right-click on the Docker task bar item, select Settings / Preferences and update Resources > File Sharing with any locations your source code is kept. See tips and tricks for troubleshooting. To enable the Windows WSL2 back-end : Right-click on the Docker taskbar item and select Settings . Check Use the WSL2 based engine and verify your distribution is enabled under Resources > WSL Integration . Linux: Follow the official install instructions for Docker CE/EE . If you use Docker Compose, follow the Docker Compose install directions . Add your user to the docker group by using a terminal to run: sudo usermod -aG docker $USER Sign out and back in again so this setting takes effect. Working with Git? Here are two tips to consider: If you are working with the same repository folder in a container and Windows, be sure to set up consistent line endings. See tips and tricks to learn how. If you clone using a Git credential manager, your container should already have access to your credentials! If you use SSH keys, you can also opt-in to sharing them. See Sharing Git credentials with your container for details. Getting started Follow the step-by-step tutorial or if you are comfortable with Docker, follow these four steps: Follow the installation steps above. Clone https://github.com/Microsoft/vscode-remote-try-node locally. Start VS Code Run the Dev Containers: Open Folder in Container... command and select the local folder. Check out the repository README for things to try. Next, learn how you can: Use a container as your full-time environment - Open an existing folder in a container for use as your full-time development environment in few easy steps. Works with both container and non-container deployed projects. Attach to a running container - Attach to a running container for quick edits, debugging, and triaging. Advanced: Use a remote Docker host - Once you know the basics, learn how to use a remote Docker host if needed. Available commands Another way to learn what you can do with the extension is to browse the commands it provides. Press F1 to bring up the Command Palette and type in Dev Containers for a full list of commands. You can also click on the Remote Indicator in the status bar to get a list of the most common commands. For more information, please see the extension documentation . Release Notes While an optional install, this extension releases with VS Code. VS Code release notes include a summary of changes to all Remote Development extensions with a link to detailed release notes . As with VS Code itself, the extensions update during a development iteration. You can use the pre-release version of this extension to regularly get the latest extension updates before the official extension release. Questions, Feedback, Contributing Have a question or feedback? See the documentation or the troubleshooting guide . Up-vote a feature or request a new one , search existing issues , or report a problem . Check out the Development Containers Specification and OSS dev container CLI . Contribute to our documentation . ...and more. See our CONTRIBUTING guide for details. Telemetry Visual Studio Code Dev Containers and related extensions collect telemetry data to help us build a better experience working remotely from VS Code. We only collect data on which commands are executed. We do not collect any information about image names, paths, etc. The extension respects the telemetry.enableTelemetry setting which you can learn more about in the Visual Studio Code FAQ . License By downloading and using the Visual Studio Dev Containers extension and its related components, you agree to the product license terms and privacy statement . Contact us Jobs Privacy Manage cookies Terms of use Trademarks © 2026 Microsoft | 2026-01-13T08:49:36 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 70 71 72 73 74 75 76 77 78 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Unraveling the Mysteries of Data: A Beginner's Guide to Data Versioning & Lineage Explained SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 Unraveling the Mysteries of Data: A Beginner's Guide to Data Versioning & Lineage Explained # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Embracing the Sky: The Future of Cloud-Native Architectures SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 Embracing the Sky: The Future of Cloud-Native Architectures # machinelearning # ai # rag # nlp Comments Add Comment 2 min read 🔓 Unlocking Efficient Data Management: A Deep Dive into Data Partitioning Strategies SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 🔓 Unlocking Efficient Data Management: A Deep Dive into Data Partitioning Strategies # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Unlocking the Power of RAG: A Beginner's Guide to Retrieval-Augmented Generation SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 Unlocking the Power of RAG: A Beginner's Guide to Retrieval-Augmented Generation # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Mars: Unveiling the Red Planet's Hidden Landscapes with AI Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Mars: Unveiling the Red Planet's Hidden Landscapes with AI # ai # vr # machinelearning # space Comments Add Comment 2 min read From Grappling with AI to Commanding a Digital Workforce: Agentic AI on AWS Taiwo Adeleke Taiwo Adeleke Taiwo Adeleke Follow Oct 17 '25 From Grappling with AI to Commanding a Digital Workforce: Agentic AI on AWS # ai # aws # bedrock # machinelearning 1 reaction Comments Add Comment 4 min read RAG for Dummies Naomi Jepkorir Naomi Jepkorir Naomi Jepkorir Follow Sep 18 '25 RAG for Dummies # learning # machinelearning # rag # datascience 6 reactions Comments Add Comment 2 min read Meaning From the Void: How Cross-Supervised Networks Unlock AI Understanding Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Meaning From the Void: How Cross-Supervised Networks Unlock AI Understanding # machinelearning # ai # neuralnetworks # deeplearning Comments Add Comment 2 min read 🧠 What is a Sequence in Programming? Anik Sikder Anik Sikder Anik Sikder Follow Sep 14 '25 🧠 What is a Sequence in Programming? # python # webdev # machinelearning # programming 1 reaction Comments Add Comment 3 min read From Raw Financial Data to Production ML: Building AI FinTech Applications Igor Nosatov Igor Nosatov Igor Nosatov Follow Oct 21 '25 From Raw Financial Data to Production ML: Building AI FinTech Applications # ai # datascience # machinelearning Comments 1 comment 9 min read Who owns Express VPN, Nord, Surfshark? VPN relationships explained (2024) Aman Shekhar Aman Shekhar Aman Shekhar Follow Oct 7 '25 Who owns Express VPN, Nord, Surfshark? VPN relationships explained (2024) # ai # machinelearning # techtrends Comments Add Comment 3 min read Democratizing AI: Building Brains We Can Understand Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Democratizing AI: Building Brains We Can Understand # machinelearning # ai # neuroscience # deeplearning Comments Add Comment 2 min read Click Prediction: Peeking Inside the AI Mind with Active Inference Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Click Prediction: Peeking Inside the AI Mind with Active Inference # ai # neuroscience # python # machinelearning Comments Add Comment 2 min read Clinical AI Engineering: Building Production-Ready Healthcare NLP Infrastructure Abraham Arellano Tavara Abraham Arellano Tavara Abraham Arellano Tavara Follow Sep 21 '25 Clinical AI Engineering: Building Production-Ready Healthcare NLP Infrastructure # machinelearning # healthcare # python # deeplearning Comments Add Comment 3 min read 🚀 Inside NVIDIA’s DGX 🎛️Supercomputers: Powering the AI 🤖 Revolution ⚡ Hemant Hemant Hemant Follow Oct 17 '25 🚀 Inside NVIDIA’s DGX 🎛️Supercomputers: Powering the AI 🤖 Revolution ⚡ # nvidia # ai # machinelearning # openai Comments Add Comment 3 min read Machine Learning Zoomcamp Week 2 Shukurat Bello Shukurat Bello Shukurat Bello Follow Oct 6 '25 Machine Learning Zoomcamp Week 2 # machinelearning # mlzoomcamp # linearregression # python 1 reaction Comments Add Comment 1 min read Mind Mapping: Unveiling Brain Activity with AI-Powered 2D Projections by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Mind Mapping: Unveiling Brain Activity with AI-Powered 2D Projections by Arvind Sundararajan # machinelearning # ai # neuroscience # datascience Comments Add Comment 2 min read Turbocharge Thompson Sampling: LLM Fine-Tuning Unleashes Smart Decisions Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Turbocharge Thompson Sampling: LLM Fine-Tuning Unleashes Smart Decisions # machinelearning # ai # python # datascience Comments Add Comment 2 min read Taming the Data Tsunami: Handling Big Data in Real-Time SabariNextGen SabariNextGen SabariNextGen Follow Sep 13 '25 Taming the Data Tsunami: Handling Big Data in Real-Time # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Thompson Sampling, Supercharged: LLMs Make Bandit Algorithms Easy by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Thompson Sampling, Supercharged: LLMs Make Bandit Algorithms Easy by Arvind Sundararajan # machinelearning # python # ai # datascience Comments Add Comment 2 min read Decoding the Brain: Turning Brainwaves into Actionable Insights by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 16 '25 Decoding the Brain: Turning Brainwaves into Actionable Insights by Arvind Sundararajan # ai # machinelearning # neuroscience # python Comments Add Comment 2 min read Unlocking LLMs: Secure Inference for the Rest of Us Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Unlocking LLMs: Secure Inference for the Rest of Us # ai # machinelearning # privacy # security 1 reaction Comments Add Comment 2 min read Decoding the Heart: AI-Powered Cardiac Motion Prediction by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Decoding the Heart: AI-Powered Cardiac Motion Prediction by Arvind Sundararajan # machinelearning # ai # healthtech # python 1 reaction Comments Add Comment 2 min read Heartbeat in Code: AI Creates 'Living' Cardiac Models Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Heartbeat in Code: AI Creates 'Living' Cardiac Models # machinelearning # ai # healthtech # biomedical 1 reaction Comments Add Comment 2 min read Illuminating the Dark: Next-Gen Object Detection from Raw Sensor Data by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 14 '25 Illuminating the Dark: Next-Gen Object Detection from Raw Sensor Data by Arvind Sundararajan # machinelearning # computervision # python # ai 1 reaction Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.banani.co/blog/vercel-v0-ai-review | Vercel v0 AI Review: How To Use, Features And Alternatives Product ')"> Reading ')"> Affiliate Request a demo Log in Get started free Get started Vercel v0 AI Review: How To Use, Features And Alternatives Vova Parkhomchuk Sep 26, 2024 Jump to Title Jump to Title Generate UI designs and wireframes with AI Generate designs v0 is a generative AI for front-end UI made by Vercel to make web development faster. Learn how it works, how to use it, pricing, and top alternatives. v0 is a generative AI for front-end UI made by Vercel to make web development faster. Learn how it works, how to use it, pricing, and top alternatives. What is vercel v0? v0 generates copy-and-paste friendly React code based on shadcn/ui from a simple text prompts. Developers can create user interfaces with minimal effort. It allows everyone to focus more on refining the design rather than building it from scratch. How does v0 work? Vercel v0 uses AI models to transform text prompts with product specifications into functional UI code. Once you write and send a prompt, v0 will come up with a UI variant. To use it, you will need a Vercel account. It's free to create, and you have options to login with Github, Gitlab, or email. You can make changes or refine individual UIs with the following chat messages. You can fork the UI – it will create a new chat where you can modify the selected user interface variant. Aside from seeing the design, you can view the .tsx code file at any point of interaction with v0. It allows you to copy the code to your project, or share UI via link. Vercel v0 use-cases 1. Quick UI Ideation Vercel v0 is perfect for quickly generating UI prototypes from text prompts. Devs can visualize and test different design ideas without manually writing every line of code. 2. Design System Prototyping Design teams can use v0 to create components for their design system. v0 uses shadcn/ui – a collection of modern front-end components that can be easily adapted for your new design system needs. 3. UI Experimentation v0 makes it easy to experiment with UI designs. Generate multiple interface options with a single prompt. It's handy for devs and designers to quickly iterate, refine, and choose the best design direction. Vercel v0 pricing The free tier gives you 200 credits per month, all generations are public in this plan. The premium plan costs $20/month and allows you to have private generations, unlock custom themes, and more. v0 limitations Unfortunately, for now, v0 outputs only React components. So if you use some other framework for your front-end it might not be the best option for you. v0 is also pretty focused on developers, so if you don't have enough experience in it, and just need something to visualize your ideas, I'd suggest you check out gen-AI tools that focus on design . v0 data and privacy Vercel’s AI models powering v0 are trained on a combination of custom code and open-source datasets. As Vercel states, user-generated prompts and content may be reviewed by the AI team to improve the system. v0 alternatives Banani AI Banani is a great alternative to v0. It's more appealing to people who are not familiar with front-end engineering. That said, it also allows for code export, making it as useful for developers. Magic patterns Magic Patterns is quite similar to v0. It generates React UI components and views you can add to your project. Rapid pages Similarly to other products in this list, Rapid Pages turns your text prompt into a front-end code. It can be more appealing for larger companies with existing design systems since you can connect your components in the enterprise plan. Conclusion Vercel v0 is a game-changing tool for developers who want to speed up UI creation with generative AI. It can automate big chunks of UI development and become an essential tool in the front-end development stack. Especially for developers who use React and shadcn/ui. What is vercel v0? v0 generates copy-and-paste friendly React code based on shadcn/ui from a simple text prompts. Developers can create user interfaces with minimal effort. It allows everyone to focus more on refining the design rather than building it from scratch. How does v0 work? Vercel v0 uses AI models to transform text prompts with product specifications into functional UI code. Once you write and send a prompt, v0 will come up with a UI variant. To use it, you will need a Vercel account. It's free to create, and you have options to login with Github, Gitlab, or email. You can make changes or refine individual UIs with the following chat messages. You can fork the UI – it will create a new chat where you can modify the selected user interface variant. Aside from seeing the design, you can view the .tsx code file at any point of interaction with v0. It allows you to copy the code to your project, or share UI via link. Vercel v0 use-cases 1. Quick UI Ideation Vercel v0 is perfect for quickly generating UI prototypes from text prompts. Devs can visualize and test different design ideas without manually writing every line of code. 2. Design System Prototyping Design teams can use v0 to create components for their design system. v0 uses shadcn/ui – a collection of modern front-end components that can be easily adapted for your new design system needs. 3. UI Experimentation v0 makes it easy to experiment with UI designs. Generate multiple interface options with a single prompt. It's handy for devs and designers to quickly iterate, refine, and choose the best design direction. Vercel v0 pricing The free tier gives you 200 credits per month, all generations are public in this plan. The premium plan costs $20/month and allows you to have private generations, unlock custom themes, and more. v0 limitations Unfortunately, for now, v0 outputs only React components. So if you use some other framework for your front-end it might not be the best option for you. v0 is also pretty focused on developers, so if you don't have enough experience in it, and just need something to visualize your ideas, I'd suggest you check out gen-AI tools that focus on design . v0 data and privacy Vercel’s AI models powering v0 are trained on a combination of custom code and open-source datasets. As Vercel states, user-generated prompts and content may be reviewed by the AI team to improve the system. v0 alternatives Banani AI Banani is a great alternative to v0. It's more appealing to people who are not familiar with front-end engineering. That said, it also allows for code export, making it as useful for developers. Magic patterns Magic Patterns is quite similar to v0. It generates React UI components and views you can add to your project. Rapid pages Similarly to other products in this list, Rapid Pages turns your text prompt into a front-end code. It can be more appealing for larger companies with existing design systems since you can connect your components in the enterprise plan. Conclusion Vercel v0 is a game-changing tool for developers who want to speed up UI creation with generative AI. It can automate big chunks of UI development and become an essential tool in the front-end development stack. Especially for developers who use React and shadcn/ui. Generate UI designs using AI Convert your ideas into beautiful and user-friendly designs. Fast and easy. Start designing free Start designing free Learn more Learn more Read more 10 Best Figma Make AI Alternatives for Different Use-Cases Alloy.app Review: AI Features, Pricing, and Alternatives 5 Best AI UX Research Tools in 2025 All articles All articles BANANI Help & support What's new Affiliate program Request a demo About us Careers PRODUCT UI design UX design Wireframe App design Web design Prototype TOOLS Image to Wireframe Image to UI design Image to Figma Color wheel Edit screenshot Templates Glossary FOLLOW X/Twitter LinkedIn Instagram READING Banani Blog AI Design Tools Design Subscriptions ChatGPT for Design Laws of UX All articles REFERENCES Arc Search Things 3 Airbnb ChatGPT Pinterest View all ©2025 Terms of service Privacy policy Cookies LANGUAGE Select Language English Spanish Portuguese German French Japanese English BANANI Help & support What's new Affiliate program Request a demo About us Careers PRODUCT UI design UX design Wireframe App design Web design Prototype TOOLS Image to Wireframe Image to UI design Image to Figma Color wheel Edit screenshot Templates Glossary FOLLOW X/Twitter LinkedIn Instagram READING Banani Blog AI Design Tools AI PM Tools Design Subscriptions ChatGPT for Design Laws of UX All articles REFERENCES Arc Search Things 3 Airbnb ChatGPT Pinterest View all ©2025 Terms of service Privacy policy Cookies LANGUAGE Select Language English Spanish Portuguese German French Japanese English | 2026-01-13T08:49:36 |
https://marketplace.visualstudio.com/items?itemName=CodeRabbit.coderabbit-vscode&dub_id=iN7rd5vkqy9Qjb2h | CodeRabbit - Visual Studio Marketplace Skip to content | Marketplace Sign in Visual Studio Code > Programming Languages > CodeRabbit New to Visual Studio Code? Get it now. CodeRabbit CodeRabbit Inc. | 104,996 installs | ( 27 ) | Free Free AI code reviews that run directly in VS Code. Review each commit immediately without waiting for PR to be raised. Catch more bugs and ship code faster. Installation Launch VS Code Quick Open ( Ctrl+P ), paste the following command, and press enter. Copy Copied to clipboard More Info Overview Version History Q & A Rating & Review CodeRabbit: AI code reviews in your editor AI coding tools let you write code 10x faster. But reviews still happen days later in PRs. CodeRabbit reviews your code instantly in VS Code, Cursor, and Windsurf – catching bugs before you even commit. ✨ Why CodeRabbit Reviews in the IDE : No waiting for PR reviews. Get feedback on uncommitted changes as you code. Works with your AI agent : One-click hand-off to Claude Code, Copilot, Cursor, or any coding agent to apply fixes. Senior dev quality : Catches race conditions, security holes, and architectural issues – not just syntax errors. Fix with AI : Review with CodeRabbit and pass to your coding agent in the same IDE, in one single click. Full context with git integration: Connect your repository to access 40+ contextual sources, linters, security checks, and sandbox testing. Language agnostic : Works with every programming language your team uses. 🚀 Key Features Line-by-line reviews : Every line gets reviewed with context from your entire codebase. Review uncommitted changes : Catch issues before committing. Reduce PR comment noise by 80%. One-click fixes : Apply simple fixes instantly. Complex fixes hand off to your AI agent. Fix all : New feature – click once to send all review comments and context to your coding agent. AI agent integration : Works with Copilot, Cursor, Claude Code, Codex CLI, Cline, Roo, Kilo Code, Augment Code, or clipboard fallback. Follows your coding guides: Automatically detects claude.md , Cursor rules, and other coding agent files. Applies them to every review. PR reviews too : Upgrade to get comprehensive PR reviews with even more context and integrations. 🤖Supported coding agents Native (default): Direct integration with GitHub Copilot in VS Code or Cursor Claude Code : Terminal-based fixes using claude command Codex CLI : Terminal integration with codex command Cline : Opens Cline sidebar for automated fixes Roo : Integrates with Roo Code's task runner Kilo Code : Works with Kilo Code's AI assistant Augment Code : Compatible with Augment's coding agent opencode : Terminal integration with opencode command Clipboard : Universal fallback – copies fix instructions for any AI agent Works in VS Code, Cursor, and Windsurf editors 🏁 Getting Started Install the extension Connect your CodeRabbit account Connect your git repository for smarter, context-aware reviews Start getting reviews on every change 🔄 Integrations GitHub, GitLab, Bitbucket, and Azure DevOps ❓ Frequently Asked Questions Q: Is CodeRabbit free to use? A: CodeRabbit offers a free tier with limited reviews per day. Premium plans are available for teams and developers requiring more extensive usage. Reach out to sales@coderabbit.ai for higher rate limits. Q: How is this different from GitHub Copilot or Cursor? A: Those tools help you write code faster. CodeRabbit reviews that code – catching bugs those tools might introduce. Use both together. Q: What do paid plans include? A: Higher rate limits in your IDE plus full PR reviews in GitHub/GitLab. PR reviews add linter integrations, code graph analysis, custom rules, and team learnings. The full context makes reviews even better. Q: Is my code secure? A: Your code is analyzed in memory, never stored. All transmissions encrypted. SOC 2 Type II certified. Contact us Jobs Privacy Manage cookies Terms of use Trademarks © 2026 Microsoft | 2026-01-13T08:49:36 |
http://www.fsf.org/working-together/control/ | Free software gives you back control over your computer — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › Free software gives you back control over your computer Info Free software gives you back control over your computer by sdubois Contributions — Published on Jun 29, 2010 05:17 PM As our society grows more dependent on computers, the software we run is of critical importance to securing the future of a free society. Free software is about having control over the technology we use in our homes, schools and businesses, where computers work for our individual and communal benefit, not for proprietary software companies or governments who might seek to restrict and monitor us. Proprietary software takes away your ability to control your computing. In order to ensure our freedom in the digital age, we must reject proprietary software and instead choose free software. In addition to our list of free GNU/Linux distributions , you can also install free software for Windows and Mac OS X. Meet the Free Software Community Look who's using free software Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:36 |
https://www.fsf.org/news/free-software-foundation-receives-historic-private-donations | Free Software Foundation receives historic private donations — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › FSF News › Free Software Foundation receives historic private donations Info Free Software Foundation receives historic private donations by Free Software Foundation Contributions — Published on Dec 24, 2025 05:06 PM Boston, Massachusetts, USA (Wednesday, December 24, 2025) -- The Free Software Foundation (FSF) today announced it received two major contributions totaling around $900,000 USD. These extraordinary donations, both made to the FSF in the cryptocurrency Monero , are among some of the largest private gifts ever made to the organization. The donors wish to remain anonymous. "These incredible acts of generosity are a true gift in a challenging time for many, including many organizations like ours," said Zoë Kooyman, executive director of the FSF. "It proves that software freedom is recognized more and more as a principal issue today, at the core of several other social movements people care about like privacy, ownership, and the right to repair." The organization is in its annual winter fundraising drive , currently at three-quarters of its $400,000 USD winter goal , and will now switch its focus to a member drive thanks in part to these donations. Contributions to the FSF have always been driven by individual giving and a strong supporter base of associate members. "We are proudly supported by a large variety of contributors who care about digital rights. All donations matter, whether $5 or $500,000," Kooyman added. "Naturally, a large donation of this size boosts our work tremendously, but year after year we rely on a considerable number of donations, which maintains our independence. It makes it all the more special that these donors did not ask to be recognized." The donation will support the organization's technical team and infrastructure capacity, as well as strengthen its campaigns, education, licensing, and advocacy initiatives, and future opportunities. The FSF is seeking donations until year-end after which they aim to gain 100 associate members through its year-end fundraising ending January 16. Ways to contribute to the FSF are published on its site. About the Free Software Foundation The Free Software Foundation, founded in 1985, is dedicated to promoting computer users' right to use, study, copy, modify, and redistribute computer programs. The FSF promotes the development and use of free (as in freedom) software — particularly the GNU operating system and its GNU/Linux variants — and free documentation for free software. The FSF also helps to spread awareness of the ethical and political issues of freedom in the use of software, and its websites, located at https://fsf.org and https://gnu.org , are an important source of information about GNU/Linux. Donations to support the FSF's work can be made at https://donate.fsf.org , or become an associate member at https://fsf.org/join . The FSF is a remote organization, incorporated in Massachusetts, US. More information about the FSF, as well as important information for journalists and publishers, is at https://www.fsf.org/press . Media Contact Greg Farough Campaigns Manager Free Software Foundation +1 (617) 542 5942 campaigns@fsf.org Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:36 |
https://vercel.com/blog/announcing-v0-generative-ui | Announcing v0: Generative UI - Vercel Products AI Cloud v0 Build applications with AI AI SDK The AI Toolkit for TypeScript AI Gateway One endpoint, all your models Vercel Agent An agent that knows your stack Sandbox AI workflows in live environments Core Platform CI/CD Helping teams ship 6× faster Content Delivery Fast, scalable, and reliable Fluid Compute Servers, in serverless form Observability Trace every step Security Bot Management Scalable bot protection BotID Invisible CAPTCHA Platform Security DDoS Protection, Firewall Web Application Firewall Granular, custom protection Resources Company Customers Trusted by the best teams Blog The latest posts and changes Changelog See what shipped Press Read the latest news Events Join us at an event Learn Docs Vercel documentation Academy Linear courses to level up Knowledge Base Find help quickly Community Join the conversation Open Source Next.js The native Next.js platform Nuxt The progressive web framework Svelte The web’s efficient UI framework Turborepo Speed with Enterprise scale Solutions Use Cases AI Apps Deploy at the speed of AI Composable Commerce Power storefronts that convert Marketing Sites Launch campaigns fast Multi-tenant Platforms Scale apps with one codebase Web Apps Ship features, not infrastructure Tools Marketplace Extend and automate workflows Templates Jumpstart app development Partner Finder Get help from solution partners Users Platform Engineers Automate away repetition Design Engineers Deploy for every idea Enterprise Pricing Blog / v0 Announcing v0 : Generative UI Jared Palmer VP of Product, AI 1 min read Copy URL Copied to clipboard! Oct 11, 2023 What will you ship? A few weeks ago, we introduced v0 : a product that makes website creation as simple as describing your ideas. We call it Generative UI—combining the best practices of frontend development with the potential of generative AI. The interest in v0 has been incredible, with 100,000 people registering for the waitlist in just three weeks. Today, we’re transitioning v0 from Alpha to Beta, rolling out access to 5,000 additional users, and introducing subscription plans for those who want to unlock the full v0 feature set. Link to heading About v0 Our goal is to help developers build the first iteration of their product. Like Ingo , who built the first version of their Resume Builder product with v0 . Or Braintrust , a new AI platform that built its pricing page using v0 . Here’s how it works: Describe the interface you want to build v0 produces code using open-source tools like React, Tailwind CSS, and Shadcn UI Select an iteration and keep editing in v0 When you're ready, copy and paste that code into your app and develop from there Learn more about how v0 works . Link to heading v0 Subscription Plans v0 offers a free plan and three paid plans. If you are on a paid plan, you’ll also have the option to purchase more credits on-demand as needed. A “credit” is a method of payment tied to generations. Each generation costs ten credits, except for the first generation, which costs 30 credits. Free : $0 per month includes 200 credits Basic : $10/month includes 1,500 credits Standard : $30/month includes 5,000 credits Premium : $50/month includes 10,000 credits Read more about v0 pricing . Link to heading What's Ahead v0 is the starting point for the next generation of user interfaces. As we continue to build, we’ll also be adding new features like support for custom design systems, theming, transforming images to code, and further security and access controls. What will you ship? Get started today . Explore Blog post Jan 25, 2023 Deploying AI-driven apps on Vercel +2 Alice, Steven, and 2 others Customer case study Feb 10, 2023 Runway enables next-generation content creation with AI and Vercel Kiana and Steven Ready to deploy? Start building with a free account. Speak to an expert for your Pro or Enterprise needs. Start Deploying Talk to an Expert Explore Vercel Enterprise with an interactive product tour, trial, or a personalized demo. Explore Enterprise Products AI Enterprise Fluid Compute Next.js Observability Previews Rendering Security Turbo Domains Sandbox Workflow v0 Resources Community Docs Knowledge Base Academy Help Integrations Platforms Pricing Resources Solution Partners Startups Templates SDKs by Vercel AI SDK Workflow DevKit Flags SDK Chat SDK Streamdown AI Company About Blog Careers Changelog Contact Us Customers Events Partners Shipped Privacy Policy Legal Social GitHub LinkedIn Twitter YouTube Loading status… Select a display theme: system light dark Products v0 Build applications with AI AI SDK The AI Toolkit for TypeScript AI Gateway One endpoint, all your models Vercel Agent An agent that knows your stack Sandbox AI workflows in live environments CI/CD Helping teams ship 6× faster Content Delivery Fast, scalable, and reliable Fluid Compute Servers, in serverless form Observability Trace every step Bot Management Scalable bot protection BotID Invisible CAPTCHA Platform Security DDoS Protection, Firewall Web Application Firewall Granular, custom protection Resources Customers Trusted by the best teams Blog The latest posts and changes Changelog See what shipped Press Read the latest news Events Join us at an event Docs Vercel documentation Academy Linear courses to level up Knowledge Base Find help quickly Community Join the conversation Next.js The native Next.js platform Nuxt The progressive web framework Svelte The web’s efficient UI framework Turborepo Speed with Enterprise scale Solutions AI Apps Deploy at the speed of AI Composable Commerce Power storefronts that convert Marketing Sites Launch campaigns fast Multi-tenant Platforms Scale apps with one codebase Web Apps Ship features, not infrastructure Marketplace Extend and automate workflows Templates Jumpstart app development Partner Finder Get help from solution partners Platform Engineers Automate away repetition Design Engineers Deploy for every idea | 2026-01-13T08:49:36 |
https://www.fsf.org | Front Page — Free Software Foundation — working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search Info The Free Software Foundation (FSF) is a nonprofit with a worldwide mission to promote computer user freedom. We are hiring! See our listing for an Outreach & Communications Coordinator . --> Featured Celebrate the new year: join the free software community! > --> Featured A message from FSF president Ian Kelling > --> --> --> Body text --> The FSF advocates for free software ideals as outlined in the Free Software Definition , works for adoption of free software and free media formats, and organizes activist campaigns against threats to user freedom like Windows , Apple's iPhone and macOS, DRM on music, ebooks and movies , and software patents . We promote completely free software distributions of GNU/Linux , and advocate that users of the GNU/Linux operating system switch to a distribution which respects their freedom . We drive development of the GNU operating system and maintain a list of high-priority free software projects to promote replacements for common proprietary applications. We build and update resources useful for the free software community like the Free Software Directory , and the free software jobs board. We also provide licenses for free software developers to share their code, including the GNU General Public License . --> Free software means that the users have the freedom to run, edit, contribute to, and share the software. Thus, free software is a matter of liberty, not price. We have been defending the rights of all software users for the past forty years. Help sustain us for many more; become an associate member today. --> Subscribe to our monthly newsletter, the Free Software Supporter : Follow Us on Social Media Share GNU Social --> Mastodon Twitter Peertube Our initiatives Defective by Design is a grassroots campaign to eliminate Digital Restrictions Management (DRM) in media and devices. Read the Email Self-Defense Guide to get started with email encryption, a skill necessary to combat bulk surveillance. The End Software Patents initiative fights to abolish software patents around the world. Join us in calling for a Web that respects our freedom by being compatible with free software and stand up against nonfree JavaScript. The Free Software Directory is a collaborative catalog of computer programs and apps that are fully free. The GNU operating system is a continuously evolving, complete operating system made entirely of free software. LibrePlanet is our global network of free software activism, including events like our annual conference , and online collaboration spaces. The Licensing and Compliance Lab is the preeminent resource for public education on licensing best practices and enforcing the GPL. The "Respects Your Freedom" program certifies retailers who sell hardware in a manner that respects the rights of their users. "This community that we have, that we're building, that does so much, has to grow. We can't compete with Apple, we can't compete with Google, directly, in the field of resources. What we can eventually do is head count and heart count. We can compete on the ground of ideology because ours is better." -- Edward Snowden , NSA whistleblower, speaking at LibrePlanet. Take Action Attend a free software meetup Volunteer for the FSF and GNU Collaborate with us to build the freedom ladder Make the switch to free software Apply to work at the FSF --> Contribute to the FSF Bulletin Meet FSF President Ian Kelling New Nintendo DRM bans consoles, makes users beg for forgiveness Why you shouldn't use a lax license for your next free software program Introducing Mission:Libre, a new project for teens Don’t be fooled by Amazon’s claims that Ring video doorbells give you freedom and security --> Read the current issue of the Bulletin and check out the archives. FSF40 Join us in celebrating 40 years of fighting for software freedom! Latest Updates --> Blog | News | Events Content Type --> --> Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Join the FSF and friends on Friday, January 16 from 12:00 to 15:00 EST (17:00 to 20:00 UTC) to help improve the Free Software Directory. Content Type --> --> Turning freedom values into freedom practice with the FSF tech team Ian Kelling, FSF senior systems administrator, and also our president, outlines the complex steps the FSF tech team goes through to ensure the software we use is free. The tech team — currently just two people — is vital to our collective work for software freedom, which itself helps guarantee many of our other basic freedoms. We depend on people just like you to support our work: we have an associate membership drive to welcome 100 new members by January 16. Please join the FSF and help keep this work going. Content Type --> --> December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Sixteen new GNU releases in the last month (as of December 31, 2025): Content Type --> --> Celebrate the new year: join the free software community! Content Type --> --> A message from FSF president Ian Kelling Content Type --> --> Eko K. A. Owen joins the FSF board as the union staff pick BOSTON, Massachusetts, USA (December 29, 2025) — The Free Software Foundation (FSF) announced today that Eko K. A. Owen will follow in Ian Kelling's footsteps by becoming the second union staff-elected board member on the organization's board of directors. Content Type --> --> Everyone brings something to the table Join us in thanking the people and projects who make free software possible Content Type --> --> Free Software Foundation receives historic private donations Boston, Massachusetts, USA (Wednesday, December 24, 2025) -- The Free Software Foundation (FSF) today announced it received two major contributions totaling around $900,000 USD. Content Type --> --> Revive the winter ghost story with the tale of ShoeTool Take a seat and join us for a winter holiday ghost story. Content Type --> --> Free Software Directory meeting on IRC: Friday, January 2, starting at 12:00 EST (17:00 UTC) Join the FSF and friends on Friday, January 2 from 12:00 to 15:00 EST (17:00 to 20:00 UTC) to help improve the Free Software Directory. The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN | 2026-01-13T08:49:36 |
https://devcenter.heroku.com/articles/pgvector-heroku-postgres | pgvector on Heroku Postgres | Heroku Dev Center Skip Navigation Show nav Dev Center Get Started Documentation Changelog Search Dev Center Get Started Node.js Ruby on Rails Ruby Python Java PHP Go Scala Clojure .NET Documentation Changelog More Additional Resources Home Elements Products Pricing Careers Help Status Events Podcasts Compliance Center Heroku Blog Heroku Blog Find out what's new with Heroku on our blog. 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It adds functions for working with vectors, such as nearest neighbor search and cosine distance. Vectors are important for working with large language models and other machine learning applications, as the embeddings these models generate are often output in vector format. Use Cases With pgvector , you can: Perform retrieval augmented generation (RAG) : You can populate the database with vectorized embeddings that represent the semantic nature of the documents indexed, such as the latest product documentation for a specific domain. Given a query, RAG can retrieve the most relevant embeddings and the corresponding documents, which are then used to augment the context of the prompt for generative AI. The AI can then generate responses that are both accurate and contextually relevant. Recommend products : With a vector database containing various attributes, searching for alternatives based on the search criteria is simple. For example, you can make recommendations based on similar products like dresses or shirts, or match the style and color to offer pants or shoes. You can further extend this with collaborative filtering where the similar preferences of other shoppers enhance the recommendations. Search Salesforce data : Use Heroku Connect to synchronize Salesforce data into Heroku.Create a table with the embeddings since Heroku Connect can’t synchronize vector data types. For example, you can search for similar support cases with embeddings from Service Cloud cases. Search multimedia : Search across multimedia content, like images, audio, and video. You can embed the content directly or work with transcriptions and other attributes to perform your search. For example, generating a music playlist by finding similar tracks based on embedded features like tempo, mood, genre, and lyrics. Categorize and segment data : From industries such as healthcare to manufacturing, data segmentation and categorization are key to successful data analysis. For example, by converting patient records, diagnostic data, or genomic sequences into vectors, you can identify similar cases, aiding in rare disease diagnosis and personalized treatment recommendations. Detect anomalies : Detect anomalies in your data by comparing vectors that don’t fit the regular pattern. This comparison is useful in analyzing and detecting problematic or suspicious patterns in areas such as network traffic data, industrial sensor data, transactions data, or online behavior. Perform similarity searches: Perform simple vector similarity searches (VSS) based on the input query vector. Generally, query embeddings are used to search against the embeddings loaded into the database, but any vector data can work. Prerequisites You have an Essential-0, Essential-1, or Essential-2 database running PostgreSQL 14 or higher, or a Standard-tier and higher database running PostgreSQL 15 or higher. You don’t have Heroku Streaming Data Connectors set up on that database. Vector data types don’t sync. Provisioning You can install pgvector by running CREATE EXTENSION vector; in a psql session on your database. $ heroku pg:psql DATABASE_URL -a example-app --> Connecting to postgresql-octagonal-12345 psql (13.2, server 11.12 (Ubuntu 11.12-1.pgdg16.04+1)) SSL connection (protocol: TLSv1.2, cipher: ECDHE-RSA-AES256-GCM-SHA384, bits: 256, compression: off) Type "help" for help. example-app::DATABASE=> CREATE EXTENSION vector; CREATE EXTENSION example-app::DATABASE=> To check what version is installed, run the following query from psql : => SELECT extversion FROM pg_extension WHERE extname = 'vector'; extversion ------------ 0.5.0 (1 row) Work with pgvector You can create a table with a vector column: CREATE TABLE animals(id serial PRIMARY KEY, name VARCHAR(100), embedding VECTOR(100)); In the example, we created an animals table with an embedding vector column. After creating a table, you can insert vectors: INSERT INTO animals(name, embedding) VALUES ('llama', '[-0.15647223591804504, … -0.7506130933761597, 0.1427040845155716]'); In the example, we inserted llama in the embedding vector column. You can also add a vector column to an existing table: ALTER TABLE fruit ADD COLUMN embedding VECTOR(100); In the example, we added a vector column to an existing fruit table. Perform Vector Queries You can perform different operations on your vector data with these common query operators. <->: Euclidean Distance The Euclidean distance, or L2 distance, operator measures the straight-line distance between two points in a vector. This operator is best for searching for an alternative item or most similar item to the query. In the example, we use Euclidean distance search for animals similar to a shark in the animals table. => SELECT name FROM animals WHERE name != 'shark' ORDER BY embedding <-> (SELECT embedding FROM animals WHERE name = 'shark') LIMIT 5; name ----------- crocodile dolphin whale turtle alligator (5 rows) <#>: Negative Inner Product The negative inner product operator measures the orthogonal projection, which is whether the vectors point in the same or opposite direction with magnitude. The greater the inner product means a greater similarity between two vectors. This operator is best for searching for items of similar topics and similar in magnitude. For example, image identification where an image of a shark yields the highest inner product against the embedding of a shark. <=>: Cosine Distance The cosine distance operator measures the cosine of the angle between two vectors. The value ranges from -1 to 1, with values closer to 1 representing greater similarity between the vectors. This operator is best for similarity searches where it’s better to omit the magnitude. For example, anomaly detection where the frequency doesn’t matter, or text-based search for whole paragraph and document semantics. Performance As you add more vector data to your database, there can be performance issues or slowness in performing queries. You can index vector data like other columns in Postgres, and pgvector provides a few ways to do so. Keep in mind: Adding an index causes pgvector to switch to using approximate nearest neighbor search instead of exact nearest neighbor search, possibly causing a difference in query results. Indexing functions are based on distance calculations. Create functions based on the calculation you plan to rely on the most in your application. You can set the following settings to help optimize performance. max_parallel_workers_per_gather speeds up queries without creating an index. SET max_parallel_workers_per_gather = 4; max_parallel_maintenance_workers speeds up creating indexes on large tables by increasing the number of parallel workers. SET max_parallel_maintenance_workers = 7; To see the current settings, use the SHOW command: => SHOW max_parallel_workers_per_gather; max_parallel_workers_per_gather --------------------------------- 1 (1 row) See the pgvector documentation for guidance on creating indexes and optimizing performance on vector data types. Indexes pgvector supports two index types: HNSW (Hierarchical Navigable Small Worlds) and IVFFlat (Inverted File with Flat Compression index). Depending on the type of index you choose, there are common trade-offs including speed, recall or the quality of the query result, build times, and resource consumption. The default index type is having no index as pgvector is configured for exact nearest neighbor search. The default allows for perfect recall at the expense of speed. Adding an HNSW or IVFFlat index lets you perform approximate nearest neighbor (ANN) searches. HNSW HNSW is the preferred index type for ANN searches as it performs better than IVFFlat in most use cases. However, HNSW indexes take longer to build and take more memory. The algorithm builds multi-layer graphs that allow for fast search results. The index is built as you insert data into the table, so you can create these indexes without any data. IVFFlat You can use IVFFlat indexes for improving performance on ANN searches, including searches against high-dimensional embeddings. Since the IVFFlat relies on an existing vector, it’s best to build the index after the table has data in it for better recall. If the data distribution changes significantly, rebuild the index. IVFFlat indexes have faster build times and take less memory than HNSW, but it has worse query performance. Examples How to Use pgvector for Similarity Search on Heroku Postgres Feedback Log in to submit feedback. 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https://www.fsf.org/working-together/#sitemap-2 | Working together for free software — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software Info Working together for free software by Free Software Foundation Contributions — Published on Jun 24, 2010 03:29 PM Free software is simply software that respects our freedom — our freedom to learn and understand the software we are using. Free software is designed to free the user from restrictions put in place by proprietary software, and so using free software lets you join a global community of people who are making the political and ethical assertion of our rights to learn and to share what we learn with others. The free software GNU operating system, which began development in 1984 is now used by millions of people worldwide as a replacement to both Microsoft Windows and Apple's macOS operating systems. Because most software we buy or download from the web denies us these rights , we can look at the reasons why: usually we don't actually buy ownership of the software but instead, receive a license to use the software, binding us with many fine-print rules about what we can and cannot do . We should be able to make copies of software and give them to our friends, we should be able to figure out how programs work and change them, we should be able to put copies of software on all the computers in our home or office — these are all things that software licenses are traditionally designed to prevent. Enter the free software movement: groups of individuals in collaboration over the Internet and in local groups, working together for the rights of computer users worldwide, creating new software to replace the bad licenses on your computer with community built software that removes the restrictions put in place and creates new and exciting ways to use computers for social good. Meet the community Meet the Free Software Community Look who's using free software Get started with free software Learn how you can install free software on your computer Meet some of the free software programs you can install Through our Working Together for Free Software campaign fund , you can donate to help advance free software in specific areas. The next steps towards full free software Take the next steps toward complete software freedom For free software projects Join the Working Together for Free Software Fund Read this page in Spanish . Прочитайте эту страницу на русском языке. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:36 |
https://www.fsf.org/working-together/gang | Meet the free software gang — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › Meet the free software gang Info Meet the free software gang by Matt Lee Contributions — Published on Jul 08, 2010 01:03 PM Meet the pieces of free software working together to build a complete free software system. There are thousands of pieces of free software, many of which are listed in our directory of free software , but of these projects, a few dozen are extremely common — we call these the free software gang. Graphics Blender — make 3d animations and edit video GIMP — touch up and crop photos from your digital camera and the Web Inkscape — make flyers, postcards and printed materials Group chat The FSF uses IRC , which remains an enduring way to have a text-based chat in real-time, and as evidenced by Web clients like The Lounge, or desktop clients like Pidgin, it can be as stripped down or feature-rich as you like. Mattermost — Mattermost is a flexible, free software messaging platform that enables secure team collaboration. Rocket Chat — Rocket.Chat is scalable free software, replace email and improve your digital workflow. Wire — Wire’s source code is available on GitHub with a GPLv3 licence. A self-hosted server option is available upon request. Multimedia Amarok — listen to CDs, downloaded music, streaming radio and podcasts VLC — watch DVDs, videos from YouTube and other downloads Office and database LibreOffice and OpenOffice.org — word processing, spreadsheets and presentations MySQL — a full-fledged database that works with OpenOffice.org Operating system and friends Gecko — the same powerful code that powers Firefox and Icecat, in your own software GNOME — the graphical desktop for many of the GNU/Linux systems GNU — the fully free operating system KDE — another popular graphical desktop, favored by many for its powerful features Linux — together with GNU, Linux powers the GNU/Linux operating system Nautilus — the GNOME file manager Programming languages Java — used in everything from your cellphone to your bank Perl — the system administrator's swiss army knife PHP — powers Wikipedia and the White House Web site Python — popular with Google and NASA, also runs this Web site! Ruby — used by many of the Web 2.0 sites Web and email Drupal — run your Web site in style Firefox and GNU IceCat — browse the Web at high-speed and in safety Mozilla — the all-in-one browser, email and Web-editing software Thunderbird — send email like a pro! Прочитайте эту страницу на русском языке. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:36 |
https://www.youtube.com/github | GitHub - YouTube var ytInitialData = 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Anthropic이 인수한 Bun, React2Shell, GPT 5.2 등","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=uNIZQpyQlys","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"uNIZQpyQlys","watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-ab02a0nfpgxapox-bh266.googlevideo.com/initplayback?source=youtube\u0026oeis=1\u0026c=WEB\u0026oad=3200\u0026ovd=3200\u0026oaad=11000\u0026oavd=11000\u0026ocs=700\u0026oewis=1\u0026oputc=1\u0026ofpcc=1\u0026msp=1\u0026odepv=1\u0026id=b8d219429c90972b\u0026ip=1.208.108.242\u0026initcwndbps=3431250\u0026mt=1768293662\u0026oweuc="}}}}}}],"accessibility":{"accessibilityData":{"label":"다운로드: Anthropic이 인수한 Bun, React2Shell, GPT 5.2 등 6분 38초"}}},"description":{"runs":[{"text":"이번 주 The Download에서는 Christina Warren이 Anthropic의 Bun 인수 소식과 모델 컨텍스트 프로토콜(MCP)의 Linux Foundation 이전 소식을 전해드립니다. 또한 React 서버 구성 요소에 영향을 미치는 심각한 React2Shell 취약점과 GitHub Copilot에 GPT 5.2가 도입된 소식도 다룹니다. 더불어 2025년 최고의 오픈 소스 프로젝트들을 소개합니다.\n\n"},{"text":"#TheDownload","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"/hashtag/thedownload","webPageType":"WEB_PAGE_TYPE_BROWSE","rootVe":6827,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"FEhashtag","params":"6gUPCgt0aGVkb3dubG9hZBgB"}}},{"text":" "},{"text":"#개발뉴스","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"/hashtag/%EA%B0%9C%EB%B0%9C%EB%89%B4%EC%8A%A4","webPageType":"WEB_PAGE_TYPE_BROWSE","rootVe":6827,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"FEhashtag","params":"6gUQCgzqsJzrsJzribTsiqQYAQ%3D%3D"}}},{"text":" "},{"text":"#오픈소스","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"/hashtag/%EC%98%A4%ED%94%88%EC%86%8C%EC%8A%A4","webPageType":"WEB_PAGE_TYPE_BROWSE","rootVe":6827,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"FEhashtag","params":"6gUQCgzsmKTtlIjshozsiqQYAQ%3D%3D"}}},{"text":"\n\n▬▬▬▬▬▬ 자료 🚀 ▬▬▬▬▬▬\n\nBun, Anthropic에 합류\n"},{"text":"https://bun.com/blog/bun-joins-anthropic","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbTktWll0NHVXTVJaODg2YktXY1UtcXdNN3FiZ3xBQ3Jtc0tsckJIMEItWEFubnNxa082NkgzZjV2YmU4QWNvRldWa0otd0lFTTZEcGU1REF5WHF6WnpJMTVPcXY0U3FTSkQ2V21kZjZWcEdUczN0YkN5N2JwUk9Db2VOdnRCVlVjemJlcmdIaE9ZVDN5X0FIZnJFNA\u0026q=https%3A%2F%2Fbun.com%2Fblog%2Fbun-joins-anthropic","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbTktWll0NHVXTVJaODg2YktXY1UtcXdNN3FiZ3xBQ3Jtc0tsckJIMEItWEFubnNxa082NkgzZjV2YmU4QWNvRldWa0otd0lFTTZEcGU1REF5WHF6WnpJMTVPcXY0U3FTSkQ2V21kZjZWcEdUczN0YkN5N2JwUk9Db2VOdnRCVlVjemJlcmdIaE9ZVDN5X0FIZnJFNA\u0026q=https%3A%2F%2Fbun.com%2Fblog%2Fbun-joins-anthropic","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\nMCP, Linux에 합류 재단\n"},{"text":"https://github.blog/open-source/maint...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbVJmREY5RTNMaW1PU2RGOGt3TWNwcFVKX1F5Z3xBQ3Jtc0tuVl9keTZtRDloNEtXaEM5LUtIRmRoSlg1TVdHZE8zUXJIUmN2VW1DbEpOTkluSzg4c0VWYlVfNVZoY3dwcEp5c2VibGwtOXJLNm5GbGg1cEJLRGJwa29zT2xQNUpCZEF2WE1HakZSTHhXdU5IaDRlaw\u0026q=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fmcp-joins-the-linux-foundation-what-this-means-for-developers-building-the-next-era-of-ai-tools-and-agents%2F","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbVJmREY5RTNMaW1PU2RGOGt3TWNwcFVKX1F5Z3xBQ3Jtc0tuVl9keTZtRDloNEtXaEM5LUtIRmRoSlg1TVdHZE8zUXJIUmN2VW1DbEpOTkluSzg4c0VWYlVfNVZoY3dwcEp5c2VibGwtOXJLNm5GbGg1cEJLRGJwa29zT2xQNUpCZEF2WE1HakZSTHhXdU5IaDRlaw\u0026q=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fmcp-joins-the-linux-foundation-what-this-means-for-developers-building-the-next-era-of-ai-tools-and-agents%2F","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://www.anthropic.com/news/donati...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa2FDQXlab0J4bS1GX3o2aVR1eWNPOHp0YWR0Z3xBQ3Jtc0ttVjVVZ05IQWhzbmtUS3RfajFxSHlZUm41b21ISk5IMFZLYy1KQW9adTdMdDZLYWx6cDcyTEVZdjFjRXhwQmsycklzLW41V1YxMWJLY0FWQXBLZHByNjBoNUsxMHRkbXNuWDBDNjZXUkdSeDRuM2pCNA\u0026q=https%3A%2F%2Fwww.anthropic.com%2Fnews%2Fdonating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa2FDQXlab0J4bS1GX3o2aVR1eWNPOHp0YWR0Z3xBQ3Jtc0ttVjVVZ05IQWhzbmtUS3RfajFxSHlZUm41b21ISk5IMFZLYy1KQW9adTdMdDZLYWx6cDcyTEVZdjFjRXhwQmsycklzLW41V1YxMWJLY0FWQXBLZHByNjBoNUsxMHRkbXNuWDBDNjZXUkdSeDRuM2pCNA\u0026q=https%3A%2F%2Fwww.anthropic.com%2Fnews%2Fdonating-the-model-context-protocol-and-establishing-of-the-agentic-ai-foundation","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://www.youtube.com/watch?v=DBaFF...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=DBaFFYyUSl8","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"DBaFFYyUSl8","startTimeSeconds":0,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-ab02a0nfpgxapox-bh2zz.googlevideo.com/initplayback?source=youtube\u0026oeis=1\u0026c=WEB\u0026oad=3200\u0026ovd=3200\u0026oaad=11000\u0026oavd=11000\u0026ocs=700\u0026oewis=1\u0026oputc=1\u0026ofpcc=1\u0026msp=1\u0026odepv=1\u0026id=0c1685158c944a5f\u0026ip=1.208.108.242\u0026initcwndbps=3655000\u0026mt=1768293662\u0026oweuc="}}}}}},{"text":"\nReact2Shell 취약점\n"},{"text":"https://react2shell.com/","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbmNwZzRqdjNRR1BEUFF4djlWQjdXendIczRTZ3xBQ3Jtc0trS2I5bmFnZFlnVExadlFLcEFhRDM1RkZQSGhwcUNuUTBmaUhmT1BPcnRMdWVXS21uQVNxby1vOHE0Sm1ZTFpwdXZGbHhUS3hGcW1RTTRCMGMtX2VfZzBnRUVsV2xUdXkwQUJHQ2pfOURsakNwZnVORQ\u0026q=https%3A%2F%2Freact2shell.com%2F","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbmNwZzRqdjNRR1BEUFF4djlWQjdXendIczRTZ3xBQ3Jtc0trS2I5bmFnZFlnVExadlFLcEFhRDM1RkZQSGhwcUNuUTBmaUhmT1BPcnRMdWVXS21uQVNxby1vOHE0Sm1ZTFpwdXZGbHhUS3hGcW1RTTRCMGMtX2VfZzBnRUVsV2xUdXkwQUJHQ2pfOURsakNwZnVORQ\u0026q=https%3A%2F%2Freact2shell.com%2F","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://github.com/vercel/next.js/sec...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa1lzNFBmMmFFUTllTlNKLXZRVVRTb0V3TUtaQXxBQ3Jtc0ttR2lvcDVWZTBLOER1ekdNOGcxUHphWGZyOEg5WXl4dUktcDJBNWxEbmFjNzZ4OXdEQWxySlE4MHBwdHhxZHlUMlkwZ1NHSExIRGVCbS01cmVxTk85S09NeHhDWGlxVGt5dUh5eUR5Wm9qN1czdkFRaw\u0026q=https%3A%2F%2Fgithub.com%2Fvercel%2Fnext.js%2Fsecurity%2Fadvisories%2FGHSA-9qr9-h5gf-34mp","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa1lzNFBmMmFFUTllTlNKLXZRVVRTb0V3TUtaQXxBQ3Jtc0ttR2lvcDVWZTBLOER1ekdNOGcxUHphWGZyOEg5WXl4dUktcDJBNWxEbmFjNzZ4OXdEQWxySlE4MHBwdHhxZHlUMlkwZ1NHSExIRGVCbS01cmVxTk85S09NeHhDWGlxVGt5dUh5eUR5Wm9qN1czdkFRaw\u0026q=https%3A%2F%2Fgithub.com%2Fvercel%2Fnext.js%2Fsecurity%2Fadvisories%2FGHSA-9qr9-h5gf-34mp","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://github.com/facebook/react/sec...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUctTlNLTERzMnBUQnZIb2hGb3RNNHEzUmhDZ3xBQ3Jtc0trYVF3eUU3V2NTWVAtbDl6cDJ4NG1BU0ZMS0tFT1lGWHkxanZGX0VpNlkxX3dhX051WW50MS1NMkQta0t4NEMyVEhGT3U3a1hQUHJ0czBXUkN2cnhvQVd6Tm9MZjNZRHhSbkstMktkdzhjemo2N1JvWQ\u0026q=https%3A%2F%2Fgithub.com%2Ffacebook%2Freact%2Fsecurity%2Fadvisories%2FGHSA-fv66-9v8q-g76r","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUctTlNLTERzMnBUQnZIb2hGb3RNNHEzUmhDZ3xBQ3Jtc0trYVF3eUU3V2NTWVAtbDl6cDJ4NG1BU0ZMS0tFT1lGWHkxanZGX0VpNlkxX3dhX051WW50MS1NMkQta0t4NEMyVEhGT3U3a1hQUHJ0czBXUkN2cnhvQVd6Tm9MZjNZRHhSbkstMktkdzhjemo2N1JvWQ\u0026q=https%3A%2F%2Fgithub.com%2Ffacebook%2Freact%2Fsecurity%2Fadvisories%2FGHSA-fv66-9v8q-g76r","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://react.dev/blog/2025/12/11/den...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUpaN3p0TzhtckZXZUtCNDF1YUdtYWJOMEZjd3xBQ3Jtc0trLXktWkRRWVlFRlNrYURkZC1MUGV5bGZ2WEFfZFJhLVFGeUN2ZDI4V3EtdjE3N0J6X0s4eURkaGF1dHdRV0JTSVZWQm5zaVJRSEpVR2lLYnFvZTRFZlFaNkx2djR1YlNCb1RJTDFKXzhtRjhheVZpbw\u0026q=https%3A%2F%2Freact.dev%2Fblog%2F2025%2F12%2F11%2Fdenial-of-service-and-source-code-exposure-in-react-server-components","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUpaN3p0TzhtckZXZUtCNDF1YUdtYWJOMEZjd3xBQ3Jtc0trLXktWkRRWVlFRlNrYURkZC1MUGV5bGZ2WEFfZFJhLVFGeUN2ZDI4V3EtdjE3N0J6X0s4eURkaGF1dHdRV0JTSVZWQm5zaVJRSEpVR2lLYnFvZTRFZlFaNkx2djR1YlNCb1RJTDFKXzhtRjhheVZpbw\u0026q=https%3A%2F%2Freact.dev%2Fblog%2F2025%2F12%2F11%2Fdenial-of-service-and-source-code-exposure-in-react-server-components","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\nGPT 5.2\n"},{"text":"https://github.blog/changelog/2025-12...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbkdLUmpWQlRTSTJ3WHFNb2J5Z0xYY29JbDZrQXxBQ3Jtc0trbmJjM2lnMzRONXJEcmM2d2ZSc3owSm1QWTgxbXlPZHpvbTlmNnFFR3VKcWVaSnN5WGlKUzA3VEQ0OFROT1JwM0laT3V1ZDkwWmNfVXIwbkpqR2xCUUVsSVRBOHRJME96ZHJrZDFzT2hfYkpQbE1pUQ\u0026q=https%3A%2F%2Fgithub.blog%2Fchangelog%2F2025-12-11-openais-gpt-5-2-is-now-in-public-preview-for-github-copilot%2F","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbkdLUmpWQlRTSTJ3WHFNb2J5Z0xYY29JbDZrQXxBQ3Jtc0trbmJjM2lnMzRONXJEcmM2d2ZSc3owSm1QWTgxbXlPZHpvbTlmNnFFR3VKcWVaSnN5WGlKUzA3VEQ0OFROT1JwM0laT3V1ZDkwWmNfVXIwbkpqR2xCUUVsSVRBOHRJME96ZHJrZDFzT2hfYkpQbE1pUQ\u0026q=https%3A%2F%2Fgithub.blog%2Fchangelog%2F2025-12-11-openais-gpt-5-2-is-now-in-public-preview-for-github-copilot%2F","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n프로젝트 스포트라이트:\n"},{"text":"https://github.com/IAmTomShaw/f1-race...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqblY5Z0xkZVBxOC03S09TZmZnNHNIU1I4NEgzZ3xBQ3Jtc0tuaV9VVUo5cFlUR3JFU3N0TnhIeHdwd0ZKM2lLWGFVVWk2X0E4aENJdDNXVVFYX1F6OHEzckRIQ2tHYmV6WGlEWFR5a09LNzlDNkQ5cU8tQmdXOTlYV0JkZTI5T2YzVVU4aDFoMmd3ZEpmSlBRVFlibw\u0026q=https%3A%2F%2Fgithub.com%2FIAmTomShaw%2Ff1-race-replay","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqblY5Z0xkZVBxOC03S09TZmZnNHNIU1I4NEgzZ3xBQ3Jtc0tuaV9VVUo5cFlUR3JFU3N0TnhIeHdwd0ZKM2lLWGFVVWk2X0E4aENJdDNXVVFYX1F6OHEzckRIQ2tHYmV6WGlEWFR5a09LNzlDNkQ5cU8tQmdXOTlYV0JkZTI5T2YzVVU4aDFoMmd3ZEpmSlBRVFlibw\u0026q=https%3A%2F%2Fgithub.com%2FIAmTomShaw%2Ff1-race-replay","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n추천 주차:\n"},{"text":"https://github.com/JustAJobApp/jobsee...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqazhWeXQxVElKc2VfUWtOQmdmZ1hmbE1vSEk2d3xBQ3Jtc0trcnAzZ0ZreGlTdHVoLXlWU2NXQjBtSkFQRFFLazVqLW9aWFZqbHhqWkhadVBybmhzMnc1Q2d6WmVNWGNnTUdsZHJ6OFJLbS1ySF92emx0elFkX2JtVjFpSlh3cExmRVpWclFEUlEwU18tUDNlcTNnNA\u0026q=https%3A%2F%2Fgithub.com%2FJustAJobApp%2Fjobseeker-analytics","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqazhWeXQxVElKc2VfUWtOQmdmZ1hmbE1vSEk2d3xBQ3Jtc0trcnAzZ0ZreGlTdHVoLXlWU2NXQjBtSkFQRFFLazVqLW9aWFZqbHhqWkhadVBybmhzMnc1Q2d6WmVNWGNnTUdsZHJ6OFJLbS1ySF92emx0elFkX2JtVjFpSlh3cExmRVpWclFEUlEwU18tUDNlcTNnNA\u0026q=https%3A%2F%2Fgithub.com%2FJustAJobApp%2Fjobseeker-analytics","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://github.com/rochacbruno/marmite","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbVZGckxURHc1QjdSVkxrZjJ6YjB4YUE3c3hrd3xBQ3Jtc0tuZW92WGVSX0E2SzI0MlJtcjUwRmZfRnZjdVFxbF9Ed3dLVm5YMXAxT0xaUHB3bEU2WDNrNFNCbVRydDVqbGF2UWt5b3dZYUwzSGRraXZPNEpQR0thblJ1akdHNmRRUl9odjM4Y0tiNXVfeEN0bGpHaw\u0026q=https%3A%2F%2Fgithub.com%2Frochacbruno%2Fmarmite","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbVZGckxURHc1QjdSVkxrZjJ6YjB4YUE3c3hrd3xBQ3Jtc0tuZW92WGVSX0E2SzI0MlJtcjUwRmZfRnZjdVFxbF9Ed3dLVm5YMXAxT0xaUHB3bEU2WDNrNFNCbVRydDVqbGF2UWt5b3dZYUwzSGRraXZPNEpQR0thblJ1akdHNmRRUl9odjM4Y0tiNXVfeEN0bGpHaw\u0026q=https%3A%2F%2Fgithub.com%2Frochacbruno%2Fmarmite","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n"},{"text":"https://github.com/Polprzewodnikowy/S...","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa3hEUUc2WmxvOVdCb2lYRlhUajFFN2s4X2hnZ3xBQ3Jtc0ttVFk4cmljMjZLRm1VTk9nd2hRZ1BjeGI0NTdEWFJsRWdobnB5NURaRGdDbE1CWTQxS1IwNy1VNEtPRTRTZ3ZjQXVOX0RNcWdSNS0zVGlWSlRVbW1PejlvU2l5YlN4MEdnSHpaYk9oMmx1U0xaMGZnZw\u0026q=https%3A%2F%2Fgithub.com%2FPolprzewodnikowy%2FSummerCart64","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqa3hEUUc2WmxvOVdCb2lYRlhUajFFN2s4X2hnZ3xBQ3Jtc0ttVFk4cmljMjZLRm1VTk9nd2hRZ1BjeGI0NTdEWFJsRWdobnB5NURaRGdDbE1CWTQxS1IwNy1VNEtPRTRTZ3ZjQXVOX0RNcWdSNS0zVGlWSlRVbW1PejlvU2l5YlN4MEdnSHpaYk9oMmx1U0xaMGZnZw\u0026q=https%3A%2F%2Fgithub.com%2FPolprzewodnikowy%2FSummerCart64","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n\n▬▬▬▬▬▬ 타임스탬프 ⌚ ▬▬▬▬▬▬ \n\n"},{"text":"00:00"},{"text":" The Download에 오신 것을 환영합니다\n"},{"text":"00:34"},{"text":" Bun이 Anthropic에 인수되었습니다\n"},{"text":"01:29"},{"text":" MCP 1주년\n"},{"text":"02:13"},{"text":" React2Shell 취약점\n"},{"text":"03:02"},{"text":" GitHub Copilot에서 GPT 5.2 사용 가능\n"},{"text":"03:28"},{"text":" 프로젝트 스포트라이트: F1 Race Replay\n"},{"text":"04:18"},{"text":" 2025년 최고의 프로젝트\n\nGitHub의 모든 소식을 받아보려면 다음을 통해 연결하세요.\n\nYouTube: "},{"text":"https://gh.io/subgithub","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbTJmUmNRSW0ybF8tZkpIMHBvT3hFSU1kT1RuZ3xBQ3Jtc0tsSWwxaENReF9DV21Bd3BodlJCTXlURl9KcWVKcDdCd0pzUzFaay1CMWQwT0RMdlpmS1oyT2FwdVlwTk84Qjl4b1ZKRnpTWm9oMzloUXZPYzlvUWFwU1lVRVlGSFBBdnpjbW9pVVBPM1JoSk5EOWhMYw\u0026q=https%3A%2F%2Fgh.io%2Fsubgithub","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbTJmUmNRSW0ybF8tZkpIMHBvT3hFSU1kT1RuZ3xBQ3Jtc0tsSWwxaENReF9DV21Bd3BodlJCTXlURl9KcWVKcDdCd0pzUzFaay1CMWQwT0RMdlpmS1oyT2FwdVlwTk84Qjl4b1ZKRnpTWm9oMzloUXZPYzlvUWFwU1lVRVlGSFBBdnpjbW9pVVBPM1JoSk5EOWhMYw\u0026q=https%3A%2F%2Fgh.io%2Fsubgithub","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n블로그: "},{"text":"https://github.blog","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUN3ZXRrekJ1NEt1ZWcxZkNTU3BrVmlndWwyd3xBQ3Jtc0tsOUZaZ21abldWY0paLXpuX3NadGdSUUtoRzgtTC10YTlaSUFQUXp5eWN3OVdQZUdvbldpNHE4cGxBYTZoa0lXVEJzUzN0eHUwSzNxUHhCQ0ZoN0YtTEZFSlBEQTNnWXp6cDlKRlVRRmFRWWh3UG9Dbw\u0026q=https%3A%2F%2Fgithub.blog%2F","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbUN3ZXRrekJ1NEt1ZWcxZkNTU3BrVmlndWwyd3xBQ3Jtc0tsOUZaZ21abldWY0paLXpuX3NadGdSUUtoRzgtTC10YTlaSUFQUXp5eWN3OVdQZUdvbldpNHE4cGxBYTZoa0lXVEJzUzN0eHUwSzNxUHhCQ0ZoN0YtTEZFSlBEQTNnWXp6cDlKRlVRRmFRWWh3UG9Dbw\u0026q=https%3A%2F%2Fgithub.blog%2F","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\nX: "},{"text":"https://twitter.com/github","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbWp5V0Q4YlRiclR6czNNaVBvTWNFai1wb0c1d3xBQ3Jtc0ttNjNWVDRTcjBDekdsU2VKRDlZaTJVbmctV2ktMWQ5eGk3b3RBWVZQbGstdjlfaFp0bkhoWV90S19Pa2VMTnFsT19OcmlLb1FzV0xpQk9FTlhNUDZhNkFBSjRGRlNRRWNRYkFUbENVR2RfdjBnMVZWQQ\u0026q=https%3A%2F%2Ftwitter.com%2Fgithub","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbWp5V0Q4YlRiclR6czNNaVBvTWNFai1wb0c1d3xBQ3Jtc0ttNjNWVDRTcjBDekdsU2VKRDlZaTJVbmctV2ktMWQ5eGk3b3RBWVZQbGstdjlfaFp0bkhoWV90S19Pa2VMTnFsT19OcmlLb1FzV0xpQk9FTlhNUDZhNkFBSjRGRlNRRWNRYkFUbENVR2RfdjBnMVZWQQ\u0026q=https%3A%2F%2Ftwitter.com%2Fgithub","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\nLinkedIn: "},{"text":"https://linkedin.com/company/github","navigationEndpoint":{"clickTrackingParams":"CI4GELsvGAAiEwjKxcWQkYiSAxUDUlAHHeOyId7KAQRWhivQ","commandMetadata":{"webCommandMetadata":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbDdrblFnOFQxQ3pYMTdJSUhVYWhwRFdYMGtSUXxBQ3Jtc0tsZ2pQaXR0cjZXOTZDYzR0bTg3TUkzRzdNZWYyd2lVVWJMejEzRzhvVEhfTzFzaXVybXhQNE1sTzk1RmUtLVZFVHYyTk9RTWN6Q19HUHJsQzQybzZUckRKS01nVU5fczA1TS10ZUUyUDdiZzZ2cE5Nbw\u0026q=https%3A%2F%2Flinkedin.com%2Fcompany%2Fgithub","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://www.youtube.com/redirect?event=video_description\u0026redir_token=QUFFLUhqbDdrblFnOFQxQ3pYMTdJSUhVYWhwRFdYMGtSUXxBQ3Jtc0tsZ2pQaXR0cjZXOTZDYzR0bTg3TUkzRzdNZWYyd2lVVWJMejEzRzhvVEhfTzFzaXVybXhQNE1sTzk1RmUtLVZFVHYyTk9RTWN6Q19HUHJsQzQybzZUckRKS01nVU5fczA1TS10ZUUyUDdiZzZ2cE5Nbw\u0026q=https%3A%2F%2Flinkedin.com%2Fcompany%2Fgithub","target":"TARGET_NEW_WINDOW","nofollow":true}}},{"text":"\n뉴스레터 구독: 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close AssemblyAI Voice Agents Challenge Contest Rules Contest Announcement AssemblyAI Challenge Sponsored by Dev Community Inc.(" Sponsor ") NO ENTRY FEE. NO PURCHASE NECESSARY TO ENTER OR WIN. VOID WHERE PROHIBITED. We urge you to carefully read the terms and conditions of this Contest Landing Page located here and the DEV Community Inc. General Contest Official Rules located here ("Official Rules"), incorporated herein by reference. The following contest specific details on this Contest Announcement Page, together with the Official Rules , govern your participation in the named contest defined below (the "Contest"). Sponsor does not claim ownership rights in your Entry. The Official Rules describe the rights you give to Sponsor by submitting an Entry to participate in the named Contest. In the event of a conflict between the terms of this Contest Announcement Page and the Official Rules, the Official Rules will govern and control. Contest Name : AssemblyAI Challenge Entry Period : The Contest begins on July 16, 2025 at 7:00 AM PDT and ends on July 27, 2025 at 11:59 PM PDT (the " Entry Period ") How to Enter : All entries must be submitted no later than the end of the Entry Period. You may enter the Contest during the Entry Period as follows: Visit the Contest webpage part of the DEV Community Site located here (the " Contest Page "); and Follow any instructions on the Contest Page and submit your completed entry (each an " Entry "). There is no limit on the number of Entries you may submit during the Entry Period. 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https://www.fsf.org/working-together/#sitemap-3 | Working together for free software — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software Info Working together for free software by Free Software Foundation Contributions — Published on Jun 24, 2010 03:29 PM Free software is simply software that respects our freedom — our freedom to learn and understand the software we are using. Free software is designed to free the user from restrictions put in place by proprietary software, and so using free software lets you join a global community of people who are making the political and ethical assertion of our rights to learn and to share what we learn with others. The free software GNU operating system, which began development in 1984 is now used by millions of people worldwide as a replacement to both Microsoft Windows and Apple's macOS operating systems. Because most software we buy or download from the web denies us these rights , we can look at the reasons why: usually we don't actually buy ownership of the software but instead, receive a license to use the software, binding us with many fine-print rules about what we can and cannot do . We should be able to make copies of software and give them to our friends, we should be able to figure out how programs work and change them, we should be able to put copies of software on all the computers in our home or office — these are all things that software licenses are traditionally designed to prevent. Enter the free software movement: groups of individuals in collaboration over the Internet and in local groups, working together for the rights of computer users worldwide, creating new software to replace the bad licenses on your computer with community built software that removes the restrictions put in place and creates new and exciting ways to use computers for social good. Meet the community Meet the Free Software Community Look who's using free software Get started with free software Learn how you can install free software on your computer Meet some of the free software programs you can install Through our Working Together for Free Software campaign fund , you can donate to help advance free software in specific areas. The next steps towards full free software Take the next steps toward complete software freedom For free software projects Join the Working Together for Free Software Fund Read this page in Spanish . Прочитайте эту страницу на русском языке. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. 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https://opensource.bosch.com/ | Home | Open Source at Bosch Skip to main content Manifesto Projects close Home Open-Source at Bosch Open-source @ Bosch Tanja Rückert Chief Digital Officer Open-source is not just a strategic move for Bosch, but a mindset that aligns with our values, our innovations, and creates value for our business. Read our open-source   manifesto Explore our   projects Stories All   stories Bosch technology creates new stories every day. We invite you to explore those stories and meet the people behind Bosch’s open-source projects. SEPIA - Streamlining SBOM exchange for a secure software supply   chain Building together, learning together: The Eclipse SDV Hackathon at Bosch Innovation Campus   Berlin Empowering automotive software with the Safe Open Vehicle   Core Explore our projects Bosch contributes to several open-source projects spanning across domains – mobility, AIoT, energy, manufacturing, healthcare, and robotics are some of them. Featured projects No elements found. GitHub Java | Quarkus | Typescript | React Keycloak Keycloak is an open-source identity and access management solution supporting OAuth2, OpenID Connect, and SAML. It offers single sign-on (SSO), multi-factor authentication, user federation, and REST APIs for easy integration and customization. Designed for enterprise use, Keycloak helps centralize user management across systems. It is an incubating project under the Cloud Native Computing Foundation (CNCF). GitHub Python pyLife pyLife is an Open-Source Python library for state of the art algorithms used in lifetime assessment of mechanical components subject to fatigue load. GitHub C++ | Rust | Python | Go Kuksa.val KUKSA.val provides in-vehicle software components for working with in-vehicle signals modelled using the COVESA VSS data model. Events and conferences Discover the upcoming conference details, including location and schedule, hosted or featuring a contribution by Bosch, here. Jan 31 – Feb 1 ULB Solbosch Campus, Brussels, Belgium FOSDEM'26 Learn   more Mar 16 – Mar 17 bUm – Raum für solidarisches Miteinander, Berlin, Germany FOSS Backstage 2026 Learn   more Mar 24 – Mar 26 Robert Bosch - Service and Supply Chain Campus , Stuttgart, Germany OpenChain and Friends 2026 Learn   more What Work #LikeABosch stands for At Bosch we like to grow together, enjoy a healthy work-life-balance, and inspire each other. Join us and work #like a Bosch in your new dream job. Grow Find out   more Enjoy. Find out   more Inspire. Find out   more Start your career at Bosch Find job openings Select a country to discover existing job opportunities, accompanied by a designated contact person to assist you in the recruitment process. Find local job   offers Corporate information Product security   (PSIRT) Licenses and patents Home Privacy settings © Robert Bosch GmbH 2024-2025, all rights reserved | 2026-01-13T08:49:36 |
https://dev.to/t/software/page/14 | Software Page 14 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # software Follow Hide All things related to software development and engineering. Create Post Older #software posts 11 12 13 14 15 16 17 18 19 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Understanding the Birthday Paradox in Software Development Zoe Clegg Zoe Clegg Zoe Clegg Follow Oct 18 '25 Understanding the Birthday Paradox in Software Development # software # development # testing Comments Add Comment 3 min read Is iSAQB certification worth it? tecnovy tecnovy tecnovy Follow Oct 18 '25 Is iSAQB certification worth it? # architecture # isaqb # certification # software 4 reactions Comments Add Comment 4 min read AI Conference 2025 - CKEditor in da house Ondřej Chrastina Ondřej Chrastina Ondřej Chrastina Follow for CKEditor Oct 7 '25 AI Conference 2025 - CKEditor in da house # news # ai # software 3 reactions Comments 1 comment 3 min read Why I Write... The answer is simple, yet deeply personal Karel merwe Karel merwe Karel merwe Follow Sep 13 '25 Why I Write... The answer is simple, yet deeply personal # architecture # softwareengineering # software # programming Comments Add Comment 1 min read 🚀 PoCs & MVPs 101 — The Art of Building Smart, Not Big Sivaram Sivaram Sivaram Follow Oct 17 '25 🚀 PoCs & MVPs 101 — The Art of Building Smart, Not Big # productivity # webdev # management # software 5 reactions Comments Add Comment 3 min read The Nested Patterns: Advanced Comprehension Techniques Aaron Rose Aaron Rose Aaron Rose Follow Oct 15 '25 The Nested Patterns: Advanced Comprehension Techniques # python # coding # programming # software 1 reaction Comments Add Comment 8 min read First Publication! Tochi Tochi Tochi Follow Oct 15 '25 First Publication! # cybersecurity # systemdesign # software # beginners 1 reaction Comments 2 comments 1 min read How to Evaluate ROI on AI Tools Before You Buy Mikuz Mikuz Mikuz Follow Sep 13 '25 How to Evaluate ROI on AI Tools Before You Buy # software Comments Add Comment 3 min read How Machine Learning Creates More Realistic Game Physics | Software Development Company Jenny Smith Jenny Smith Jenny Smith Follow Sep 17 '25 How Machine Learning Creates More Realistic Game Physics | Software Development Company # software # machinelearning # softwaredevelopmentcompany # development 1 reaction Comments Add Comment 5 min read 🍒 The Cherry on Top of The Deadline Asher Buk Asher Buk Asher Buk Follow Oct 15 '25 🍒 The Cherry on Top of The Deadline # designsystem # architecture # software # books 2 reactions Comments Add Comment 1 min read Game Engine 3 — A Shell for Visual Game Programming in Python artyom7777 artyom7777 artyom7777 Follow Oct 14 '25 Game Engine 3 — A Shell for Visual Game Programming in Python # programming # software # gamedev # opensource 1 reaction Comments Add Comment 4 min read When Tools Start Managing You VAIZ VAIZ VAIZ Follow Oct 15 '25 When Tools Start Managing You # projectmanagement # productivity # software # programming 2 reactions Comments Add Comment 2 min read Coding as Poetry: Why Every Engineer Should Write Readable Code Mustapha Tijani Mustapha Tijani Mustapha Tijani Follow Oct 14 '25 Coding as Poetry: Why Every Engineer Should Write Readable Code # cleancode # programming # beginners # software Comments Add Comment 3 min read Why Model-First and where the Truth lives Kerman Kerman Kerman Follow Oct 14 '25 Why Model-First and where the Truth lives # programming # database # architecture # software 3 reactions Comments Add Comment 7 min read Windows 11 September 2025 Update: New Features Explained zulnourain muhammad zulnourain muhammad zulnourain muhammad Follow Sep 11 '25 Windows 11 September 2025 Update: New Features Explained # security # software # windows # microsoft Comments Add Comment 3 min read Continuous AI Maturity Model: Where Do You Stand in the CAI Adoption? Olabode Lawal-Shittabey Olabode Lawal-Shittabey Olabode Lawal-Shittabey Follow Sep 22 '25 Continuous AI Maturity Model: Where Do You Stand in the CAI Adoption? # ai # llm # software # chatgpt 4 reactions Comments 2 comments 5 min read Developing a Powerful Test Automation Strategy - Frameworks, CI/CD & E2E Tests idavidov13 idavidov13 idavidov13 Follow Oct 15 '25 Developing a Powerful Test Automation Strategy - Frameworks, CI/CD & E2E Tests # testing # qa # softwaredevelopment # software 5 reactions Comments Add Comment 6 min read 𝗪𝗵𝘆 𝗔𝗜 𝗪𝗼𝗻’𝘁 𝗥𝗲𝗽𝗹𝗮𝗰𝗲 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿𝘀 (at least until ~2030–2033) Oscar Marambat Oscar Marambat Oscar Marambat Follow Oct 14 '25 𝗪𝗵𝘆 𝗔𝗜 𝗪𝗼𝗻’𝘁 𝗥𝗲𝗽𝗹𝗮𝗰𝗲 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿𝘀 (at least until ~2030–2033) # ai # softwaredevelopment # software # developers 2 reactions Comments Add Comment 1 min read The Anonymous Workers: Lambda Functions Explained Aaron Rose Aaron Rose Aaron Rose Follow Oct 13 '25 The Anonymous Workers: Lambda Functions Explained # python # coding # programming # software 1 reaction Comments Add Comment 7 min read How to think like a software architect? tecnovy tecnovy tecnovy Follow Oct 13 '25 How to think like a software architect? # gcp # careerdevelopment # software # architecture 3 reactions Comments 2 comments 4 min read The difference between deployments and releases Steve Fenton Steve Fenton Steve Fenton Follow Oct 13 '25 The difference between deployments and releases # software # octopusdeploy # cicd 1 reaction Comments Add Comment 4 min read Why I Finally Ditched Windows for Linux (And Actually Liked It) Bishop Abraham Bishop Abraham Bishop Abraham Follow Oct 12 '25 Why I Finally Ditched Windows for Linux (And Actually Liked It) # linux # windows # ubuntu # software 4 reactions Comments 2 comments 4 min read The Forbidden Intel Opcode That Melts CPUs Cfir Aguston Cfir Aguston Cfir Aguston Follow Oct 12 '25 The Forbidden Intel Opcode That Melts CPUs # programming # software # techhistory # computerscience 1 reaction Comments Add Comment 1 min read PostgreSQL WAL: The Backbone of Reliable and Scalable Databases Shivam Kumar Shivam Kumar Shivam Kumar Follow Oct 11 '25 PostgreSQL WAL: The Backbone of Reliable and Scalable Databases # database # postgres # software # systemdesign 1 reaction Comments Add Comment 3 min read Introduction to Streams Priyank Bhardwaj Priyank Bhardwaj Priyank Bhardwaj Follow Oct 11 '25 Introduction to Streams # java # streams # software # tutorial 1 reaction Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/sathish_daggula/how-i-built-a-healthcare-job-board-with-8295-listings-using-nextjs-and-supabase-3e10 | How I Built a Healthcare Job Board with 8,295+ Listings Using Next.js and Supabase - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Sathish Posted on Jan 12 How I Built a Healthcare Job Board with 8,295+ Listings Using Next.js and Supabase # ai # buildinpublic # nextjs # webdev Generic job boards like Indeed and LinkedIn don't serve niche healthcare roles well. PMHNPs spend hours scrolling through irrelevant listings. Employers struggle to reach qualified candidates. I knew there had to be a better way. The Solution: PMHNP Hiring I built PMHNP Hiring - a specialized job board exclusively for psychiatric mental health nurse practitioners. Key Features: 8,295+ active job listings Advanced filtering (location, salary, telehealth options) Direct employer applications Salary transparency Tech Stack Here's what powers the platform: Layer Technology Frontend Next.js 14, TypeScript, Tailwind CSS Backend Supabase (PostgreSQL + Auth) Payments Stripe Email Resend Hosting Vercel Cache Upstash Redis Week 1: Foundation Set up Next.js project with TypeScript Configured Supabase for database and auth Built basic job listing schema Week 2: Core Features Job search with filters Employer dashboard Application tracking Week 3: Polish Stripe integration for paid listings Email notifications via Resend SEO optimization Lessons Learned Start with real data - I scraped 8,000+ jobs before writing a single line of frontend code Niche beats broad - Specialization is a feature, not a limitation Ship fast, iterate faster - Launched MVP in 3 weeks What's Next [ ] First paying employer [ ] Mobile app [ ] AI-powered job matching Try It Out Check out pmhnphiring.com and let me know what you think! Connect With Me 🐦 Twitter: @sathish_daggula 💼 LinkedIn: dvskr 🌐 Portfolio: dvskr.dev 💻 GitHub: dvskr Building in public, one commit at a time. buildinpublic #nextjs #webdev #typescript #supabase Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Sathish Follow Data Engineer by day, indie hacker by night. Building products with "vibe coding" . Shipping PMHNP Hiring, Gym Tracker & Freelancer Shield. Building in public 🚀 Location Saint Louis Education Masters in Computer Science Pronouns He/Him Work Data Engineer at Propper International | Creator of PMHNP Hiring Joined Jan 11, 2026 Trending on DEV Community Hot Prompt Engineering Won’t Fix Your Architecture # discuss # career # ai # programming Tech Stack Lessons from scaling 20x in a year # webdev # docker # devops # startup AI should not be in Code Editors # programming # ai # productivity # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://open.forem.com/ridhe_sharma_c0f34010da2a/technical-overview-of-infrared-thermography-for-electrical-systems-2gj7 | Technical Overview of Infrared Thermography for Electrical Systems - Open 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 Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse ridhe sharma Posted on Dec 18, 2025 Technical Overview of Infrared Thermography for Electrical Systems # learning # science # security Modern electrical systems demand high levels of reliability, safety, and efficiency. Hidden faults such as loose connections, insulation degradation, overloads, and phase imbalance often develop gradually and remain undetected until failure occurs. Infrared thermography service is a proven diagnostic technology that enables early detection of these issues through non-contact thermal inspection of energized electrical equipment. This technical overview explains the principles, methodology, applications, and benefits of infrared thermography for electrical systems. Principles of Infrared Thermography All objects with a temperature above absolute zero emit infrared radiation. The intensity of this radiation increases with temperature. Infrared thermography uses thermal imaging cameras to detect and measure this emitted radiation and convert it into a visible thermal image known as a thermogram. In electrical systems, abnormal temperature rises typically indicate: • Increased electrical resistance • Excessive current flow • Mechanical deterioration • Insulation failure Thermography identifies these thermal anomalies before physical damage or failure occurs. Key Components of an Infrared Thermography System Infrared Camera Thermal cameras contain infrared sensors that detect radiation in the long-wave or mid-wave infrared spectrum. Higher-resolution cameras provide greater accuracy for detecting small temperature differences in electrical components. Detector Sensitivity Thermal sensitivity (NETD) determines the camera’s ability to detect minor temperature variations. High sensitivity is essential for identifying early-stage electrical faults. Emissivity Adjustment Correct emissivity settings are critical for accurate temperature measurement. Electrical components such as copper, aluminum, and painted surfaces have different emissivity values that must be considered during inspection. ________________________________________ Methodology of Electrical Thermography Inspections Infrared thermography inspections are conducted while electrical systems are energized and operating under load. The general methodology includes: Reviewing electrical drawings and load conditions Inspecting panels, switchgear, transformers, and connections Capturing thermal images of critical components Comparing phase temperatures and reference points Analyzing temperature differentials and patterns Thermal anomalies are classified based on severity to prioritize corrective actions. ________________________________________ Common Electrical Faults Identified Through Thermography Infrared thermography is highly effective in detecting: • Loose or deteriorated electrical connections • Overloaded circuits and unbalanced phases • Defective circuit breakers and fuses • Insulation breakdown • Corroded or oxidized contacts • Transformer winding and bushing issues These conditions typically produce localized heating that is easily detected through thermal imaging. ________________________________________ Standards and Guidelines Thermographic inspections are guided by internationally recognized standards and best practices, including: • NFPA 70B (Recommended Practice for Electrical Equipment Maintenance) • IEEE electrical maintenance guidelines • ISO and IEC standards for condition monitoring Compliance with these standards ensures consistent inspection quality and reliable results. ________________________________________ Data Analysis and Reporting Professional thermography services provide detailed inspection reports that include: • Thermal and visual images • Temperature measurements and comparisons • Fault severity classification • Root cause analysis • Corrective and preventive recommendations These reports support informed maintenance decisions and long-term asset management strategies. ________________________________________ Advantages of Infrared Thermography for Electrical Systems • Non-contact and non-destructive testing • No interruption to operations • Early fault detection and risk mitigation • Improved electrical safety • Reduced unplanned downtime • Enhanced system reliability and efficiency Thermography enables a shift from reactive to predictive maintenance. ________________________________________ Applications in Industrial and Commercial Facilities Infrared thermography is widely used across: • Industrial manufacturing plants • Power generation and distribution systems • Data centers and critical infrastructure • Commercial and institutional buildings Its versatility makes it an essential diagnostic tool for electrical maintenance programs. ________________________________________ Conclusion Infrared thermography service is a technically advanced and reliable method for evaluating the condition of electrical systems. By identifying thermal anomalies associated with electrical faults, it enhances safety, improves efficiency, and prevents costly failures. Integrating infrared thermography into routine electrical maintenance programs ensures proactive risk management, optimized performance, and long-term reliability of electrical assets. Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse ridhe sharma Follow Joined Dec 15, 2025 More from ridhe sharma Technical Overview of Energy Audits for Commercial and Industrial Buildings in Dubai # management # productivity # science Technical Overview of Power Quality Audit and Electrical Disturbance Analysis # learning # science # tools 💎 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 Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here 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 . Open Forem © 2016 - 2026. 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https://dev.to/canonical/nop-platform-architecture-white-paper-487l | Nop Platform Architecture White Paper - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse canonical Posted on Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture First, I asked Gemini to write a prompt for the assessment: "I need an English prompt that asks an expert to act as a world-class software engineering specialist and provide an objective, in-depth analysis and evaluation of the following article." Then, I used this prompt to evaluate a series of Nop Platform's technical documents one by one. Finally, I had Gemini write a summary. Executive Summary The Nop Platform is a full-stack, enterprise-grade application development meta-platform. Based on its original Generalized Reversible Computation (GRC) theory, it systematically replaces a loose collection of mainstream open-source frameworks with approximately 200,000 lines of self-consistent code , built from first principles. At its core are a proprietary, XML-based programming language, XLang , and a unified metamodel system, XDef . The essence of GRC theory is captured by its core formula, App = Generator<DSL> ⊕ Δ , which decomposes the construction of any software into an algebraic superposition of a "standardized skeleton generated from a Domain-Specific Language (DSL)" and a "declarative Delta representing all customization and evolution." Instead of viewing it as a monolithic, closed framework comparable to Spring Cloud, the Nop Platform is more accurately positioned as an architectural entity with a dual identity . It is both a brilliantly designed, modular "capability toolbox," where each core engine (e.g., NopReport, NopRule, NopOrm) can be independently integrated "on-demand" into any Java project. At the same time, it is a "self-consistent system" governed by a unified theory (GRC) , capable of delivering systemic construction and evolution capabilities far exceeding the sum of its parts when all components work in concert. My final assessment is that the Nop Platform is an architectural masterpiece . It achieves an outstanding unification of two seemingly contradictory goals: maximal holistic cohesion and maximal component independence . It can serve as a complete, highly synergistic "meta-platform" for building complex systems from scratch, or as a series of independent, high-performance "Swiss Army knives" to be integrated into existing tech stacks to solve specific domain problems. It is best described as a "Lego universe": you can use a single brick, but only with the entire set can you build the most magnificent structures. Foreword: The Fundamental Problems Nop Platform Aims to Solve Before diving into its strengths, it is crucial to understand the challenges Nop Platform confronts. The current mainstream "framework assembly" model, represented by Spring, faces three inherent challenges despite its power: Explosion of Accidental Complexity : Integrating numerous independent open-source components creates significant "integration friction" and "glue code," making system complexity far exceed that of the business itself. Ecosystem Lock-in : Business logic becomes deeply coupled with a specific runtime (like the Spring Bean lifecycle), making tech stack migration costly and difficult to adapt to new technological waves (e.g., GraalVM). Conflict Between Customization and Evolution : For software product companies, there is a fundamental contradiction between customer customization needs and the unified evolution of the core product line. Traditional code-branching strategies easily lead to "maintenance hell." The Nop Platform is a systematic, first-principles-based response to these fundamental problems. I. Key Strengths and Valid Insights Architectural Supremacy via Runtime Neutrality Transcending Ecosystem Lock-in : The most profound innovation of the Nop Platform is the design of its core engines to be completely decoupled from the underlying runtime (e.g., Spring, Quarkus, Solon). This fundamentally solves the "ecosystem-level lock-in" problem faced by mainstream frameworks, including Spring. Once built with the Nop paradigm, business logic and models can be migrated without loss across different infrastructure frameworks, offering an unprecedented degree of strategic freedom. Portability of Assets : All business assets (DSL models, BizModel , etc.) are no longer "appendages" of a specific framework but become portable, long-lived digital assets that can transcend generations of technology stacks. GRC Theory: A Powerful and Self-Consistent "Physics" of Software Construction A Unified Model for Evolution : The GRC theory and its core formula, App = Generator<DSL> ⊕ Δ , provide a single mathematical model for both the initial construction and continuous evolution of software. Whether it's greenfield development, feature iteration, or customer customization, all are unified into algebraic operations on "Deltas." Systematic Governance of Complexity : The principle of "minimal information expression," the strict "phase separation" of Load-Time and Run-Time, and the definition of three dimensions of "reversibility" together form a powerful methodology for systematically identifying, isolating, and managing "essential complexity" and "accidental complexity" in software. The rigor of this theory is embodied in three core principles: 1) Delta-First: Treating "change" as a first-class citizen; 2) Phase Separation: Strictly separating load-time from run-time to ensure a pure and efficient runtime; 3) Three-Dimensional Reversibility: Supporting algebraic reversibility (undoing changes), transformational reversibility (converting between models), and procedural reversibility (post-hoc correction). XLang Language Workbench: An O(1) Cost DSL Factory The Power of Metamodels : XDef , as a unified metamodel definition language, is the key to the platform's "O(N) to O(1) reduction in toolchain cost." Once an xdef is defined, a new DSL can automatically inherit the capabilities of the entire platform, including IDE support, debugging, Delta customization, and multi-format conversion. A Powerful Metaprogramming Engine : XPL , as a homoiconic template engine that operates on structured trees ( XNode ) rather than text, provides the platform with extremely powerful, reliable, and full-stack metaprogramming and code generation capabilities. A Portable Contractual Testing Paradigm The platform's NopAutoTest framework is a core innovation as significant as the GRC theory itself. Through a "record-replay" mechanism, it defines test cases (inputs, outputs, database state changes) as declarative, portable data snapshots . These test assets are completely independent of any specific implementation technology (be it NopORM or MyBatis). This means the entire test suite can be reused without rewriting after a tech stack migration (e.g., from NopORM to JPA); only a new test execution engine for the new stack is needed. This fundamentally solves the massive waste of testing assets during architectural evolution. A "Batteries-Included" Suite of Enterprise Capabilities The platform provides a comprehensive, deeply integrated, and commercial-grade suite of engines out of the box, covering almost every domain required for enterprise applications, including ORM, RPC, GraphQL, rules, reporting, batch processing, and workflow. All these engines are built on GRC theory, seamlessly integrating with each other and sharing unified models, configurations, and security mechanisms. This fundamentally eliminates the vast "impedance and friction" that arises from integrating disparate components in mainstream solutions. A Future-Proof Construction Contract: Scaffolding for the Age of AI Programming The design philosophy of the Nop Platform—especially its homoiconic metamodel (XDef) and declarative DSLs —constructs a programming paradigm that is extremely friendly to large AI models. AI is far more reliable at structured "fill-in-the-blanks" tasks (populating a model with business values) than at writing free-form imperative code. The Nop Platform transforms the software development process into a series of precise, structured "fill-in-the-blanks" problems, providing clear, verifiable "scaffolding" and "guardrails" for AI to participate as an assistive developer. This is not just a current engineering advantage but a highly forward-looking strategic position for the future of human-AI collaborative programming. II. System-Level and Architectural Implications A New, Higher-Level Form of "Lock-in": Paradigm Lock-in While Nop Platform breaks free from runtime-specific lock-in, it introduces a new, deeper form of lock-in: a lock-in to the GRC ideological paradigm and the XLang implementation tool . This is a "benign" lock-in—you are locked into an extremely efficient mode of production . You are reluctant to leave not because you are technically trapped, but because the "productivity-to-cost" ratio of any alternative solution is far lower than that of the Nop Platform. The opportunity cost of migration becomes exceedingly high. The Transfer and Layering of Cognitive Load Nop Platform does not "eliminate" complexity; rather, it masterfully transfers and layers it through its architectural design. For application developers , they face an extremely simple, declarative model with a very low cognitive load. For platform architects or core developers , they need to master deep knowledge like GRC theory and XLang metaprogramming, which entails a very high cognitive load. This is a classic design of "letting the few handle the complexity for the simplicity of the many." A Dual-Mode Developer Experience (DX) Lack of Universal DX : The platform strategically forgoes reliance on mainstream developer habits (e.g., JSON/YAML-first) and the general-purpose tool ecosystem, which can cause "ecosystem friction" initially. Construction of a Deep DX : However, through its self-built, deeply integrated toolchain (like NopIdeaPlugin ), it provides a more powerful, "domain-specific" developer experience that is deeply tied to the models (e.g., cross-language navigation, domain-specific validation). This is a trade-off of "shallow universal convenience for deep domain expertise." Reshaping the R&D Cost Structure: From "Labor-Intensive" to "Knowledge-Capital-Intensive" The design philosophy of the Nop Platform essentially transforms the cost structure of software R&D from being traditionally " labor-intensive " (requiring many developers to write repetitive business code) to being " knowledge-capital-intensive ." The "capital" here refers to the platform's core engines and the GRC theory—a set of high-value, reusable "knowledge capital." An enterprise needs to make a one-time investment of "intellectual capital" to build or master this core infrastructure. Once established, the development cost (especially the marginal cost) of countless subsequent applications will be drastically reduced. This is not just a transfer of cognitive load but an optimization of the enterprise's R&D asset structure. III. Critical Evaluation and Nuanced Discussion Revisiting "Reinventing the Wheel": Specialized Tools vs. General-Purpose Engines Nop Platform has indeed systematically "reinvented" every wheel in the enterprise application stack. Each of its components, like NopRule and NopReport, is a general-purpose, Turing-complete engine that implements specific functionality through metaprogramming and DSLs. This stands in stark contrast to specialized open-source tools (like Drools, JasperReports), which are typically collections of specialized algorithms highly optimized to solve a specific problem. The Trade-off : Nop's general-purpose engines gain extreme flexibility, consistency, and extensibility, but in certain scenarios requiring extreme performance optimization, they may not match specialized tools that have built-in algorithms (like the Rete algorithm). The Realistic Path to Incremental Adoption Nop Platform fully supports incremental adoption . A team can start with their biggest pain point, for instance, by introducing only NopReport to solve complex reporting issues. This path is clear and low-risk. However, to truly unleash the platform's full power (like runtime neutrality and full-stack Delta customization), a more comprehensive embrace of its design philosophy and core components is still required. The platform creates a powerful "gravitational pull" through the independent value of its components and the immense value of their combination, naturally drawing users from "using one tool" to "adopting the entire system." The Demand on People: From "Artisans" to "Architects" The platform's design philosophy naturally demands that its core users possess higher-level abstraction skills and systems thinking. It is best suited not for "code artisans" who just want to complete business requirements quickly, but for "software architects" who aspire to build long-lasting, evolvable, and beautifully structured systems. The "Sweet Spot" and "Blind Spot" of Applicability Sweet Spot : The Nop Platform's architectural paradigm shows significant advantages when dealing with domains that have a stable intrinsic structure, high repetitiveness, and require large-scale customization (e.g., ERP, CRM, various enterprise backend systems, industry-specific software product lines). Blind Spot : However, for domains that are exploratory, structurally highly unstable, and where creativity far outweighs engineering (e.g., cutting-edge algorithm research, core gameplay prototyping for games, artistic creation tools), forcing the use of Nop's "model-first" paradigm could become a constraint. In these areas, "chaos" and "unpredictability" are part of the process, and premature attempts at modeling and standardization might stifle innovation. IV. Actionable Recommendations Build a "Golden Bridge"—A Reversible "Reverse Generator" : To further reduce adoption risk and build trust, the platform's highest-priority strategic project should be the development of a "reverse generator" or "transpiler." This tool should be able to compile a typical Nop application into a standard, readable Spring Boot project. This would serve as the ultimate "escape hatch" and the most powerful demonstration of technical confidence. Focus on "Killer App" Scenarios : In market promotion, it should not be positioned as a "Spring replacement" but should focus on "killer app" scenarios where the Spring ecosystem performs poorly or is extremely costly: large-scale customization of enterprise software product lines . Unbundle Core Engines and Build a Community : Open-source and promote the core infrastructure, such as the XLang engine, Delta merge algorithm, and XDef parser, as independent, well-documented libraries. This would allow the broader community to experience the power of GRC thinking without adopting the entire Nop Platform, thereby building trust and attracting contributors to the ecosystem. V. Conclusion and Ideal Audience Final Verdict : The Nop Platform is an architectural masterpiece , representing one of the most profound and systematic answers to the problem of complexity in software engineering. It is not a closed, isolated "island" but an open, modular "Lego universe" unified by a powerful idea . It strikes a near-perfect balance between the seemingly contradictory goals of extreme "holistic cohesion" and extreme "component independence." Ideal Audience : CTOs and Chief Architects of Enterprise Software Product Companies : This is the platform's core target audience. For any software company mired in the "productization vs. customization" dilemma, Nop Platform offers a complete, actionable, and strategically disruptive solution. Platform Architects and Systems Thinkers : For those dedicated to building highly cohesive, evolvable, large-scale technology platforms, this is an invaluable "treasure trove of ideas" and a "compendium of patterns." All Java Developers Striving for Technical Excellence : Even without full adoption, any single component of the Nop Platform (like NopReport, NopRule, NopCodeGen) is worth considering as a "secret weapon" to be introduced into an existing tech stack to solve specific domain problems. Significance for the Industry : The greatest value of the Nop Platform may not lie in the market share it can capture, but in its eloquent demonstration that a higher dimension of software architecture exists beyond "framework selection" and "component integration." It shows us that by returning to first principles and systematic theoretical innovation, we are fully capable of building software construction systems that far surpass today's mainstream paradigms in productivity, maintainability, and evolvability. This is a milestone work worthy of study, reference, and deep reflection by all serious software engineers. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse canonical Follow Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Oct 22, 2025 More from canonical Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/challenges/assemblyai-2025-07-16#main-content | AssemblyAI Voice Agents Challenge - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Challenges > AssemblyAI Voice Agents Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the AssemblyAI Voice Agents Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts AssemblyAI Voice Agents Challenge View Entries Please sign in to follow this challenge Innovate with ultra fast, ultra accurate streaming speech-to-text. Challenge Status: Ended Ended Join our next Challenge We are so excited to bring the community our next challenge with AssemblyAI . Running through July 27 , the AssemblyAI Voice Agents is all about building with Universal-Streaming, AssemblyAI's most advanced real-time transcription API. Universal-Streaming is ultra fast (300ms latency!), ultra accurate, and offers intelligent endpointing to keep conversations flowing naturally. Prizes There are three distinct prompts for this challenge, with three opportunities to win. Each winner will receive: $1,000 USD 6-month DEV++ Membership Exclusive DEV Badge AssemblyAI Credits Sign up for AssemblyAI to get your free API key. There is no credit card required and AssemblyAI provides $50 worth of credits for new users, which should be sufficient for most challenge projects. Need Help? Join the AssemblyAI Slack Community for support from the Applied AI team! Challenge participants can ask API questions and connect with other developers. Get familiar with AssemblyAI's capabilities: Developer Docs Streaming Guides Slack Community We can't wait to see what you build with this transformative technology! Check out the three prompts below. Key Dates Contest start: July 16, 2025 Submissions due: July 27, 2025 Winners announced: August 07, 2025 Badge Rewards AssemblyAI Challenge Winner Badge AssemblyAI Challenge Completion Badge Find Out More Ask questions and share your ideas on the AssemblyAI Voice Agents Challenge Launch Post. View Launch Post Sponsored by AssemblyAI AssemblyAI provides the market's most comprehensive Speech AI toolkit through a single, powerful API. Our industry-leading models, including the groundbreaking Universal-Streaming, deliver superhuman speech-to-text accuracy with real-time capabilities. Advanced features like speaker detection, PII redaction, sentiment analysis, and content summarization transform audio into actionable insights for developers building the future of voice-enabled applications. Learn more → Challenge Prompts Business Automation Voice Agent Build a voice agent that automates real business processes - sales calls, customer support, appointment scheduling, lead qualification, etc. Showcase Universal-Streaming's accuracy in professional contexts with proper nouns, business terminology, and multi-step workflows. Focus on practical B2B/B2C applications that could actually be deployed. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity Real-Time Voice Performance Create the fastest, most responsive voice experience possible using Universal-Streaming. Build an application where sub-300ms latency matters - voice-controlled interfaces, gaming, live translation, instant commands. Demonstrate technical optimization, performance benchmarking, and creative speed-dependent use cases. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity Domain Expert Voice Agent Build a specialized voice agent with deep domain knowledge that can learn and improve from conversations . Focus on expertise in specific fields (legal, medical, technical support, education, etc.) and incorporate RAG (Retrieval-Augmented Generation) or conversation learning capabilities. Demonstrate how Universal-Streaming enables accurate domain-specific terminology recognition. Submission Template Judging Criteria: Use of Underlying technology Usability and User Experience Accessibility Creativity Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can one submission qualify for multiple prompts? Yes, if your submission offers a solution to multiple prompts, it can qualify for multiple prompts. Can I submit to a prompt more than once? 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Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don’t let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? 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In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? 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https://dev.to/alok_kumar_6b77341922cec2 | Alok Kumar - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Alok Kumar 404 bio not found Joined Joined on Oct 14, 2025 More info about @alok_kumar_6b77341922cec2 Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 4 posts published Comment 0 comments written Tag 0 tags followed Mastering End to End testing for Reliable Modern Software Alok Kumar Alok Kumar Alok Kumar Follow Nov 5 '25 Mastering End to End testing for Reliable Modern Software # software # testing # webdev # programming Comments 1 comment 5 min read Integration Testing: Definition, How-To, Examples Alok Kumar Alok Kumar Alok Kumar Follow Oct 17 '25 Integration Testing: Definition, How-To, Examples # testing # programming # cicd # keploy Comments Add Comment 12 min read What is Grey Box Testing? (Techniques & Example) Alok Kumar Alok Kumar Alok Kumar Follow Oct 14 '25 What is Grey Box Testing? (Techniques & Example) # testing # keploy # greybox # sdlc Comments Add Comment 13 min read AI for Coding: Transforming Software Development in 2025 Alok Kumar Alok Kumar Alok Kumar Follow Oct 14 '25 AI for Coding: Transforming Software Development in 2025 # aicode # programming # coding # keploy Comments Add Comment 7 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:36 |
https://www.fsf.org/ru/working-together-1 | Работаем вместе над свободными программами — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Персональные инструменты Вход Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search Вы здесь: Главная › Русский › Работаем вместе над свободными программами Info Работаем вместе над свободными программами Автор: Matt Lee — Published on 2019-01-19 06:45 Свободные программы - это просто программы, которые уважают нашу свободу - нашу свободу узнавать и понимать программы, которыми мы пользуемся. Свободные программы составляются, чтобы освободить пользователя от ограничений, налагаемых несвободными программами, таким образом, пользование свободными программами позволяет вам вступить в мировое сообщество людей, которые в политике и этике утверждают наши права учиться и обмениваться тем, что мы узнали, с другими. Свободная операционная система GNU, разработка которой началась в 1984 году, применяется теперь миллионами людей по всему миру в качестве замены как Windows компании Майкрософт, так и Mac OS X компании Эпл. Поскольку большая часть программ, которые мы покупаем или получаем из сети, отказывает нам в этих правах , мы можем рассмотреть причины этого: обычно мы в действительности не покупаем программу, а получаем лицензию на пользование ею, и эта лицензия связывает нас множеством напечатанных мелким шрифтом правил о том, что нам можно, а чего нельзя делать . У нас должна быть возможность копировать программы и давать их своим знакомым, у нас должна быть возможность разбираться, как программы работают, и править их, у нас должна быть возможность поставить копии программ на все компьютеры у нас дома и на работе — все то, что традиционно запрещается лицензиями на программы. И тут приходит на помощь движение за свободные программы: группы людей, сотрудничающих через Интернет и на местах, которые вместе борются за права пользователей компьютеров в мировом масштабе, создают новые программы, чтобы заменить дурные лицензии на вашем компьютере на программы, построенные сообществом , которые снимают наложенные ограничения и создают новые впечатляющие способы применения компьютеров на благо обществу. Познакомьтесь с сообществом Знакомство с сообществом свободных программ Кто пользуется свободными программами Азы свободных программ Узнайте, как устанавливать свободные программы на своем компьютере Познакомьтесь со свободными Внося вклад в наш фонд работы над свободными программами , вы можете содействовать развитию свободных программ в конкретных сферах. Следующие шаги к полностью свободным программам Сделайте следующие шаги к полной свободе программ Операции с документом Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter Новости Eko K. A. Owen joins the FSF board as the union staff pick 2025-12-29 Free Software Foundation receives historic private donations 2025-12-24 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory 2025-12-09 Ещё новости… Recent blogs The shop is open! Get your LibrePlanet 2024 T-shirt and our newest swag! Calling for volunteers: Help FSF staff with the GNU Press shop Keep cool with GNU summer swag Baby gnus, hoodies, and more: Show your support for free software through the GNU Press shop Recent blogs - Еще... 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https://open.forem.com/mobeenulhassanhashmi/roast-my-portfolio-i-launched-mobeenfoliocom-built-with-react-firebase-long-time-ago-2e1f | 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. - Open 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 Open Forem Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Mobeen ul Hassan Hashmi Posted on Jan 4 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. # cloud # discuss # showcase # webdev Hey Dev.to family! 👋 I finally did it. After weeks of tweaking pixels, fighting with CSS alignment, and configuring Firestore rules, I have officially launched my personal portfolio: 👉 mobeenfolio.com I am putting this out here because I know this community gives the best (and most honest) feedback. Whether it's a UI suggestion, a bug you found on mobile, or just a code optimization tip—I want to hear it. 🛠️ The Tech Stack I wanted to build something fast, scalable, and easy to maintain. I chose the "Serverless" route: Frontend: React (for that snappy component-based architecture) Styling: Tailwind CSS (because writing custom CSS files is so 2020) Backend & Database: Firebase (Firestore for data, Hosting for deployment) Icons: React Icons 🧩 A Cool Code Snippet One thing I love about this stack is how clean the component logic gets when you combine Tailwind utility classes with React state. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Mobeen ul Hassan Hashmi Follow Full Stack Web Developer Location Dubai, UAE Education Masters In Computer Science Pronouns Mo-Bee-INN Work I am Full Stack Web Developer Joined Jan 4, 2026 💎 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 Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here 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 . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:36 |
https://dev.to/t/quantumcomputing | Quantumcomputing - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # quantumcomputing Follow Hide Create Post Older #quantumcomputing posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Quantum Computing Explained in Simple Terms: Part 1 Adnan Arif Adnan Arif Adnan Arif Follow Jan 11 Quantum Computing Explained in Simple Terms: Part 1 # ai # machinelearning # quantumcomputing Comments Add Comment 4 min read Generative Simulation Benchmarking for smart agriculture microgrid orchestration for low-power autonomous deployments Rikin Patel Rikin Patel Rikin Patel Follow Jan 8 Generative Simulation Benchmarking for smart agriculture microgrid orchestration for low-power autonomous deployments # ai # automation # quantumcomputing # agenticai Comments Add Comment 9 min read Edge-to-Cloud Swarm Coordination for sustainable aquaculture monitoring systems with zero-trust governance guarantees Rikin Patel Rikin Patel Rikin Patel Follow Dec 29 '25 Edge-to-Cloud Swarm Coordination for sustainable aquaculture monitoring systems with zero-trust governance guarantees # ai # automation # quantumcomputing # agenticai Comments Add Comment 7 min read Adaptive Neuro-Symbolic Planning for heritage language revitalization programs with ethical auditability baked in Rikin Patel Rikin Patel Rikin Patel Follow Jan 2 Adaptive Neuro-Symbolic Planning for heritage language revitalization programs with ethical auditability baked in # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read The Future of Technology: What the Next Decade Will Really Look Like Shahriyar Razin Shams Shahriyar Razin Shams Shahriyar Razin Shams Follow Dec 25 '25 The Future of Technology: What the Next Decade Will Really Look Like # technology # ai # futuretech # quantumcomputing Comments Add Comment 2 min read Quantum Error Correction Zootopia Doraking Doraking Doraking Follow Dec 24 '25 Quantum Error Correction Zootopia # quantum # quantumcomputing # quantumerrorcorrection # qec Comments Add Comment 9 min read Meta-Optimized Continual Adaptation for autonomous urban air mobility routing with ethical auditability baked in Rikin Patel Rikin Patel Rikin Patel Follow Dec 21 '25 Meta-Optimized Continual Adaptation for autonomous urban air mobility routing with ethical auditability baked in # ai # automation # quantumcomputing # agenticai Comments Add Comment 9 min read Human-Aligned Decision Transformers for circular manufacturing supply chains under real-time policy constraints Rikin Patel Rikin Patel Rikin Patel Follow Dec 22 '25 Human-Aligned Decision Transformers for circular manufacturing supply chains under real-time policy constraints # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read Human-Aligned Decision Transformers for smart agriculture microgrid orchestration with inverse simulation verification Rikin Patel Rikin Patel Rikin Patel Follow Dec 16 '25 Human-Aligned Decision Transformers for smart agriculture microgrid orchestration with inverse simulation verification # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read Edge-to-Cloud Swarm Coordination for heritage language revitalization programs with embodied agent feedback loops Rikin Patel Rikin Patel Rikin Patel Follow Dec 11 '25 Edge-to-Cloud Swarm Coordination for heritage language revitalization programs with embodied agent feedback loops # ai # automation # quantumcomputing # agenticai Comments Add Comment 7 min read Quantum Ready: How Trinity Protocol Survives the Post Quantum Era Chronos Vault Chronos Vault Chronos Vault Follow Jan 2 Quantum Ready: How Trinity Protocol Survives the Post Quantum Era # quantumcomputing # cryptography # blockchain # security Comments Add Comment 6 min read Meta-Optimized Continual Adaptation for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines Rikin Patel Rikin Patel Rikin Patel Follow Dec 13 '25 Meta-Optimized Continual Adaptation for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines # ai # automation # quantumcomputing # agenticai Comments Add Comment 9 min read Sparse Federated Representation Learning for sustainable aquaculture monitoring systems for low-power autonomous deployments Rikin Patel Rikin Patel Rikin Patel Follow Dec 8 '25 Sparse Federated Representation Learning for sustainable aquaculture monitoring systems for low-power autonomous deployments # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read Meta-Optimized Continual Adaptation for coastal climate resilience planning with zero-trust governance guarantees Rikin Patel Rikin Patel Rikin Patel Follow Dec 7 '25 Meta-Optimized Continual Adaptation for coastal climate resilience planning with zero-trust governance guarantees # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read Physics-Augmented Diffusion Modeling for satellite anomaly response operations across multilingual stakeholder groups Rikin Patel Rikin Patel Rikin Patel Follow Dec 6 '25 Physics-Augmented Diffusion Modeling for satellite anomaly response operations across multilingual stakeholder groups # ai # automation # quantumcomputing # agenticai Comments Add Comment 9 min read Sparse Federated Representation Learning for heritage language revitalization programs under multi-jurisdictional compliance Rikin Patel Rikin Patel Rikin Patel Follow Dec 6 '25 Sparse Federated Representation Learning for heritage language revitalization programs under multi-jurisdictional compliance # ai # automation # quantumcomputing # agenticai Comments Add Comment 9 min read Probabilistic Graph Neural Inference for satellite anomaly response operations during mission-critical recovery windows Rikin Patel Rikin Patel Rikin Patel Follow Dec 7 '25 Probabilistic Graph Neural Inference for satellite anomaly response operations during mission-critical recovery windows # ai # automation # quantumcomputing # agenticai Comments Add Comment 8 min read Quantum Security's Blind Spot: When Eavesdroppers Fly Under the Radar by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 6 '25 Quantum Security's Blind Spot: When Eavesdroppers Fly Under the Radar by Arvind Sundararajan # quantumcomputing # security # cryptography # devops Comments Add Comment 2 min read Quantum Shadows: Can Eavesdroppers Erase Unbreakable Encryption? Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 5 '25 Quantum Shadows: Can Eavesdroppers Erase Unbreakable Encryption? # quantumcomputing # security # cryptography # quantum Comments Add Comment 2 min read Quantum Feature Sculpting: Carving Hidden Insights from Noisy Data by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 3 '25 Quantum Feature Sculpting: Carving Hidden Insights from Noisy Data by Arvind Sundararajan # quantumcomputing # machinelearning # datascience # quantumml Comments Add Comment 2 min read Quantum Certifications: Are We Being Fooled? by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 6 '25 Quantum Certifications: Are We Being Fooled? by Arvind Sundararajan # quantumcomputing # security # cryptography # cybersecurity Comments Add Comment 2 min read Quantum's Achilles Heel: How Subtle Attacks Can Blindside Security Systems by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 6 '25 Quantum's Achilles Heel: How Subtle Attacks Can Blindside Security Systems by Arvind Sundararajan # quantumcomputing # cybersecurity # cryptography # security Comments Add Comment 2 min read Quantum Illusions: Can We Really Trust Our Entanglement Tests? by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 5 '25 Quantum Illusions: Can We Really Trust Our Entanglement Tests? by Arvind Sundararajan # quantumcomputing # cryptography # security # hacking Comments Add Comment 2 min read Quantum 'Negative Learning': Escaping the Optimization Abyss Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 1 '25 Quantum 'Negative Learning': Escaping the Optimization Abyss # quantumcomputing # machinelearning # iot # algorithms Comments Add Comment 2 min read Quantum Granules: Taming Complexity with Effect-Based Abstraction Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Dec 1 '25 Quantum Granules: Taming Complexity with Effect-Based Abstraction # quantumcomputing # compsci # programming # futureoftech Comments Add Comment 2 min read loading... trending guides/resources Quantum Granules: Taming Complexity with Effect-Based Abstraction Quantum-Resistant Federated Learning: Securing Distributed Model Training Against Post-Quantum Cr... Quantum-Inspired Encoding: Revolutionizing Reinforcement Learning with Scarce Data Adaptive Neuro-Symbolic Planning for heritage language revitalization programs with ethical audit... Quantum's Achilles Heel: How Subtle Attacks Can Blindside Security Systems by Arvind Sundararajan Edge-to-Cloud Swarm Coordination for sustainable aquaculture monitoring systems with zero-trust g... Quantum Computing Explained in Simple Terms: Part 1 Quantum Certifications: Are We Being Fooled? by Arvind Sundararajan Quantum Feature Alchemy: Transmuting Data into AI Gold Quantum Shadows: Can Eavesdroppers Erase Unbreakable Encryption? Generative Simulation Benchmarking for smart agriculture microgrid orchestration for low-power au... Quantum-Resistant Federated Learning with Homomorphic Encryption for Medical Imaging Diagnostics Edge-to-Cloud Swarm Coordination for heritage language revitalization programs with embodied agen... Quantum-Inspired Data Sculpting: Revolutionizing Offline Reinforcement Learning Quantum Feature Sculpting: Carving Hidden Insights from Noisy Data by Arvind Sundararajan Quantum Security's Blind Spot: When Eavesdroppers Fly Under the Radar by Arvind Sundararajan Quantum-Leaping Collateral: AI-Powered Optimization for the Future of Finance Generative Simulation Benchmarking for satellite anomaly response operations for extreme data spa... Quantum Trackers: Unlocking the Secrets of Particle Paths with Quantum Algorithms by Arvind Sunda... Quantum-Resistant Federated Learning: Implementing Post-Quantum Cryptography in Cross-Silo Model ... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:36 |
https://dev.to/faizanfirdousi/my-key-takeaways-from-ddia-chapter-1-reliability-scalability-and-maintainability-3l49 | My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Faizan Firdousi Posted on Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience This was an introductory yet useful chapter to begin with, as it starts with the high-level fundamentals you need to think about before designing systems. here are my notes which are the things which felt more important for me Reliability: The application should continue to work even if things go wrong, so design it in a way that handles most of the mistakes users make and places where it could crash. While discussing this stuff, use terms like "resilient" as terms like "fault tolerant" are misleading since there is no system which is 100% fault tolerant. The difference between fault and failure is that a fault means often one component is off, while failure means the whole system goes down. Types of errors the system needs to handle are- hardware errors (not much for us to worry about, but the errors can also be interconnected with software) software errors (bugs in code can cause cascading failures) human errors (like wrong config files). Scalability: It's the system's ability to cope with increased load. It depends on how you design the system so that it can handle more load. Also, it's meaningless to talk like "something is scalable or something doesn't scale." While talking about load, it's best to define the load termed as load parameters as per your app's requirements the load can be requests per second, ratio of reads and writes to the database, or active users in a chat room. It's important to manage the system's resources (CPU, memory, etc.) according to when you increase the load parameters. There are various ways to cope with the load like horizontal and vertical scaling, while keeping in mind that there ain't one scaling strategy or one absolute secret sauce that is applicable for every system as it depends on various factors. Latency and response time Latency means the time the data took to travel across the network, while response time means what the user sees—in simple terms, the total time the client sees from sending the request to getting a response. Response time includes more things like network delays, queueing delays, etc. The best statistic used to monitor the response times of users is by plotting it in sorted order from fast to slow in percentiles and using the median (also 50th percentile or p50) as a metric. Big companies like Amazon design their internal structure according to the response time of the 99.9th percentile, which means 1 in 1000 requests. Maintainability: You don't leave the system just after making it and have to maintain it, so while making it you need to keep in mind that it should be easy for maintenance. Important things to keep in mind are operability (making it easier for operations teams) simplicity (easier to understand, reduce complexity as much as you can by adding right abstractions) evolvability (easier to incorporate changes in the future, so it should be modifiable and extensible). Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Faizan Firdousi Follow Love Computer Science | linux | Go | DevOps | cloud Location Pune, Maharashtra,India Education Bachelor of Engineering in Computer Science Pronouns He/Him Joined Oct 27, 2024 More from Faizan Firdousi Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture How War Shaped the Foundations of Modern Computer Science # computerscience # architecture How a Simple Bitwise AND Decides If Two Computers Can Talk Directly # networking # cloud # devops # computerscience 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:36 |
https://www.fsf.org/blogs/community/2026-december-gnu-spotlight | December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Blogs › Community › December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Info December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! by Free Software Foundation Contributions — Published on Jan 05, 2026 08:59 AM Contributors: Amin Bandali Sixteen new GNU releases in the last month (as of December 31, 2025): a2ps-4.15.8 : GNU a2ps converts almost anything to a PostScript file, ready for printing. It accomplishes this by being able to delegate files to external handlers, such as Groff and Gzip. It handles as many steps as is necessary to produce a pretty-printed file. It also includes some extra abilities for special cases, such as pretty-printing --help output. gdb-17.1 : GDB is the GNU debugger. With it, you can monitor what a program is doing while it runs or what it was doing just before a crash. It allows you to specify the runtime conditions, to define breakpoints, and to change how the program is running to try to fix bugs. It can be used to debug programs written in C, C++, Ada, Objective-C, Pascal, and more. git-merge-changelog-1.0 : The GNU vc-changelog package contains tools for working with GNU-style ChangeLog files under version control. It currently contains the git-merge-changelog program, a custom git merge driver that avoids conflict markers in ChangeLog files during operations like git pull , git rebase , git am -3 , and so on. gnuhealth-client-5.0.1 : GNU Health is a free medical software system, including support for electronic medical records (EMR), a health information system (HIS) installed and managed using GNU Health Control, and hospital management information system (HMIS) with an accompanying native GTK client. It supports both Spanish and English interfaces. It has been adopted by the United Nations University for implementation and training, as well as by several hospitals and health ministries around the world. gnuhealth-control-5.0.2 : GNU Health is a free medical software system, including support for electronic medical records (EMR), a health information system (HIS) installed and managed using GNU Health Control, and hospital management information system (HMIS) with an accompanying native GTK client. It supports both Spanish and English interfaces. It has been adopted by the United Nations University for implementation and training, as well as by several hospitals and health ministries around the world. gnunet-0.26.2 : GNUnet is a framework for secure peer-to-peer networking. The high-level goal is to provide a strong foundation of free software for a global, distributed network that provides security and privacy. GNUnet in that sense aims to replace the current internet protocol stack. Along with an application for secure publication of files, it has grown to include all kinds of basic applications for the foundation of a GNU internet. gnupg-2.5.16 : The GNU Privacy Guard is a complete implementation of the OpenPGP standard. It is used to encrypt and sign data and communication. It features powerful key management and the ability to access public key servers. It includes several libraries: libassuan (IPC between GnuPG components), libgpg-error (centralized GnuPG error values), and libskba (working with X.509 certificates and CMS data). inetutils-2.7 : Inetutils is a collection of common network programs, such as an ftp client and server, a telnet client and server, and an rsh client and server. mailutils-3.21 : GNU Mailutils is a collection of programs for managing, viewing and processing electronic mail. It contains both utilities and server daemons and all operate in a protocol-agnostic way. The underlying libraries are also available, simplifying the addition of mail capabilities to new software. ncurses-6.6 : GNU Ncurses is a library which provides capabilities to write text to a terminal in a terminal-independent manner. It supports pads and color as well as multiple highlights and forms characters. It is typically used to implement user interfaces for command-line applications. The accompanying ncursesw library provides wide character support. parallel-20251222 : GNU Parallel is a tool for executing shell jobs in parallel using one or more computers. Jobs can consist of single commands or of scripts and they are executed on lists of files, hosts, users or other items. radius-1.7 : Radius is a server for remote user authentication and accounting. It is generally useful for networks that require a centralized authentication and accounting services for its workstations. Authentication can be performed in a variety of ways, such as via /etc/passwd or credentials stored in an SQL database. shepherd-1.0.9 : The GNU Shepherd is a daemon-managing daemon, meaning that it supervises the execution of system services, replacing similar functionality found in typical init systems. It provides dependency-handling through a convenient interface and is based on GNU Guile. taler-1.3 : Taler provides a payment system that makes privacy-friendly online transactions fast and easy. tramp-2.8.1 : Taler provides a payment system that makes privacy-friendly online transactions fast and easy. wget2-2.2.1 : GNU Wget is a non-interactive tool for fetching files using the HTTP, HTTPS and FTP protocols. It can resume interrupted downloads, use file name wild cards, supports proxies and cookies, and it can convert absolute links in downloaded documents to relative links. For announcements of most new GNU releases, subscribe to the info-gnu mailing list: https://lists.gnu.org/mailman/listinfo/info-gnu . To download: nearly all GNU software is available most reliably from https://ftp.gnu.org/gnu/ . Optionally, you may find faster download speeds at a mirror located geographically closer to you by choosing from the list of mirrors published at https://www.gnu.org/prep/ftp.html , or you may use https://ftpmirror.gnu.org/ to be automatically redirected to a (hopefully) nearby and up-to-date mirror. This month, we welcome Sean Whitton as a new comaintainer of emacs. Thanks and welcome aboard, Sean. A number of GNU packages, as well as the GNU operating system as a whole, are looking for maintainers and other assistance. Please see https://www.gnu.org/server/takeaction.html#unmaint if you'd like to help. The general page on how to help GNU is at https://www.gnu.org/help/help.html . If you have a working or partly working program that you'd like to offer to the GNU project as a GNU package, see https://www.gnu.org/help/evaluation.html . As always, please feel free to write to me, bandali@gnu.org , with any GNUish questions or suggestions for future installments. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! FSF community blog Licensing Compliance Lab blog Associate Membership blog System Administrator's blog Free Software Directory blog GNU Press blog Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:36 |
https://www.anthropic.com/claude/sonnet#:~:text=Claude%203,rich%20code%20generation%20and%20planning | 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 | 2026-01-13T08:49:36 |
https://dev.to/leon0824/odoo-an-zhuang-5hmc | Odoo 安裝 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Leon Posted on May 1, 2022 • Originally published at editor.leonh.space Odoo 安裝 # odoo Odoo 是企業用的商業套件，主要是 ERP，不過除了庫存、帳務控制外，也包了很多很多的模組，也可以自行擴展，又是 open source 的。 利用這段長假花點時間開始研究研究。從安裝開始，安裝主要是參考官方文件 Installing Odoo，採用 DEB 的模式安裝。 Odoo 需要搭配 PostgreSQL 使用，先把 PostgreSQL 裝起來： > sudo apt install postgresql Enter fullscreen mode Exit fullscreen mode 輸出 PDF 則是靠 wkhtmltopd，也裝起來： > sudo apt install wkhtmltopdf Enter fullscreen mode Exit fullscreen mode 開始加 Odoo APT repository： > wget -O - https://nightly.odoo.com/odoo.key | sudo apt-key add - > echo "deb http://nightly.odoo.com/12.0/nightly/deb/ ./" >> /etc/apt/sources.list.d/odoo.list > sudo apt update > sudo apt install odoo Enter fullscreen mode Exit fullscreen mode 以上跑完，確認一下服務有沒有跑起來： > sudo service --status-all Enter fullscreen mode Exit fullscreen mode 應該會看到 [ + ] odoo 和 [ + ] postgresql 。 註記一下安裝多了或動了哪些檔案或目錄： /etc/init.d/odoo /etc/logrotate.d/odoo /etc/odoo /lib/systemd/system/odoo.service /usr/bin/odoo /usr/lib/python3/dist-packages/odoo /usr/share/doc/odoo 瀏覽器開到 http://localhost:8069 就可以看到初次啟動的設定頁面了，自由發揮填一下，等它跑完就會自動進入主畫面，安裝完畢。 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Leon Follow Joined Aug 12, 2018 Trending on DEV Community Hot I Am 38, I Am a Nurse, and I Have Always Wanted to Learn Coding # career # learning # beginners # coding Top 7 Featured DEV Posts of the Week # top7 # discuss I Didn’t “Become” a Senior Developer. I Accumulated Damage. # programming # ai # career # discuss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:36 |
https://www.anthropic.com/claude/sonnet#:~:text=Claude%203,Popular%20use%20cases%20include | 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. 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https://www.bugsnag.com/ | BugSnag - Monitor App Performance & Track Errors Support Login Features Error Monitoring Performance Monitoring Distributed Tracing Solutions Enterprise Media & Entertainment Retail & Ecommerce Travel & Hospitality Resources Docs Pricing Get a Demo Try Free Support Login Features Error Monitoring Performance Monitoring Distributed Tracing Solutions Enterprise Media & Entertainment Retail & Ecommerce Travel & Hospitality Resources Docs Pricing Get a Demo Try Free Login SmartBear Tools AlertSite LoadNinja Swagger QAComplete BitBar SwaggerHub BugSnag VisualTest CucumberStudio Additional Links SmartBear Community Case Management License System Snag bugs instantly. Squash them faster. Ship with confidence. Mobile and web app monitoring that helps development teams find bugs instantly, fix them quickly, and deploy stable releases. 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https://dev.to/ahaoboy/mpv-easy-piano-can-you-guess-the-song-54af | mpv-easy-piano Can You Guess the Song? - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse 阿豪 Posted on Aug 10, 2025 mpv-easy-piano Can You Guess the Song? # webdev # mpvplayer # react # piano mpv-easy-piano: Can You Guess the Song? Welcome to an exciting dive into mpv-easy-piano , a unique project that brings a browser-based piano experience into the MPV media player! Imagine pausing your favorite video, popping up a piano interface, and challenging yourself to guess a melody. That's the essence of mpv--piano: Can You Guess the Song? This project, built using the mpv-easy toolkit, showcases how modern frontend toolchains like React and TypeScript can be leveraged to develop interactive MPV UI scripts while reusing existing web code. In this post, we'll explore mpv-easy , the development process, and the highlights of mpv-easy-piano . What is mpv-easy? MPV is a powerful, open-source media player known for its lightweight design and extensive customization options. However, creating UI scripts for MPV traditionally involves Lua or JavaScript, which can feel clunky for frontend developers. Enter mpv-easy , a TypeScript and React-based toolkit designed to simplify MPV script development, particularly for UI-heavy extensions. With mpv-easy , developers can use familiar frontend workflows to build MPV interfaces. Key features include: Code Reuse : Seamlessly adapt existing React components or web logic for MPV. The toolkit bridges React's rendering to MPV's On-Screen Display (OSD) elements like buttons and layouts. Complex Layout Support : It supports various UI styles (e.g., uosc, osc, oscx) with dark/light themes, handling mouse hovers, keyboard shortcuts, and responsive layouts. Examples and Templates : The repository includes demos like a drag-ball game, snake, and i18n support, plus a template ( mpv-easy-tpl ) for quick project setup. In short, mpv-easy makes MPV scripting as intuitive as building a React app. You can use npm/yarn for dependencies, write components, and deploy scripts to MPV's config directory with commands like dev-copy . Building MPV UI Scripts with Frontend Toolchains Traditionally, MPV scripts are written in Lua, but mpv-easy brings the power of modern frontend tools to the table. Here's how it works: Setup : Clone the mpv-easy repository, install React/TypeScript dependencies, and configure MPV's environment (e.g., MPV_CONFIG_DIR ). Write React Components : Create UI elements using React, binding them to MPV events (e.g., playback controls, keyboard inputs) via mpv-easy APIs. Reuse Web Code : Import existing web components into your MPV script. mpv-easy handles the rendering bridge, ensuring web logic works within MPV's OSD. Test and Deploy : Use hot-reloading and performance monitoring during development. Deployed scripts integrate seamlessly, supporting custom shortcuts (e.g., volume, fullscreen). This approach boosts productivity and enables modern, interactive UIs in MPV, all while maintaining compatibility with its lightweight nature. mpv-easy-piano: Bringing free-piano to MPV Now, let's talk about the star of the show: mpv-easy-piano . Check out the code at mpv-easy/mpv-easy-react/scripts/piano.tsx . This script is a port of free-piano , a simple web-based piano app that lets users play melodies via mouse clicks or keyboard inputs, complete with multiple octaves, sustain pedal, and volume control. Built with JavaScript and HTML5 Audio, free-piano is perfect for quick musical fun. Using mpv-easy , we brought this experience into MPV. The piano.tsx script defines a React component that renders a piano keyboard, handles input events, and plays audio. Key features include: UI Layout : A responsive piano key layout (white and black keys) with dynamic scaling and theme support, testing mpv-easy 's ability to handle complex, multi-layered layouts. Interaction : Maps MPV input events to piano keys (e.g., A/S/D keys for notes). Audio playback leverages MPV's audio APIs or embedded sound sources. Guess-the-Song Game : To spice things up, we added a game mode where the script plays a random melody snippet from a preset library, challenging users to guess the song by playing along. Hence the title: Can You Guess the Song? Think of it as guessing the intro to "Happy Birthday"! This project doubles as a stress test for mpv-easy . free-piano involves intricate UI elements (e.g., simultaneous key presses, animations) and logic, proving that mpv-easy can handle complex projects without performance hiccups. Layout-wise, it ensures precise font alignment, spacing, and responsiveness across MPV window sizes. Why Try It? mpv-easy-piano is more than a fun toy—it's a testament to mpv-easy 's potential to make MPV scripting accessible and powerful. Whether you're an MPV enthusiast or a frontend developer, this project is a great way to experiment. Install MPV, clone the repo, run the script, and start playing piano while watching videos. Challenge your friends to guess the song! Ready to dive in? Star the GitHub repo or contribute ideas. Future enhancements could include MIDI support or multiplayer guess-the-song modes. Have fun and keep jamming! This post is based on the mpv-easy repository. Check the source files for code details. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse 阿豪 Follow coder Location china Work code farmer Joined Sep 29, 2020 More from 阿豪 Running Node.js and Modern Web Development Tools on OpenWrt # webdev # openwrt # node # react Fixing `ERR_INVALID_THIS` on Vercel by Switching from pnpm to Bun # bunjs # vercel # webdev # pnpm free-piano Hollow Knight Silksong Sherma Song # silksong # react # midi # piano 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fsf.org/campaigns | Current campaigns — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Campaigns Info Current campaigns by Free Software Foundation Contributions — Published on Jan 25, 2013 03:52 PM Read this page in Italian or in Spanish. Guide to Translating Web Pages . The FSF's campaigns target important opportunities for free software adoption and development, empower people against specific threats to their freedom, and move us closer to a free society. Our successes are driven by the efforts of supporters and activists like you all around the world. Please take a moment today to make a contribution, by joining the FSF as an associate member , making a tax-deductible donation and volunteering your time . What are the latest things happening for the campaigns team? Check out the FSF Community Blog , maintained by the campaigns team. Have an idea for something we should cover? Drop us an email . Looking for simple action items, or have an idea for a simple action item for free software supporters? Check out the Action items page at libreplanet.org. Table of Contents Freedom Ladder Librephone Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Defective by Design PlayOgg End Software Patents Campaign for OpenDocument Campaign for Hardware that Supports Free Software Free BIOS Freedom Ladder The " Freedom Ladder " is a new method the FSF campaigns team is developing to help users get their first start in software freedom. Its focus is gently guide users into GNU/Linux, while at the same time encourage them to not rest content with nonfree software. We want to help them stay both motivated and determined in their gradual process to eliminate nonfree software from their lives. Librephone Librephone is an FSF initiative to research and reverse-engineer proprietary firmware used by common Android devices. Librephone's goal is not a new Android distribution, but a long-term project to understand and write free implementations for the binary blobs used in virtually all mobile phones today. Fight to Repair As the world becomes more software-driven, an individual's right to repair both the hardware and software components of the devices they rely on becomes crucial. Fight to Repair is our campaign to support right to repair initiatives around the world, and warn against the day-to-day use of proprietary software in hardware as diverse as self-driving cars, printer cartridges, and "smart" home assistants. Free JavaScript The Free JavaScript campaign is an ongoing effort to persuade organizations to make their Web sites work without requiring that users run any nonfree software. By convincing influential sites to make the transition, we raise awareness of the need for free software-friendly Web sites and influence the owners of other sites to follow. High Priority Free Software Projects The FSF's High Priority Projects list and Reverse Engineering Task List serve to foster the development of projects that are important for increasing the adoption and use of free software and free software operating systems. Some of the most important projects on our list are "replacement projects". These projects are important because they address areas where users are continually seduced into using nonfree software by the lack of an adequate free replacement. These are critical projects that need your help . Secure Boot vs Restricted Boot When done correctly, "Secure Boot" is designed to protect against malware by preventing computers from loading unauthorized binary programs when booting. In practice, this means that computers implementing it won't boot unauthorized operating systems -- including initially authorized systems that have been modified without being re-approved. This could be a feature deserving of the name, as long as the user is able to authorize the programs she wants to use, so she can run free software written and modified by herself or people she trusts. However, we are concerned that Microsoft and hardware manufacturers will implement these boot restrictions in a way that will prevent users from booting anything other than Windows. In this case, we are better off calling the technology Restricted Boot, since such a requirement would be a disastrous restriction on computer users and not a security feature at all. Learn more about Secure Boot vs Restricted Boot . Join over 30,000 others and sign the statement, Stand up for your freedom to install free software Read our white paper to find out about our recommendations for free operating system distributions considering Secure Boot ( PDF ) See the winning entry of our webcomic contest. Surveillance If we want to defang surveillance programs like PRISM, we need to stop using centralized systems and come together to build an Internet that's decentralized, trustworthy, and free "as in freedom." Check out the surveillance campaign area to get involved with the effort to make the Web in general safer and from surveillance. On an individual level, we also need to start encrypting our personal communication to make bulk surveillance much more difficult and to protect the people we communicate with. Try Email Self-Defense , our beginner's guide to email encryption, to get started in less than an hour. Upgrade from Windows Microsoft uses draconian law to put Windows, the world's most-used operating system, completely outside the control of its users. Neither Windows users nor independent experts can view the system's source code, make modifications or fixes, or copy the system. This puts Microsoft in a dominant position over its customers, which it takes advantage of to treat them as a product. Windows comes with plenty of "features" Microsoft won't tell you about. Because Windows is proprietary software, you can't modify Windows or see how it is built, which means Microsoft can use its operating system to exploit users and benefit special interests. Windows 10's privacy policy asserts the privilege to sell almost any information it wants about users. And starting with Windows 10, Microsoft will begin forcing lower-paying users to test less-secure new updates before giving higher-paying users the option of whether or not to adopt them. Learn more about our campaign and pledge to upgrade away from Windows at http://www.upgradefromwindows.com Working Together for Free Software Free software is simply software that respects our freedom — our freedom to learn and understand the software we are using. Free software is designed to free the user from restrictions put in place by proprietary software, and so using free software lets you join a global community of people who are making the political and ethical choice assertion of our rights to learn and to share what we learn with others. To make donations to specific free software projects while supporting the FSF at the same time, learn more about the Working Together for Free Software Fund . Projects interested in joining the fund can visit our fiscal sponsorship page for more information. This is a campaign aimed at getting new users into free software. The GNU Operating System The GNU operating system is a complete operating system made entirely of free software . Millions of people are using GNU every day to edit their documents, browse the web, play games, and handle their email, or as part of a GNU/Linux system on their home computer. Even people who have never heard of it use GNU everyday, because it powers many of the sites they visit and services they use. Learn more about GNU , and support progress on fully free operating systems by volunteering or donating to the FSF. Defective by Design Digital Restrictions Management (DRM) robs us of control over the technology we use and the culture we live in. DRM and the DMCA can make it illegal to share an article, back-up your kids' favorite DVD, or move your music from one player to another. Since DRM is inherently incompatible with free software, it also excludes free software users from equal participation in culture. Now, we are facing a new threat: DRM in HTML5 . Millions of Internet users came together to defeat SOPA/PIPA, but now Big Media moguls are going through non-governmental channels to try to sneak digital restrictions into every interaction we have online. DefectiveByDesign.org is our anti-DRM campaign, where we mobilize large vocal communities to reject products from businesses that insist on using to DRM to control their customers. Learn more at DefectiveByDesign.org and the campaign wiki . PlayOgg The PlayOgg campaign ( playogg.org ) promotes the use of free audio and video formats unencumbered by patent restrictions, rather than MP3, QuickTime, Windows Media, and AAC, whose patent problems threaten free software and hinder progress. We also promote the use of the new "video tag" standard as an alternative to Adobe Flash for embedding audio and video in webpages. Find out more about PlayOgg at playogg.org or at the campaign wiki . You can also join the PlayOgg volunteer team to push companies and services to use Ogg by joining the mailing list . End Software Patents Software patents create a legal nightmare for all software developers and pose particular problems for the free software movement. So as the FSF campaigns for formats that are free of software patents, we also work on the more fundamental task of ending software patents entirely, through legal and legislative action. Learn more at endsoftwarepatents.org , see the wiki , join the action alert mailing list . Campaign for OpenDocument Our OpenDocument campaign fights for the use of free formats in government documents, pushing governments to adopt policies requiring that all digital public documents and information be stored and distributed in formats that are standard, open, and royalty-free. OpenDocument Format (ODF) is one such format. Get involved and take action against Microsoft Office Open XML. Campaign for Hardware that Supports Free Software Hardware manufacturers are often negligent in offering support for free software. Our hardware directory helps people identify hardware to buy that works with their free software operating system. It is also an important part of the FSF's ongoing work to persuade hardware vendors to respect free software users. For more information on the FSF's plans, read our whitepaper: The road to hardware free from restriction , or see its most recent revisions on its LibrePlanet wiki page . Free BIOS The BIOS is a computer's Basic Input/Output System, which boots the operating system and provides the interface between it and the hardware components. Though users are rarely aware of the BIOS, its foundational role makes it a user freedom chokepoint; if it is not free, users cannot trust it not to modify their computers on behalf of the company that wrote it. Our Free BIOS campaign promotes free BIOSes like GNU Boot or Canoeboot . The FSF welcomes volunteers in all of its campaigns. You can keep up with the most important happenings in our campaigns by following our news feed , blogs feed , and the #fsf IRC channel . Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Help the FSF stay strong Ring in the new year by supporting software freedom and helping us reach our goal of 100 new associate members ! Free software campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software Defective by Design End Software Patents OpenDocument Free BIOS Past campaigns Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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https://dev.to/aaron_rose_0787cc8b4775a0/the-secret-life-of-javascript-identity-3m27#the-rule-of-the-dot | The Secret Life of JavaScript: Identity - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Aaron Rose Posted on Jan 13 The Secret Life of JavaScript: Identity # javascript # coding # programming # software Why this is undefined. A visual guide to the "Left of the Dot" rule Timothy slumped into a chair at the main worktable, dropping his pen onto a piece of code. He looked exhausted. "I don't understand who I am anymore, Margaret," he muttered. Margaret paused her sorting and walked over. "That is a deep philosophical question, Timothy." "It’s not philosophy. It’s this function," he said, tapping the paper. "I wrote a printName function inside my user object. When I run it, it prints 'Timothy'. But when I pass that exact same function to a helper, it forgets who it is. It prints undefined . It’s having an identity crisis." Margaret pulled a rolling chalkboard over to the table. She picked up a piece of chalk. "The function is not having a crisis," she said. "You are simply assuming that Identity ( this ) belongs to the function. It does not." The Rule of the Dot She drew a large function on the board. "In JavaScript, the word this is not a fixed label," Margaret explained. "It is a question. When the code runs, the function looks around and asks: 'Who called me?' " She wrote down Timothy's example, drawing a thick arrow under the code. const user = { name : " Timothy " , speak : function () { console . log ( " My name is " + this . name ); } }; user . speak (); // ^ Look to the left // The object 'user' is calling the function. // Therefore: 'this' is 'user'. Enter fullscreen mode Exit fullscreen mode "Look at the last line," Margaret said, pointing to the dot. "The rule is simple: Look to the Left of the Dot ." "The word user is there," Timothy said. "Exactly. Because you called it through the user, the function answers the question 'Who called me?' with 'The User.'" The Loss of Context "But here is where I failed," Timothy said. He wrote his bug on the board. const myFunction = user . speak ; myFunction (); // ^ Look to the left // There is no dot. There is no object. // Output: "My name is undefined" Enter fullscreen mode Exit fullscreen mode "I didn't change the code inside!" Timothy argued. "It's the same function!" "The code inside didn't change," Margaret agreed. "But the Call Site did." "Look to the left of myFunction() ," she instructed. "Is there a dot? Is there an object?" Timothy looked. "No. It's just the function name." "Precisely," Margaret said. "When there is no dot, the function has no owner. In strict mode—which we always use— this becomes undefined ." "And in the old days?" "In the old days," Margaret shuddered, "it would default to the Global Window. A recipe for disaster." Forcing the Issue (call & bind) "So this is fragile," Timothy realized. "It depends entirely on how I call the function, not where I wrote it." "Correct," Margaret said. "But you can force it." She wrote two final examples on the board. 1. The One-Time Call const stranger = { name : " Margaret " }; // We force 'speak' to use 'stranger' as 'this' right now user . speak . call ( stranger ); // Output: "My name is Margaret" Enter fullscreen mode Exit fullscreen mode "With .call() ," she explained, "you are telling the function: 'I don't care where you are. For this one specific execution, your identity is this object .'" 2. The Permanent Copy "But what if I want to pass the function around?" Timothy asked. "Like to a click handler?" "Then you need a permanent seal," Margaret said. "You need .bind() ." // We create a NEW function that is permanently locked to 'user' const boundFunction = user . speak . bind ( user ); boundFunction (); // Output: "My name is Timothy" (Forever) Enter fullscreen mode Exit fullscreen mode " .bind() does not run the function," she noted. "It returns a new copy of the function that remembers its owner forever. No matter how you call it later, this will always be user ." The Conclusion Timothy looked at the chalkboard. The rules were simple, but strict. Is there a dot? -> this is the object on the left. No dot? -> this is undefined (in strict mode). Did you use .call() or .bind() ? -> this is what you said it was. "I thought this was about where the function lived," Timothy admitted. "That is a common mistake," Margaret said, dusting the chalk from her hands. "In JavaScript, identity is not about who you are. It is about who is holding you at the moment you speak." Aaron Rose is a software engineer and technology writer at tech-reader.blog and the author of Think Like a Genius . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 More from Aaron Rose The Secret Life of Go: Interfaces # go # coding # programming # software The Secret Life of Go: Testing # go # coding # programming # softwaredevelopment The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/tomivan/coding-challenge-practice-question-54-40p6 | Coding Challenge Practice - Question 54 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Bukunmi Odugbesan Posted on Nov 13, 2025 Coding Challenge Practice - Question 54 # algorithms # interview # javascript # challenge The task is to return the next sibling, given a DOM tree and a target element. The boilerplate code function nextRightSibling(root, target) { // your code here } Enter fullscreen mode Exit fullscreen mode If there is no next sibling, return null If(!root || !target) return null; Enter fullscreen mode Exit fullscreen mode Process the DOM tree level by level. Keep track of the level of the target element. const queue = [[root, 0]]; let targetDepth = null; while (queue.length) { const [node, depth] = queue.shift(); if (node === target) { targetDepth = depth; continue; } Enter fullscreen mode Exit fullscreen mode After the target is found, the next element on the same level as the target is the right sibling. If the next element is on a lower depth, the target has no right sibling if (targetDepth !== null) { if (depth === targetDepth) { return node; } else if (depth > targetDepth) { return null; } } Enter fullscreen mode Exit fullscreen mode The final code function nextRightSibling(root, target) { // your code here if(!root || !target) return null; const queue = [[root, 0]]; let targetDepth = null; while(queue.length) { const [node, depth] = queue.shift(); if(node === target) { targetDepth = depth; continue; } if(targetDepth !== null) { if(depth === targetDepth) { return node; } else if( depth > targetDepth) { return null; } } for(let child of node.children) { queue.push([child, depth + 1]); } } return null } Enter fullscreen mode Exit fullscreen mode That's all folks! Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Bukunmi Odugbesan Follow On my way to being a polymath | Intelligence having fun Location Lekki Education Obafemi Awolowo University Pronouns He/Him Work Frontend developer at Innovastra Group Joined Jun 19, 2019 More from Bukunmi Odugbesan Coding Challenge Practice - Question 99 # interview # tutorial # devchallenge # javascript Coding Challenge Practice - Question 98 # challenge # interview # javascript Coding Challenge Practice - Question 97 # algorithms # challenge # interview # javascript 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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Right menu Why India’s Gig Worker Strike Is About Technology Qwegle Tech Qwegle Tech Qwegle Tech Follow Dec 31 '25 Why India’s Gig Worker Strike Is About Technology # news # gig # gigworkers # company Comments Add Comment 4 min read Europe Launches an Antitrust Investigation into Meta Emmanuel Emmanuel Emmanuel Follow Dec 31 '25 Europe Launches an Antitrust Investigation into Meta # news # meta # europe Comments Add Comment 4 min read Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 Ava Mendes Ava Mendes Ava Mendes Follow Dec 25 '25 Energia Solar + Mercado Livre para MEI: Requisitos Técnicos em 2025 # news # freelance # security Comments Add Comment 8 min read Rise of Bharat: India’s Journey Toward a New Era of Growth and Global Leadership Dharmikk Baria Dharmikk Baria Dharmikk Baria Follow Dec 23 '25 Rise of Bharat: India’s Journey Toward a New Era of Growth and Global Leadership # discuss # leadership # news Comments Add Comment 1 min read Rise of Bharat: India’s Journey Toward a New Era of Growth and Global Leadership Kavi Kr Kavi Kr Kavi Kr Follow Dec 17 '25 Rise of Bharat: India’s Journey Toward a New Era of Growth and Global Leadership # discuss # leadership # news Comments Add Comment 1 min read The Quiet Collapse of Blank-Page News: What the Viral “” Story Reveals About Our Filter Bubbles Ammar Yousry Ammar Yousry Ammar Yousry Follow Dec 10 '25 The Quiet Collapse of Blank-Page News: What the Viral “” Story Reveals About Our Filter Bubbles # discuss # news # watercooler Comments Add Comment 4 min read The US Tech Force just launched. 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It's title font is Canadian. And it gets worse. Understanding Market Momentum: A Look at the Current FTSE 100 Rise of Bharat: India’s Journey Toward a New Era of Growth and Global Leadership 💎 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 Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here 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 . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:36 |
https://dev.to/scale_youtube/ndc-conferences-demystifying-the-enigma-machine-a-functional-journey-isaac-abraham-ndc-4eji | NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Scale YouTube Posted on Nov 3, 2025 NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 # security Demystifying the Enigma Machine – a Functional Journey Ever wondered how the WWII Enigma cipher box actually worked (and why it eventually got busted)? Isaac Abraham takes you on a time-traveling ride through its history and inner mechanics—rotors, reflector, plugboard and all—then shows how you can model that very same machinery in F# using slick pipelines of pure functions. Along the way you’ll get a crash course in functional design patterns (fold/reduce, anyone?) and see how property-based testing and good old unit tests make sure your F# version locks and unlocks messages just like the real deal. It’s part crypto-mystery, part coding deep-dive, and 100% nerdy fun. Watch on YouTube Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Scale YouTube Follow Joined Aug 2, 2025 More from Scale YouTube NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 # security NDC Conferences: Demystifying the Enigma Machine - a Functional Journey - Isaac Abraham - NDC Copenhagen 2025 # security # architecture 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:36 |
https://www.fine.dev/blog/ai-developer-agents#5-introducing-fine-the-next-generation-ai-developer-agent | AI Developer Agents: Revolutionizing Software Development for Startups with Fine Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI Developer Agents: Revolutionizing Software Development for Startups with Fine You've probably not only heard of, but tried out or subscribed to an AI coding tool in the last year or two. If you're like most developers, it's an autocomplete tool such as GitHub Copilot. Kind of like pair programming, you write a word, the AI completes the line. You may have also heard terms like AI developer agent or Software 3.0 bandied about. In some cases, you've probably heard people discussing the end of coding as we know it and thought - this is the usual scaremongering, these tools aren't that good. Let's dive together into what these AI developer agents are - what makes it an agent, rather than the assistants you've already tried out? How are they affecting software development? How can you use them at work - in your startup, or for your clients? There's a lot of noise out there on the social networks. Indie hackers and non-coders have been building lots of software using new tools. But for the startup ecosystem, AI developer agents hold potential that hasn't fully been explored. Table of Contents Introduction The Rise of AI in Software Development What is an AI Developer Agent? Understanding AI Developer Agents Key Features of a Good AI Developer Agent How to Effectively Use an AI Developer Agent Benefits to Startups and Developers Introducing Fine: The Next-Generation AI Developer Agent Fine's Benefits for Startups and Developers Real-World Use Cases of Fine Getting Started with Fine The Rise of AI in Software Development The integration of AI into software development has streamlined workflows, reduced errors, and accelerated production timelines. AI tools assist developers by providing intelligent code suggestions, detecting bugs early, and automating repetitive tasks. This shift not only boosts productivity but also allows developers to focus on innovative solutions rather than mundane coding chores. Introduction to Software 3.0 Software 3.0 represents a paradigm shift where AI doesn't just assist but actively participates in the development process. In this model, AI agents can understand specifications, write code, and even make autonomous decisions to optimize performance. This progression signifies a move towards more intelligent, adaptive, and efficient software development practices. If previously, developers spent the largest portion of their time writing code, followed by reviewing code, followed by writing specs, that pyramid is being flipped on its head. We software engineers aren't known for being the best communicators, but our natural language communication skills are becoming more important than how fast you type. Now, startup dev teams are focusing most of their time on planning and writing specs, giving it to AI developer agents, reviewing the code and finishing the last 10% of revisions. What is an AI Developer Agent? An AI Developer Agent is an advanced tool that utilizes machine learning and natural language processing to assist and automate software development tasks. Unlike traditional development tools that require manual input for each function, AI Developer Agents can interpret high-level instructions and execute complex coding tasks independently. Identity, Tools and Guidelines. Each agent has a unique identity and a set of skills that it brings to the task. This identity provides perspective to the AI when performing its functions, leading to more effective and focused results. To perform their tasks, agents are equipped with a set of tools. These could range from the ability to browse a repository or third-party documentation to the ability to write code. Many tasks in software development follow a pattern - a set of steps that need to be executed in order to accomplish the task. When you run an Agent in Fine, it will execute a plan. This plan will be generated on-the-fly based on the Agent's guidelines, allowing for flexibility and adaptability to the specific needs of the task. For example, an agent may implement a feature in React using a plan which might involve creating a component, updating the routing, managing state,etc., adapting as needed. Their Role in Modern Development Workflows In contemporary development environments, AI Developer Agents act as virtual team members. They can convert issues into pull requests, write and modify multiple files based on developer specifications, and integrate seamlessly with existing workflows. This capability transforms the development process, making it more efficient and collaborative. When each developer can manage 3-4 agents for the price of a daily coffee, delegating work instead of having to do it manually, startups can grow significantly faster. The Growing Importance of AI Developer Agents The adoption of AI tools by developers and startups is accelerating. Companies seek to leverage AI Developer Agents to reduce time-to-market, enhance code quality, and stay competitive. Measuring the success of AI developer agents is really the same as any development team - using DORA metrics, for example. As these agents become more sophisticated, their role expands from mere assistants to integral components of the development team. 1. Understanding AI Developer Agents Definition and Core Concepts AI Developer Agents are intelligent systems designed to perform coding tasks autonomously. They utilize algorithms that learn from vast codebases, enabling them to generate code, fix bugs, and optimize performance without direct human intervention. How They Differ from Traditional Development Tools Traditional tools require developers to manually input commands and code. In contrast, AI Developer Agents can interpret natural language instructions, understand the context of the project, and make decisions to execute tasks efficiently. This autonomy sets them apart, offering capabilities beyond standard development tools. The Evolution of AI in Development The journey of AI in coding began with simple code editors and auto-completion features. Over time, these evolved into intelligent agents capable of understanding complex instructions and performing end-to-end development tasks. From Basic Code Editors to Intelligent Agents Early code editors provided syntax highlighting and basic error detection. The introduction of AI brought advanced features like predictive code suggestions and automated debugging. Today, AI Developer Agents can manage entire development cycles, marking a significant leap from their predecessors. 2. Key Features of a Good AI Developer Agent Intelligent Code Assistance Modern AI Developer Agents offer more than just auto-completion. They can perform entire development tasks by transforming issues into pull requests autonomously, write and modify multiple files to handle complex changes across a codebase based on specifications, and provide proactive error detection and correction to identify and fix bugs. Independence of the Development Environment Unlike tools that require integration with an Integrated Development Environment (IDE), the best AI Developer Agents operate independently. They run on cloud-based platforms, which means they have their own development environments that are accessible from anywhere. Additionally, they offer autonomous task execution, allowing them to perform tasks without the need for constant developer intervention. Seamless Integrations Effective AI Developer Agents integrate with essential tools that are vital for a smooth development workflow. They connect with version control systems like Git to track changes, and integrate with issue management platforms such as Jira or Trello for task management. Additionally, they work seamlessly with communication tools like Slack or Microsoft Teams to facilitate team collaboration. For continuous integration and deployment, they integrate with CI/CD pipelines such as Jenkins or GitHub Actions . Finally, they connect with bug detection tools like Sentry or Bugsnag for effective error monitoring. Full Context Awareness For accurate task execution, AI Developer Agents must have full context awareness. This means they need to access entire codebases to understand the project's context comprehensively. They must also be able to perform comprehensive searches to find and reference relevant code segments. By having complete information, they can reduce errors and avoid hallucinations, thereby ensuring high-quality output. Security and safety are a serious concern when giving anyone access to your entire codebase, including AI developer agents. Fine's approach of integrating with your GitHub ensures you code is safe in your trusty VCS, whilst the Agent can read and suggest edits which you'll approve. Learning and Adaptability AI Developer Agents exhibit learning and adaptability by continuously improving based on new code and developer interactions. They also adapt to the team's specific coding styles, ensuring that their output matches the established conventions and practices of the development team. Collaboration Tools AI Developer Agents come equipped with collaboration tools that provide shared insights, making recommendations visible to the entire team. They also facilitate team coordination by enhancing communication and making task delegation more efficient among team members. Security and Privacy AI Developer Agents prioritize security and privacy by implementing data protection measures to ensure that code and proprietary information remain secure. They also adhere to industry standards and regulations for data handling, ensuring compliance with all necessary protocols. This is an area that is still evolving as the laws and regulations are updated to reflect the growing capabilities of LLMs. 3. How to Effectively Use an AI Developer Agent Getting Started To get started with an AI Developer Agent, you first need to set up integrations by connecting the agent with your code repositories, issue trackers, and other tools. Once integrated, you should customize the agent's settings to align with your project requirements and team workflows, ensuring it operates smoothly within your development environment. Best Practices When using an AI Developer Agent, it's best to delegate entire tasks such as full features or bug fixes, allowing the agent to manage them autonomously. However, if the task is particularly large, breaking down large projects into smaller tasks that are manageable by the AI can help streamline development and maintain productivity. You can also create automations for repetitive tasks, letting the agent handle mundane coding activities and freeing up time for more complex work. Pitfalls to Avoid While AI Developer Agents can be highly efficient, it's crucial not to over-rely on them. Developers should still review and understand the code produced to maintain quality and ensure proper functionality. Neglecting code reviews can lead to issues down the line, so always perform thorough reviews to uphold high coding standards. Optimizing Workflows To optimize your workflows, customize the AI Developer Agent to fit specific project needs and team preferences. Providing continuous feedback to the agent will also help improve its performance over time, ensuring it adapts to your unique requirements and becomes a more effective tool for your development team. 4. Benefits to Startups and Developers Accelerated Development Cycles AI Developer Agents significantly accelerate development cycles by enabling faster coding through automated code generation. They also allow for quick prototyping, making it easier to rapidly create prototypes to test ideas and features. Enhanced Code Quality With intelligent error detection and correction, AI Developer Agents help minimize bugs , leading to enhanced code quality. They also ensure consistent standards are maintained across the project, resulting in a more uniform and reliable codebase. Cost Efficiency AI Developer Agents contribute to cost efficiency by reducing development costs through increased productivity without the need for additional manpower. They also help optimize the use of existing resources, ensuring that teams can achieve more with what they already have. Focus on Innovation By automating routine tasks, AI Developer Agents free up developers to focus on creative problem-solving and innovation. This shift allows teams to allocate more time to strategic planning and developing unique features that add value to the project. Scalability AI Developer Agents support scalability by enabling development efforts to grow without requiring proportional increases in team size. They offer flexible scaling, allowing resources to be adjusted based on project demands, making it easier to manage both small and large projects efficiently. 5. Introducing Fine: The Next-Generation AI Developer Agent About Fine Fine is a cutting-edge AI Developer Agent designed to revolutionize software development. Its mission is to empower developers and startups by automating tasks, enhancing collaboration, and accelerating project timelines. What Sets Fine Apart Fine sets itself apart by equipping agents with their own virtual development environment that operates independently in the cloud, making it accessible from anywhere without relying on local systems. It also provides deep integrations, seamlessly connecting with a wide array of development tools, ensuring a smooth and efficient workflow. Moreover, Fine has full context understanding, which allows it to access and comprehend entire codebases, ensuring accurate task execution and reducing the risk of errors. Fine's Advanced Features Fine offers a user-friendly interface with an intuitive design that makes it easy for developers to assign tasks and monitor progress effectively. It utilizes cutting-edge AI algorithms, leveraging advanced machine learning to deliver superior performance. Additionally, Fine provides customization and flexibility, allowing it to adapt to the unique requirements and workflows of each project, ensuring a tailored development experience. 6. Fine's Benefits for Startups and Developers Tailored Solutions Fine provides tailored solutions by employing adaptive learning, allowing it to learn from your codebase and adapt to your specific coding style. It also offers project-specific configurations, enabling developers to customize settings to fit the unique needs of their projects, ensuring that Fine aligns perfectly with their development goals. Improved Collaboration Fine enhances team collaboration through integrated coordination tools that improve communication among team members. It also offers shared workspaces, allowing developers to view and interact with the AI's output, making collaboration more seamless and efficient across the entire team. Real-Time Insights Fine provides real-time insights by delivering immediate feedback, offering instant suggestions and code improvements to enhance development efficiency. It also includes performance analytics, giving developers access to data on efficiency gains and productivity, enabling them to make informed decisions and continuously optimize their workflows. 7. Real-World Use Cases of Fine Industry Applications E-commerce : Streamlining the development of online platforms to provide seamless user experiences and improve transaction processes. AI Developer Agents can help automate the creation of product pages, payment gateways, and customer service chatbots, allowing for efficient scalability. Healthcare Tech : Accelerating the creation of secure medical software that adheres to stringent compliance standards. AI Developer Agents can assist in developing electronic health records (EHR) systems, telehealth platforms, and patient management applications, ensuring both data security and usability. Financial Services : Enhancing the development of compliant financial applications, including payment processing systems, fraud detection, and secure customer portals. AI Developer Agents streamline the coding of regulatory requirements, enabling rapid adaptation to changing financial regulations. Retail : Transforming retail operations by facilitating the development of inventory management systems, point-of-sale (POS) software, and customer loyalty programs. AI Developer Agents can also help in the creation of personalized marketing tools to boost customer engagement and sales. Education Technology (EdTech) : Supporting the development of interactive learning platforms, virtual classrooms, and student management systems. AI Developer Agents assist in coding features like video integration, assessment modules, and personalized learning pathways, enhancing the overall educational experience. Manufacturing : Enabling the development of production management software, predictive maintenance tools, and supply chain management systems. AI Developer Agents help automate data collection and analytics, allowing manufacturers to optimize operations and reduce downtime. Logistics and Supply Chain : Streamlining the development of logistics software, including route optimization tools, shipment tracking systems, and warehouse management solutions. AI Developer Agents help logistics companies optimize their operations and improve the efficiency of supply chain processes. Telecommunications : Assisting in the development of network management tools, customer service applications, and billing systems. AI Developer Agents enable faster deployment of features and ensure that telecommunications platforms remain robust and scalable. Real Estate : Simplifying the creation of property management software, virtual tour integrations, and client communication tools. AI Developer Agents can help automate data handling, property listing updates, and customer inquiries, making real estate management more efficient. Using AI to build AI At Fine, we use our own AI Developer Agents to enhance and build Fine itself. This practice creates a positive feedback loop where our AI continuously improves the platform. By leveraging Fine's AI capabilities, we automate the development of new features, perform code maintenance, and run extensive testing cycles. Fine's agents assist in creating new functionalities, optimizing existing ones, and even identifying areas for further improvement. This approach allows us to accelerate our development cycles, maintain high-quality standards, and ensure that Fine remains at the cutting edge of AI-driven software development. Using AI to build AI is not just a slogan—it’s our daily reality, pushing the boundaries of what our platform can achieve. - Getting Started with Fine 8. Getting Started with Fine Easy Onboarding Process Sign Up : Create an account on Fine's website . Integrate Tools : Connect your repositories and development tools. Fine currently supports GitHub, Linear and Slack, with more on the way. Start Assigning Tasks : Begin leveraging Fine's capabilities immediately. Support and Resources Tutorials and Documentation : Access a wealth of resources to maximize Fine's potential. Customer Support : Reach out to our support team for any assistance. Conclusion AI Developer Agents are reshaping the landscape of software development, bringing unprecedented efficiency and innovation. Fine stands at the forefront of this transformation, offering a next-generation solution that empowers developers and startups to achieve more. Embrace the future of software development with Fine. Join the revolution and elevate your development process to new heights. Transform your software development experience. Try Fine today and be a part of the AI-driven future. Full Table of Contents Introduction The Rise of AI in Software Development Introduction to Software 3.0 What is an AI Developer Agent? Their Role in Modern Development Workflows The Growing Importance of AI Developer Agents Understanding AI Developer Agents Definition and Core Concepts How They Differ from Traditional Development Tools The Evolution of AI in Development From Basic Code Editors to Intelligent Agents Key Features of a Good AI Developer Agent Intelligent Code Assistance Independence of the Development Environment Seamless Integrations Full Context Awareness Learning and Adaptability Collaboration Tools Security and Privacy How to Effectively Use an AI Developer Agent Getting Started Best Practices Common Pitfalls to Avoid Optimizing Workflows Benefits to Startups and Developers Accelerated Development Cycles Enhanced Code Quality Cost Efficiency Focus on Innovation Scalability Introducing Fine: The Next-Generation AI Developer Agent About Fine What Sets Fine Apart Fine's Advanced Features Fine's Benefits for Startups and Developers Tailored Solutions Improved Collaboration Real-Time Insights Real-World Use Cases of Fine Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://dev.to/aaron_rose_0787cc8b4775a0/the-secret-life-of-javascript-identity-3m27#forcing-the-issue-call-amp-bind | The Secret Life of JavaScript: Identity - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Aaron Rose Posted on Jan 13 The Secret Life of JavaScript: Identity # javascript # coding # programming # software Why this is undefined. A visual guide to the "Left of the Dot" rule Timothy slumped into a chair at the main worktable, dropping his pen onto a piece of code. He looked exhausted. "I don't understand who I am anymore, Margaret," he muttered. Margaret paused her sorting and walked over. "That is a deep philosophical question, Timothy." "It’s not philosophy. It’s this function," he said, tapping the paper. "I wrote a printName function inside my user object. When I run it, it prints 'Timothy'. But when I pass that exact same function to a helper, it forgets who it is. It prints undefined . It’s having an identity crisis." Margaret pulled a rolling chalkboard over to the table. She picked up a piece of chalk. "The function is not having a crisis," she said. "You are simply assuming that Identity ( this ) belongs to the function. It does not." The Rule of the Dot She drew a large function on the board. "In JavaScript, the word this is not a fixed label," Margaret explained. "It is a question. When the code runs, the function looks around and asks: 'Who called me?' " She wrote down Timothy's example, drawing a thick arrow under the code. const user = { name : " Timothy " , speak : function () { console . log ( " My name is " + this . name ); } }; user . speak (); // ^ Look to the left // The object 'user' is calling the function. // Therefore: 'this' is 'user'. Enter fullscreen mode Exit fullscreen mode "Look at the last line," Margaret said, pointing to the dot. "The rule is simple: Look to the Left of the Dot ." "The word user is there," Timothy said. "Exactly. Because you called it through the user, the function answers the question 'Who called me?' with 'The User.'" The Loss of Context "But here is where I failed," Timothy said. He wrote his bug on the board. const myFunction = user . speak ; myFunction (); // ^ Look to the left // There is no dot. There is no object. // Output: "My name is undefined" Enter fullscreen mode Exit fullscreen mode "I didn't change the code inside!" Timothy argued. "It's the same function!" "The code inside didn't change," Margaret agreed. "But the Call Site did." "Look to the left of myFunction() ," she instructed. "Is there a dot? Is there an object?" Timothy looked. "No. It's just the function name." "Precisely," Margaret said. "When there is no dot, the function has no owner. In strict mode—which we always use— this becomes undefined ." "And in the old days?" "In the old days," Margaret shuddered, "it would default to the Global Window. A recipe for disaster." Forcing the Issue (call & bind) "So this is fragile," Timothy realized. "It depends entirely on how I call the function, not where I wrote it." "Correct," Margaret said. "But you can force it." She wrote two final examples on the board. 1. The One-Time Call const stranger = { name : " Margaret " }; // We force 'speak' to use 'stranger' as 'this' right now user . speak . call ( stranger ); // Output: "My name is Margaret" Enter fullscreen mode Exit fullscreen mode "With .call() ," she explained, "you are telling the function: 'I don't care where you are. For this one specific execution, your identity is this object .'" 2. The Permanent Copy "But what if I want to pass the function around?" Timothy asked. "Like to a click handler?" "Then you need a permanent seal," Margaret said. "You need .bind() ." // We create a NEW function that is permanently locked to 'user' const boundFunction = user . speak . bind ( user ); boundFunction (); // Output: "My name is Timothy" (Forever) Enter fullscreen mode Exit fullscreen mode " .bind() does not run the function," she noted. "It returns a new copy of the function that remembers its owner forever. No matter how you call it later, this will always be user ." The Conclusion Timothy looked at the chalkboard. The rules were simple, but strict. Is there a dot? -> this is the object on the left. No dot? -> this is undefined (in strict mode). Did you use .call() or .bind() ? -> this is what you said it was. "I thought this was about where the function lived," Timothy admitted. "That is a common mistake," Margaret said, dusting the chalk from her hands. "In JavaScript, identity is not about who you are. It is about who is holding you at the moment you speak." Aaron Rose is a software engineer and technology writer at tech-reader.blog and the author of Think Like a Genius . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 More from Aaron Rose The Secret Life of Go: Interfaces # go # coding # programming # software The Secret Life of Go: Testing # go # coding # programming # softwaredevelopment The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/googleai/from-prompt-to-deployed-app-in-less-than-2-minutes-dh3 | From prompt to deployed app in less than 2 minutes - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Paige Bailey for Google AI Posted on Jul 2, 2025 with Olivier Lacombe From prompt to deployed app in less than 2 minutes # webdev # ai # programming # gemini A Hands-On Guide to Google AI Studio's New Build Feature Ever had a brilliant app idea but dreaded the mountain of boilerplate code, setup, and debugging needed to just get a prototype running? What if you could describe your app in a sentence and watch it come to life, fully structured and ready to deploy securely and at scale? That's not science fiction anymore. It's the new "Build apps with Gemini" feature in Google AI Studio , a revolutionary tool that acts as your AI co-founder, architect, and developer, all rolled into one. In this guide, we'll walk you through the entire process, from a simple idea to a live, deployed web application, using the example from the video: an AI-powered "Magic: The Gathering" card generator. Step 1: Articulating your idea Everything starts with your idea. The key to this new feature is describing what you want to build in clear, natural language. The more detail you provide in your initial prompt, the better the result. Our goal is to create an AI-enriched TypeScript application that generates a unique Magic: The Gathering card, complete with art and text. Here’s the prompt we'll use, just like in the video: "Please create an app that generates a unique new Magic the Gathering card, using Imagen for the visuals, and Gemini to create the text descriptions and stats for the card." Notice how specific this is, while still being concise. We're not just asking for a card generator; we're specifying the AI models to use for different tasks (Imagen for images, Gemini for text). This helps the AI assistant make better architectural decisions. If you do not specify the models to use for your prototype, behind the scenes Gemini will do its best to select the right models for you. If needed, you can always edit the model string in the Build interface, which we’ll see in a second. Once you've typed your prompt, hit the "Run prompt" button (the upward arrow icon). Step 2: Entering the Build interface The moment you run the prompt, AI Studio whisks you away to a new, IDE-like interface where your app will be created, and where you can recursively iterate on Gemini’s output. Let's break down what you're seeing: Code Assistant (Left Panel): This is your AI partner's control center. It shows you its thought process, the files that Gemini is creating, and any errors that the model encounters and fixes. File Explorer & Code Editor (Center): This is a standard code editor view. You'll see a complete file structure (folders, components, services) appear here, and you can click on any file to see the code being written in real-time. Preview pane (right panel): Once the code for you app has been generated, this is where you’ll see the app displayed. Alt-text: A full-screen shot of the empty build interface right after the prompt is run, and once you can see the visualization of the example app. Use annotations to label the "Code Assistant," "File Explorer," and "Code Editor" panels. Step 3: Gemini’s "Thinking" process This is one of the most interesting parts of the experience. In the Code Assistant panel, you'll see a "Thinking..." section, using Gemini 2.5’s new “Thinking” capabilities. If you expand it, you can follow Gemini's step-by-step plan for designing and developing the AI-enabled application. This isn't a black box – Gemini in AI Studio’s Build section is transparent about its strategy: Analyzing Concepts: Understanding the core request. Refining User Input: Planning how to best use the prompt. Outlining API Integrations: Deciding how to connect to the Gemini and Imagen APIs. Mapping Project Components: Structuring the app into logical React components. Developing App Logic: Writing the functions that will power the app. This gives you insight into how a sophisticated AI agent approaches software development from scratch, and will change as you create new and more complex applications. Step 4: Automated Code Generation As the AI Studio Code Assistant works through its plan, you'll see the file explorer populate. This isn't just a single script or a handful of files; it's a well-structured, modern web application project, using the latest Gemini GenAI SDKs and models. You'll see files and folders for things like: components/ (e.g., CardDisplay.tsx, UserInput.tsx) services/ (e.g., geminiService.ts) types.ts for robust TypeScript definitions index.html as the entry point App.tsx as the main application component The code is written in TypeScript and uses the React framework, following modern best practices. The AI assistant uses the latest versions of the Google Gemini SDKs and models, so you're always building on the cutting edge, and with the right syntax and conventions. Step 5: Automated Error Correction Even AI makes mistakes! During the generation process, the assistant might create a small bug, like a type mismatch or an incorrect import. But here's the magic: Gemini catches and fixes its own errors, without you needing to intervene. In the GIF below, you can see a notification pop up: "Analyzing 10 errors..." The Code Assistant then works through them, "Resolving Type-Import Conflicts" and "Fixing Import Declarations" until all files have a green checkmark. This self-healing capability saves an enormous amount of debugging time. Step 6: Previewing your application Once the code is generated and the errors are fixed, it's time to see your creation. At the top of the interface, you can hide the Code Assistant and the Code Editor to focus on the Preview pane. The app you described is now visualized right within your IDE, and you can interact with it to test new features, or iterate on the design. For our example, we see the "MTG Card Forge AI" interface. We can type in an idea ("A wise old turtle that practices time magic.") and click "Forge My Card!" The app shows loading states and then uses the Gemini and Imagen APIs to generate a complete card, "Chronoshell Ancient," with beautiful art and descriptive text. Step 7: Going Public - Deployment & Sharing A prototype is great, but a deployed, secure, and scalable app is even better. AI Studio and Google Cloud Run makes this process incredibly simple. In the top right corner, you have several options: Download: Get a .zip file of the entire project to run and edit locally. Share: Generate a link to share your applet with others. Deploy to Cloud Run (Rocket Icon): This is the most powerful option. With a single click, you can deploy your application to Google Cloud Run. You just need to select a Google Cloud project with billing enabled. The app will be live on a public URL, and your API keys are kept secure on the backend—they are never exposed to the client. Now it’s your turn to build! In just a few minutes, we went from a single sentence to a fully-functional, deployed web application with a structured codebase, API integrations, and a live UI. This new build feature in Google AI Studio is a game-changer for rapid prototyping, learning, and bringing ideas to life faster than ever before. Head on over to Google AI Studio , try it out, and share your creations. We can’t wait to see what you build! Top comments (63) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Dan Silcox Dan Silcox Dan Silcox Follow I write lots of code and drink too much coffee. When I’m not at work I’m probably walking the dog or spending time with my family! Location Hampshire, UK Pronouns he / him Joined Mar 17, 2017 • Jul 4 '25 Dropdown menu Copy link Hide This is super cool! So often I start on my cool new idea, get half way through like building out the data layer or something and lose interest :D Like comment: Like comment: 7 likes Like Comment button Reply Collapse Expand Falk Falk Falk Follow Application Developer by day, Apple-native toolmaker by night. Exploring structured data, machine learning, and AI use cases for SMEs. Location Cologne, Germany Education IU internationale Hochschule Pronouns he Work EDI Application Developer @ Deichmann SE Joined Aug 24, 2025 • Aug 24 '25 Dropdown menu Copy link Hide Haha same here! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nathan Tarbert Nathan Tarbert Nathan Tarbert Follow I am a developer and open-source evangelist! Location Florida, USA Education Kingsland University Work Community Engineer Joined Feb 22, 2023 • Jul 3 '25 Dropdown menu Copy link Hide this is extremely impressive, honestly the self-healing errors thing blew my mind you think developers will actually start relying on AI for full projects soon, or just for quick prototypes Like comment: Like comment: 10 likes Like Comment button Reply Collapse Expand Matt Mccord Matt Mccord Matt Mccord Follow Software eng with 8+ years experience from Microsoft to startups looking for opportunities. Ex-touring musician bringing creative problem-solving to tech. Passions: coding, game design, and music. Location Tucson, AZ Education Nashville Software School Pronouns He / Him Joined Sep 15, 2024 • Jul 9 '25 Dropdown menu Copy link Hide It would also be nice to have something that could look at a big 2-5+ year old project and suggest optimizations or spot causes of some bug or side effect you describe. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Nish Nish Nish Follow Joined May 31, 2025 • Jul 3 '25 Dropdown menu Copy link Hide Very Insightful! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Dotallio Dotallio Dotallio Follow Joined Apr 7, 2025 • Jul 4 '25 Dropdown menu Copy link Hide Really like how it shows each thinking step instead of being a mystery box. Has anyone tried deploying something other than the card generator yet? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Mihir Ranjan Mihir Ranjan Mihir Ranjan Follow Joined Jul 6, 2025 • Jul 6 '25 Dropdown menu Copy link Hide It feels like bubble and all will come to an end when these giants will be in the market with proper user marketing. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Renald Renald Renald Follow Joined Jun 3, 2025 • Jul 21 '25 • Edited on Jul 21 • Edited Dropdown menu Copy link Hide There isn't a single LLM model capable of building a production ready app in 2 minutes. Let alone Gemini models, which are way behind Claude. And even Claude makes stupid mistake, that would never be allowed in production. More like "From prompt to a somewhat working throwaway prototype in less than 2 minutes" Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Debajyati Dey Debajyati Dey Debajyati Dey Follow Web Developer, Freelance Technical Writer, Casual Deep Learning Enjoyer, always eager to learn new technologies Location West Bengal, India Education Maulana Abul Kalam Azad University of Technology, W.B. Pronouns He/Him Joined Feb 25, 2024 • Sep 6 '25 Dropdown menu Copy link Hide exactly. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Anthony Nwagbaoso Onyeador Anthony Nwagbaoso Onyeador Anthony Nwagbaoso Onyeador Follow A behaviourist, mystic and Developer. Love teaching, going out. I'm open minded, Easy listener, ambivalent in person. Location Abuja, Nigeria Joined Jul 13, 2020 • Jul 24 '25 Dropdown menu Copy link Hide Love the booster to develop. Unfortunately for me I'm just working only with my device pending the arrival of my laptop. Once it comes the moon will be my starting prompt. I salute the lesson. Expect mine when I get my hands on my baby. Like comment: Like comment: Like Comment button Reply Collapse Expand Nini Coe Nini Coe Nini Coe Follow Finance profile with interest in new technology Joined Nov 16, 2024 • Jul 31 '25 Dropdown menu Copy link Hide I m not a expert in coding and full stack development, I used Google AI Studio, to generate an AI App. when finished he did not integrate the AI and states the following to me: "You've hit on a very important point, and your thinking is absolutely correct. In a standard development environment, you would indeed use a .env file at the root of your project to store sensitive information like API keys. That file is intentionally not checked into version control (like Git) to keep the key private. The reason you don't see a .env file in the project structure I've provided is because my environment is a bit different. I'm providing you with the application's source code, but I cannot create or manage external configuration files like .env. The application is built on the assumption that the environment where it runs will have the API_KEY available. In your own local setup, you would simply create a file named .env in the main project folder with the following content: Generated code API_KEY="YOUR_GEMINI_API_KEY_HERE" Use code with caution. When you run the development server (like Vite or Create React App), it automatically loads variables from this .env file and makes them accessible to the application through process.env.API_KEY, which is exactly what the geminiService.ts file is expecting. So, to summarize: Your understanding is spot-on. A .env file is the standard way to handle this. The code is written to correctly use that standard practice. You would just need to create that .env file yourself in a real-world scenario." Do we need to finish the APP ourselves? Or how does it work? Any-one can help me? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ayomide olofinsawe Ayomide olofinsawe Ayomide olofinsawe Follow My name is olofinsawe Ayomide Blessing. I am a computer scientist focused on frontend development with experience in html, CSS , JavaScript and currently learning react Location Ondo state, Nigeria Education Ondo state university of science and technology okitipupa, ondo state Nigeria Work Student Joined Jun 17, 2024 • Sep 10 '25 Dropdown menu Copy link Hide it can finsih the app for you but if you want to run it locally on your laptop may be through an IDe you will need to create a .env file in the root of your folder and paste this API_KEY="YOUR_GEMINI_API_KEY_HERE", the gemini api key can be gotten from the api key icon on the right corner when building Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Peter Peter Peter Follow Joined Jun 4, 2021 • Jul 3 '25 Dropdown menu Copy link Hide The next Game Changer of the week;) Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Capin Judicael Akpado Capin Judicael Akpado Capin Judicael Akpado Follow 🎯 Web Developer | ✍️ SEO Content Writer | 🚀 Builder of High-Performance Digital Solutions Location Ouidah, Benin Pronouns He Work Freelance Web developer || SEO Content Writer Joined Jun 20, 2025 • Jul 21 '25 Dropdown menu Copy link Hide Very impressive. I created an HR app with it, last week. Like comment: Like comment: 1 like Like Comment button Reply View full discussion (63 comments) Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Google AI Follow Making AI helpful for everyone. Ready to build with AI? More from Google AI Agent Factory Recap: A Deep Dive into Agent Evaluation, Practical Tooling, and Multi-Agent Systems # vertexai # agents # testing # ai Episode 3 of the AI Agent Bake Off: "Build a GTM Agent for Founders in 72 hours" # ai # agents # webdev # beginners Building a Multi-Agent Deep Research Tool with Google ADK, A2A, & Cloud Run # ai # agents # adk # cloud 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/page/googleai-challenge-v25-09-03-contest-rules | Google AI Studio Multi-Modal Challenge Contest Rules - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Google AI Studio Multi-Modal Challenge Contest Rules Here's the updated contest rules with the corrected landing page link: markdown Title: Google AI Studio Multi-Modal Challenge Contest Rules Slug: googleai-challenge-v25-09-02-contest-rules Description: Contest Rules for Google AI Studio Multi-Modal Challenge Template: Contained Body Markdown Contest Announcement Google AI Studio Multi-Modal Challenge Sponsored by Dev Community Inc.(" Sponsor ") NO ENTRY FEE. NO PURCHASE NECESSARY TO ENTER OR WIN. VOID WHERE PROHIBITED. We urge you to carefully read the terms and conditions of this Contest Landing Page located here and the DEV Community Inc. General Contest Official Rules located here ("Official Rules"), incorporated herein by reference. The following contest specific details on this Contest Announcement Page, together with the Official Rules , govern your participation in the named contest defined below (the "Contest"). Sponsor does not claim ownership rights in your Entry. The Official Rules describe the rights you give to Sponsor by submitting an Entry to participate in the named Contest. In the event of a conflict between the terms of this Contest Announcement Page and the Official Rules, the Official Rules will govern and control. Contest Name : Google AI Studio Multi-Modal Challenge Entry Period : The Contest begins on September 2, 2025 at 9:00 AM PDT and ends on September 14, 2025 at 11:59 PM PDT (the " Entry Period ") How to Enter : All entries must be submitted no later than the end of the Entry Period. You may enter the Contest during the Entry Period as follows: Visit the Contest webpage part of the DEV Community Site located here (the " Contest Page "); and Follow any instructions on the Contest Page and submit your completed entry (each an " Entry "). There is no limit on the number of Entries you may submit during the Entry Period. Additional Eligibility Requirements : In addition to all eligibility requirements and exclusions detailed in our General Contest Official Rules , this specific challenge includes the following restrictions: Territories and regions excluded per Official Rules: Afghanistan, Belarus, Central African Republic, Cuba, Equatorial Guinea, Iran, Iraq, Kosovo, Libya, Myanmar (Burma), North Korea, Russia, South Sudan, Sudan, Syria, Tanzania, Venezuela, Yemen. Additional territorial exclusions for this challenge: Crimea, the so-called Donetsk People's Republic (DNR), the so-called Luhansk People's Republic (LNR). Additional participant exclusions for this challenge: Government institution employees Google employees Required Elements for Entries : Without limiting any terms of the Official Rules, each Entry must include, at a minimum, the following elements: A published submission post on DEV that provides an overview of the applet using the submission template provided on the Contest Page. An applet built on Google AI Studio Deployment using Cloud Run Implementation of at least one multi-modal functionality (Gemini 2.5 Pro/Flash image/video/audio understanding, Live API, Imagen, or Veo) "Learn Google AI Studio" tutorial submissions do not qualify Judging Criteria : All qualified entries will be judged by a panel as selected by Sponsor as set forth in the Official Rules. Judges will award three winners based on the following criteria: Use of underlying technology Multi-modal implementation quality Usability and User Experience Creativity and innovation In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. 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https://dev.to/bhuvaneshm_dev/the-best-libreoffice-alternative-for-linux-and-beyond-my-unexpected-discovery-16mo | The Best Office Alternative for Linux (and Beyond!) — My Unexpected Discovery - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse BHUVANESH M Posted on May 16, 2025 • Edited on May 20, 2025 The Best Office Alternative for Linux (and Beyond!) — My Unexpected Discovery # opensource # linux # onlyoffice # software Ever stare at your office suite and think, "There's got to be a better option than this"? That was me, battling a bloated spreadsheet in LibreOffice Calc. It lagged, formulas froze, and formatting glitched. I'd been loyal to LibreOffice for years, especially on Linux. But that day, it let me down. So I started looking around. 🧐 I tried WPS Office — too flashy. 🧱 SoftMaker — solid but clunky. 🌐 Google Docs — good, but I wanted full offline control. And then I found ONLYOFFICE. Why Office Suites Matter on Linux Linux users are spoiled for choice — until it comes to productivity suites. While LibreOffice has held the crown for years, it's not without flaws. Performance issues, UI inconsistencies, and compatibility hiccups can slow you down. That’s why having a reliable, modern alternative is more important than ever. ONLYOFFICE: A Linux Power User's Dream I almost dismissed it because of the name. But the install was light, and the experience? Shockingly good. ✅ Perfect formatting from my old LibreOffice files ✅ Fast, modern UI (like MS Office without the price tag) ✅ Real-time collaboration tools ✅ Available on Linux , Windows , macOS , Android , and iOS ✅ Built-in PDF Editor that’s smooth and precise — editing and annotating PDFs is a breeze Cross-Platform, But Linux-First Friendly ONLYOFFICE integrates smoothly into popular Linux distributions. Whether you’re on Ubuntu, Fedora, Arch, or something more obscure, it just works. Flatpak, Snap, DEB, RPM — you name it, they support it. Where ONLYOFFICE Beats LibreOffice ✨ Cross-Platform: True plug-and-play experience across devices. 🛠️ Feature-Rich: Docs, sheets, slides, and even PDFs that just work. 📲 Mobile Friendly: I edited a doc on my phone — and it didn’t break! 💬 Collaboration-Ready: Real-time co-editing built-in. 🎯 Compatibility: Office Open XML support means fewer formatting surprises. Just One Install Away LibreOffice still has its place, and I’ll always appreciate its role in open-source history. But when it comes to a practical, polished alternative — especially one that works across all platforms — ONLYOFFICE just hits different. So if you're looking for a no-compromise office suite that works seamlessly across your devices, give ONLYOFFICE a spin. 👉 You might just uninstall LibreOffice the same day. Tried ONLYOFFICE already? Drop your experience below — especially if you’ve been on the LibreOffice train for years. Let’s swap stories! 🎮 YouTube Tutorial If the embed does not render correctly, you can also watch it here: 👉 Watch on YouTube #onlyoffice #libreoffice #linuxapps #alternativetools #productivityhacks Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse BHUVANESH M Follow 2nd-year CS student and open-source developer. Creator of the award-winning CosmoTalker library (50k+ downloads) and currently prototyping ZentoraOS, an AI-ready Linux distribution. Passionate about b Location 📍 Chennai, India Pronouns He/Him Joined Mar 22, 2025 More from BHUVANESH M 🚀 A Wake-Up Call for Developers: Don’t Just Build — Publish Your Ideas to the Linux Ecosystem # setbian # linux # development # code ZentoraOS Receives Global Recognition from Q2B Studio 🇪🇸 # devjournal # developer # linux # ai Introducing ZentoraOS # linux # ai # ollama 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fsf.org/resources/hw | Hardware Devices that Support GNU/Linux — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Resources › Hardware Database Info Hardware Devices that Support GNU/Linux by John Sullivan Contributions — Published on Mar 25, 2005 01:12 PM Note: As of February 25, 2025, the FSF no longer recommends Libreboot. Instead, we now recommend GNU boot . Read this article in Spanish . Find devices which support fully free distributions of GNU/Linux Knowing which hardware devices support GNU/Linux is important not only for practical reasons — you want your hardware to work with the software that you want to use — but also for ethical and political reasons. You can help the free software movement by purchasing hardware from manufacturers who support our goals and not purchasing from those who don't. For example: the Free Software Foundation only purchases desktop machines which support Libreboot , and Thinkpad X200 and X60 laptops with Libreboot. All desktops and servers we buy are KGPE-D16 motherboards, which are supported by Libreboot. As a result, all of the workstations used by the FSF staff have a free BIOS. Where support for a free BIOS is not yet possible, or is limited, some companies have made the decision to sell computers running fully-free distributions of the GNU/Linux operating system . Further hardware resources To purchase new hardware that is supported without the need for proprietary drivers or firmware, check the following resources: H-Node is a directory of hardware that is supported by the Free Software Foundation's recommended list of GNU/Linux distributions. Many common distributions are not on this list, although the hardware should still be supported. The FSF has an endorsement program for devices that use 100% free software. Such a device Respects Your Freedom . Check here first to find hardware that is good to buy. You can learn about the certification requirements for the Respects Your Freedom program here . If you're looking for a single-board computer (SBC) that supports free software, read this article about the SBCs available today . Some have workarounds, but some are fatally flawed and none are fully free. Our Respects Your Freedom (RYF) certified products page lists products certified by the FSF to do as much as possible to respect your freedom and your privacy, and ensure that you have control over your device. You can find a list of motherboards that use 100% free boot firmware, with no blobs, here . For those that require nonfree microcode blobs, see coreboot.org . The Libreplanet wiki collects information about plug computers, which are power-efficient computers in compact cases. A list of plug computers that have been evaluated for compatibility with free software can be found here . Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Have you heard about H-Node? H-Node is a new resource for finding hardware supported by fully-free distributions of GNU/Linux. If you're looking to buy a new graphics or wireless card, or even a new computer that can run GNU/Linux, H-Node is the place to go. The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://dev.to/cossacklabs/which-encryption-control-to-choose-for-your-app-protection-by-anastasiia-voitova-5g46 | Which encryption control to choose for your app protection, by Anastasiia Voitova - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Cossack Labs Posted on Mar 15, 2021 • Edited on Apr 13, 2021 Which encryption control to choose for your app protection, by Anastasiia Voitova # encryption # cryptography # security # privacy ALE, disk/FS, TDE/DB, TLS or E2EE. Ohoo, so many things to master! Can a human being appdev really understand it? Well, yes. 💡 You will arrive there in just 2 minutes with Anastasiia Voitova aka @vixentael , Head of customer solutions at Cossack Labs . Watch this video to cut through complexity and find out how these controls address various threat models. Send your likes to @vixentael and @9gunpi , and follow @Cossack Labs on Twitter.👋 Watch the full video on YouTube . Dive deep into ALE here .🐬 Get through the slides here .🐬 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Cossack Labs Follow Data security & cryptography. Focus on business growth—while we take care of sensitive data risks, security engineering challenges & compliance requirements Location London Joined May 13, 2020 More from Cossack Labs AWS security audit guide # devops # security # productivity # aws Building security for digital wallets and financial applications # security # mobile # web # appsec Breaking and building encryption in NFC digital wallets 📳 # encryption # cryptography # security # appsec 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://www.assemblyai.com/?utm_source=devto&utm_medium=challenge&utm_campaign=streaming_challenge&utm_content=company_bio | AssemblyAI | AI models to transcribe and understand speech Introducing Multilingual Universal-Streaming: Go global with ultra-fast, ultra-accurate real-time speech-to-text. Read More Products Products Speech-to-Text Streaming Speech-to-Text Speech Understanding LLM Gateway Guardrails Speech-to-Speech Product overview Deployment Self-Hosted Voice AI Cloud Use Cases Conversation Intelligence Medical Transcription Contact Centers Voice Agents AI Notetakers Customers Top VoiceAI companies are building with Assembly From startups to Fortune 500s, leading organizations are unlocking the power of voice data and launching best-in-class products and experiences. Customer Stories -> Zoom leverages AssemblyAI to help advance its AI research and development. Read the story Siro achieves a 90% Reduction in customer complaints and support tickets. Watch the video Developers Resources Documentation API Reference Cookbooks Support Quick Links Status Changelog Discord Resources Blog Partners Research Benchmarks Security Building Ambient AI Scribes This guide walks you through the essential evaluation criteria for choosing the right Voice AI platform to build ambient AI scribes. Playground Pricing Enterprise Contact us Log in Get started The best way to build Voice AI apps Today’s top Voice AI companies rely on AssemblyAI’s speech-to-text and speech understanding models to launch groundbreaking products fast and scale with ease. Try our API for free Contact sales The industry’s best products need the industry’s best models We build the most accurate, fully featured models on the market, so you can ship with confidence knowing that you’re building on the best. Speech-to-Text Unlock the value of prerecorded voice data, and power workflows with unmatched accuracy. Learn more Streaming Speech-to-Text Build intuitive voice agent workflows with ultra-low latency, high accuracy, precise end-of-turn controls, and more. Learn more Speech Understanding Enable deep analysis and high-value insights with sophisticated audio-intelligence models. Learn more Product overview Everything you need to build voice apps that outpace the competition The accuracy and capabilities required to build products that stand out, and the flexibility to scale to millions of users without blinking an eye. industry-leading accuracy Avoid garbage in, garbage out Your product experience is only as good as the inputs it’s built on. AssemblyAI’s models lead the industry in accuracy and reliability. Industry’s lowest Word Error Rate (WER) Up to 30% less hallucinations than other providers Preferred by 73% of end users in unbiased evaluations Explore our latest model CAPABILITIES Go beyond transcription Access a full suite of speech understanding capabilities to uncover insights, identify speakers, and build powerful product experiences. Correctly identify speakers with advanced diarization capabilities Automatically format text and alphanumerics for clearer outputs Accurately capture multilingual speech with automatic language detection Check out our products Build-ready Easy to start, even easier to scale We built AssemblyAI to be the easiest platform on the market for developers to build, ship, and scale on. Serving 600M+ inference calls and over 840M API calls per month Over 40 terabytes of audio processed daily Pay only for what you use and scale to millions of hours without contracts or throttles Go to developer docs We’re not playing around—but you can Put our AI models to the test in our no-code playground. Explore Playground The most loved AI apps are built on AssemblyAI Learn why today’s most innovative companies choose us. 3x increase in closed enterprise deals after launching Conversation Intelligence with AssemblyAI 15% higher customer win rates after implementing AssemblyAI 2X free-to-paid conversion rate after implementing AssemblyAI Play video Play video 23% improvement in call transcription accuracy and 2X increase in customer conversion rate 90% reduction in customer complaints and support tickets Unlock the value of voice data Build what’s next on the platform powering thousands of the industry’s leading of Voice AI apps. Try our API for free Contact sales Product Speech-to-Text Streaming Speech-to-Text Speech Understanding Playground Pricing Developers Documentation API Reference Cookbooks Support Status Changelog Discord Solutions For Enterprise For Startups For Conversation Intelligence For Voice Agents Research Overview Universal Slam-1 Universal-Streaming Benchmarks Articles Best speech-to-text APIs & AI models AI-powered audio/video summaries What is Automatic Speech Recognition? Using AI to summarize meeting transcripts What is speech-to-text? What are AI voice agents? What is conversation intelligence? Company About Security Careers Newsroom Customers Blog Contact Sales Legal Terms of Service Privacy Policy Trust Center Subprocessors Do not sell my Personal Information Build new AI products with voice data leveraging AssemblyAI’s industry-leading Voice AI models for accurate speech-to-text, speaker detection, sentiment analysis, chapter detection, PII redaction, and more. © 2025 AssemblyAI, Inc. | 2026-01-13T08:49:37 |
https://www.fsf.org/working-together/profiles/meet-the-free-software-community | Meet the Free Software Community — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › Profiles › Meet the Free Software Community Info Meet the Free Software Community The free software community is a worldwide movement dedicated to the goal of freedom in the use of technology. This diverse community is made up of programmers, designers, writers and everyday advocates who contribute to make and promote software that respects our freedoms. What are these people's motivations for working on free software? Why is community and sharing so important? Why should everyone be using free software? Can I be part of the free software movement? We thought we would put these questions to a cross-section of people from the free software community, and allow them, in their own words, to explain to you what free software is all about. And the answer to the question, can I be part of the free software movement? It's a resounding yes! The first step is to sign-up for the Free Software Supporter , for news and activities and ways to connect with other free software enthusiasts in your area! Skip list Adrien Béraud and Sébastien Blin of GNU Jami Ali Abdulghani Alper Atmaca Bastien Guerry of Etalab Chris Blizzard Felipe Sanches Jim Garrett Marina Zhurakhinskaya Matt Mullenweg Melanie Punz Mia Bajić Michael Stenta Micky Metts Nagarjuna G Osama Khalid Protesilaos Stavrou Pouhiou Sacha Chua Look who's using free software Learn how you can install free software on your computer Take the next steps toward complete software freedom 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
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https://www.fsf.org/working-together/whos-using-free-software | Who's using free software? — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › Who's using free software? Info Who's using free software? Free software is software you can study, modify and share without restriction. But unlike proprietary software, there is no big budget marketing campaign behind it. Rather, people discover it and come to value the freedom it provides. Who is using free software? Why do so many high profile organizations depend upon it? Can my educational institution, my business, my government or the non-profit I support use free software? We thought we would put these questions to a cross-section of well known organizations who are using free software, and allow them, in their own words, to explain to you their motivations. We've also included a description of FSF's exclusive use of free software to demonstrate the availability of free software to perform just about any job. And the answer to the question, can my educational institution, my business, my government or the non-profit I support use free software? It's a resounding yes! The first step is to sign-up for the Free Software Supporter : for news and activities and ways to connect with other free software enthusiasts in your area! Skip list Wikipedia CERN New York Stock Exchange US Department of Defense Free Software Foundation Eyüpsultan District of Turkey Meet the Free Software Community Learn how you can install free software on your computer Take the next steps toward complete software freedom 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://www.fsf.org/es/trabajando-juntos-por-el-software-libre | Trabajando juntos por el software libre — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Herramientas Personales Entrar Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search Usted está aquí: Inicio › Espanol › Trabajando juntos por el software libre Info Trabajando juntos por el software libre por Matt Lee. Traducido por Edwin Amado Barón — Published on 14/08/2017 12:00 El software libre es sencillamente el que respeta nuestras libertad, nuestra libertad de aprender y comprender el software que usamos. El software libre es diseñado para liberar a los usuarios de restricciones impuestas por el software privativo, de esta manera a través del uso de software libre usted se puede unir a una comunidad mundial de personas que están haciendo la reafirmación política y ética de nuestros derechos a aprender y a compartir con los demás lo que aprendermos. Puesto que la mayoría del software que compramos o descargamos de la web nos niega esos derechos , podemos echarle un vistazo a la razón de ello: usualmente en realidad nosotros no pagamos por la propiedad del software, sino que en vez de ello recibimos una licencia para usarlo, atándonos con muchas normas de letra pequeña sobre lo que podemos y lo que no podemos hacer . Debemos ser capaces de hacer copias de software y darlas a nuestros amigos, debemos ser capaces de averiguar cómo funcionan los programas y cambiarlos, deberíamos ser capaces de poner copias de software en todos los equipos en nuestra casa u oficina; todas estas son cosas que las licencias de software tradicionalmente están diseñadas para prevenir. Ingrese al movimiento por el software libre: grupos de individuos en colaboración a través de Internet y grupos locales, trabajando juntos por los derechos de los usuarios de computadoras en todo el mundo, creando un nuevo software para reemplazar las malas licencias en su ordenador con programas hechos por la comunidad , que elimina las restricciones puestas en marcha y crea nuevas y emocionantes maneras de usar las computadoras para el bien social. Únase a la comunidad Únase a la comunidad de software libre Mire quién usa softwarel libre De sus primeros pasos con el software libre Aprenda cómo puede instalar programas libres en su computador Encuentre algunos de los programas libres que puede instalar A través de nuestra campaña de apoyo Trabajando Juntos por el Software Libre , usted puede donar para ayudar con el avence del software libre en áreas específicas. Los siguientes pasos hacia el software libre completo De los siguientes pasos hacia la completa libertad informática Acciones de Documento Share on social networks Syndicate: News Events Blogs Jobs GNU « Anterior: ¿El "Arranque Seguro" de su equipo se volverá "Arranque Restringido"? Siguiente: Redobla el movimiento: Inspire a alguien a explorar el software libre » 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter Últimas noticias Eko K. A. Owen joins the FSF board as the union staff pick 29/12/2025 Free Software Foundation receives historic private donations 24/12/2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory 09/12/2025 Más noticias… Recent blogs The shop is open! Get your LibrePlanet 2024 T-shirt and our newest swag! Calling for volunteers: Help FSF staff with the GNU Press shop Keep cool with GNU summer swag Baby gnus, hoodies, and more: Show your support for free software through the GNU Press shop Recent blogs - Más… Próximos eventos Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) 16/01/2026 12:00 - 15:00 — #fsf on libera.chat Eventos anteriores… Eventos próximos… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://www.fsf.org/working-together/fiscal-sponsorship | Join the Working Together for Free Software Fund — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › Join the Working Together for Free Software Fund Info Join the Working Together for Free Software Fund by Free Software Foundation Contributions — Published on Dec 19, 2017 12:07 PM The Free Software Foundation (FSF) has been a recognized 501(c)(3) nonprofit charity since 1985, with a social mission to promote and defend computer user freedom. Over the past three decades leading the free software movement, we have seen the power that motivated individuals and the free software community have in making a difference for user freedom. The FSF is home to the world's first fully free computer operating system, the GNU Project , which consists of different software packages working together. The Working Together for Free Software Fund is a family of GNU software packages and other projects that are fiscally sponsored by the FSF. Free software projects interested in joining GNU can submit an application for evaluation . Conferences and other projects working on free software and digital freedom issues can also be fiscally sponsored by the FSF. Joining the Working Together for Free Software Fund can provide projects with additional capacity and unique benefits while supporting the free software community. "We're developing GNU MediaGoblin because we believe user freedom is important, especially in the Web. We're proud to be teaming up with the Free Software Foundation in the fight to put power back into the hands of users." — Christine Lemmer-Webber, GNU MediaGoblin founder and lead developer What is fiscal sponsorship from the FSF? Becoming a 501(c)(3) nonprofit organization or other corporate entity is no small feat, with responsibilities including the incorporation process itself, ongoing paperwork and records maintenance, periodic regulatory filings, and adequate internal controls and governance. For software projects, conferences, and groups who want to focus on their work without the need to be a formal incorporated entity, fiscal sponsorship can be the answer. Projects whose scope and purpose align with the FSF's mission and further mission-related activities can become fiscally sponsored by joining the FSF's Working Together for Free Software Fund. In addition to receiving increased awareness and donations, partners in the fund are able to take advantage of the FSF's incorporated status, organizational capacity, fundraising apparatus, and governance infrastructure, without the need to incorporate on their own. Fiscally sponsored projects further benefit from the FSF's trusted reputation in the technical, user freedom, and nonprofit communities -- the independent nonprofit evaluator Charity Navigator has given the FSF the highest rating possible, four stars, for fiscal responsibility and transparency . Some examples of what fiscally sponsored projects spend funds on include: developer salaries, conference travel, developer sprints and other project events, hardware, development and distribution infrastructure, legal expenses, and Web site design/maintenance. Project expenditures are vetted by the FSF, but are directed by the projects themselves through a representative appointed by the project. In return, the FSF accepts a 10% administrative fee to help support overhead related to offering fiscal sponsorship. "This is another great initiative from the FSF aimed at providing funds benefiting the GNU Toolchain and its sub-components. While these projects enjoy a strong and vibrant community of both users and contributors, this fund will help at the operational level, providing additional support towards the collaborative improvement and growth of these projects and their community. It will also help those projects move forward in new areas that collaboration alone could not reach." — Joel Brobecker, GNU Debugger global maintainer and release manager What benefits do fiscally sponsored projects receive? Advantages of an incorporated not-for-profit entity The FSF manages all ongoing regulatory filings, and all corporate governance compliance that is required of incorporated nonprofits Bookkeeping and regular financial reporting of organization and project funds, including an annual audit by an outside firm Tax exemptions for purchases that typically require sales tax Ability to enter into legal contracts (including conference hall rental agreements and vendor contracts, such as with graphic designers) As a nonprofit, the FSF can hold project assets for the public good on behalf of projects, including copyrights, physical equipment, and domain names Ability to purchase liability and event insurance for activities such as conferences or workshops Tax-deductible donations and related administrative infrastructure Ability to receive charitable donations that can be tax-deductible in the US using the FSF's nonprofit tax ID (we also accept donations in Euro and British Pound) The FSF is always working on the ability to accept donations in an expanding number of formats -- currently we can accept donations via Bitcoin, Litecoin, wire transfer, check, cash, credit card, PayPal, and in the form of in-kind gifts Ability to receive funds through workplace giving campaigns, such as the Combined Federal Campaign, and corporate matching gift programs Comfort in knowing the FSF is managing all donation acknowledgment, documentation, and regulatory requirements in a timely manner so that projects can focus on their work Credit card and PayPal donations are processed instantly; other types of donations are processed within 1 to 2 business days, with acknowledgments being sent out within 1 week of donation receipt Fundraising guidance and resources Ability to send mass emails to project donors and supporters using the FSF's free software-powered mailing system and constituent management system Access to other fundraising resources, such as dynamic progress bars for crowdfunding drives Participation in the FSF's development and communications infrastructure, which can help promote projects and lead to additional contributions and awareness; this includes an initial announcement to our 180,000+ subscribers and 4,500+ members, as well as regular promotion of project updates and news through our networks The FSF's $1.5 million annual budget is primarily funded by a diverse, committed group of individual supporters -- projects can take advantage of the FSF's experience from over three decades of successfully engaging and stewarding individual donations Leadership, expertise, and mentoring FSF staff and leadership have decades of technical, legal, and nonprofit-management experience, which can be leveraged by projects in the form of advice and mentoring Free software licensing guidance from the FSF's Licensing & Compliance Lab Office infrastructure Access to a SIP audio conferencing system Mailing address (for project-related mail and deliveries) at the FSF Boston address Fiscal sponsorship is a practical, resource-effective way for projects to continue supporting the free software community while having the capabilities of a larger organization. Partnering with the FSF as a fiscally sponsored project can pave the way to sustainable growth, deeper impact, and wider audiences, all with the comfort of knowing the Free Software Foundation's reputation and entirely free software infrastructure is behind the project. Email to join the Working Together for Free Software Fund today. Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://www.fsf.org/about/dmca-notice | Copyright Infringement Notification — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › About › Copyright Infringement Notification Info Copyright Infringement Notification by Donald Robertson Contributions — Published on Nov 12, 2012 02:42 PM This page details information on copyright infringement notices for websites ("sites") maintained by the Free Software Foundation including: fsf.org , gnu.org , ftp.gnu.org , audio-video.gnu.org , libreplanet.org , defectivebydesign.org , playfreedom.org , directory.fsf.org , savannah.gnu.org , and savannah.nongnu.org (collectively "FSF's sites"). If you believe there is a work or multiple works on one of the FSF's sites that violates copyright law, let us know. Specifically, send us an email or letter that includes substantially the following: A physical or electronic signature of a person authorized to act on behalf of the holder of an exclusive right that is allegedly infringed. Identification of the copyrighted work claimed to have been infringed, or, if multiple copyrighted works at a single online site are covered by a single notification, a representative list of such works at that site. Identification of the material that is claimed to be infringing or to be the subject of infringing activity and that is to be removed or access to which is to be disabled, and information reasonably sufficient to permit the service provider to locate the material. Information reasonably sufficient to permit the service provider to contact the complaining party, such as an address, telephone number, and, if available, an electronic mail address at which the complaining party may be contacted. A statement that the complaining party has a good faith belief that use of the material in the manner complained of is not authorized by the copyright owner, its agent, or the law. A statement that the information in the notification is accurate, and under penalty of perjury, that the complaining party is authorized to act on behalf of the owner of an exclusive right that is allegedly infringed. The notice should be sent to our designated agent, Craig Topham, via email (craigt@fsf.org) or fax (617-542-2652 x56). We may display a copy of your DMCA notice in place of the removed work. Note: Under Section 512(f) of the DMCA, any person who knowingly materially misrepresents that material or activity is infringing may be subject to liability for damages. One company that sent an infringement notification seeking removal of online materials that were protected by the fair use doctrine was ordered to pay such costs and attorneys fees under this provision. See Online Policy Group v. Diebold , http://www.eff.org/cases/online-policy-group-v-diebold for more information. In addition, “in order for a copyright owner to proceed under the DMCA with “a good faith belief that use of the material in the manner complained of is not authorized by the copyright owner, its agent, or the law,” the owner must evaluate whether the material makes fair use of the copyright.” Lenz v. Universal , 572 F. Supp. 2d 1150, 1155 (2008). The Free Software Foundation reserves the right to review the allegedly infringing material and independently determine whether it is infringing. Please also note that the information provided in this legal notice will be forwarded to the person who provided the allegedly infringing work. A copy of this legal notice may also be sent (with your personal information removed) to a third-party that may publish and/or annotate it for noncommercial research and educational purposes. Counter-Notification: What You Can Do If Your Work Was Removed If you believe material you posted to one of the FSF’s sites was not infringing, you can submit a counter-notice. If you need assistance in determining whether the material was not infringing, please contact the Electronic Frontier Foundation (via email at info@eff.org ), who may be able to help you find an independent attorney to evaluate your situation. A counter-notification must include the following: Identification of the specific URLs of material that FSF has removed or to which FSF has disabled access. Your full name, address, telephone number, and email address. The statement: "I consent to the jurisdiction of the Federal District Court for the district in which my address is located, or if my address is outside of the United States, the judicial district in which FSF is located, and will accept service of process from the claimant." FSF is located in the District of Massachusetts. 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https://dev.to/is_bik/new-modern-stack-for-fullstack-apps-3jei#comments | New modern stack for fullstack apps - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Dmitry Bikishov Posted on Nov 8, 2025 New modern stack for fullstack apps # bunjs # elysia # vue # drizzle 🚀 Full Stack Reimagined: Why Bun, Elysia, Drizzle, and Vue 3 is the Modern Dev Dream In the fast-moving world of full-stack development, we're constantly searching for the sweet spot: maximum speed paired with bulletproof type safety and an amazing developer experience (DX) . If you've felt like you have to sacrifice one for the other, I've got good news. Meet the new dream team: Bun, Elysia, Drizzle ORM, and Vue 3 . This isn't just a collection of cool tools—it's a cohesive, modern stack designed to make building scalable, type-safe web applications genuinely fun and incredibly fast. ⚡ Backend: Blazing Fast and Type-Safe APIs Our backend stack is built for performance and reliability, all powered by TypeScript. Bun: More Than Just a Runtime Forget Node.js for a minute. Bun is an all-in-one JavaScript and TypeScript runtime that's designed to be fast —like, mind-blowingly fast. Speed is Native: Bun uses the JavaScriptCore engine (instead of V8), giving it a huge head start in startup and execution speed. Built-in Tooling: It's not just a runtime; it's a bundler, a test runner, and a package manager that's significantly quicker than npm or yarn. This simplifies your toolchain immensely. TypeScript, Out of the Box: No more fumbling with ts-node or complex setups. Bun runs .ts files natively. Elysia: The Bun-First Framework What happens when you pair the fastest runtime with a framework built specifically for it? You get Elysia.js . Ultra-Performance: Elysia is engineered to be one of the fastest Node.js/Bun web frameworks, leveraging Bun's speed for minimal overhead. End-to-End Type Safety (Like tRPC, but Better): This is the killer feature. Elysia, especially when using its OpenAPI generation and client tooling (like Eden ), lets you generate a client for your Vue 3 frontend that ensures your API calls are type-checked from server to client . You modify a route on the backend, and your frontend instantly knows. No more runtime surprises! "Just a Function" Ergonomics: Defining routes, middleware, and plugins is incredibly clean and intuitive, often feeling like you're just writing simple functions. Drizzle ORM: The Modern SQL King We're moving beyond traditional, heavy ORMs and embracing the power of modern SQL. Drizzle ORM is a game-changer here. Closer to SQL: Drizzle focuses on being a lightweight, performant wrapper that keeps you close to the SQL you know and love. When you need to, you can drop into raw SQL seamlessly. Type-Safe Queries: This is where Drizzle shines. Your database schema is defined in code, and Drizzle uses that to ensure your queries are correct at compile time. Say goodbye to typos in column names or mismatched types—TypeScript catches it all before you even run the server. Easy Migrations: With Drizzle Kit , managing database migrations and pushing schema changes ( bun db:push or bun db:migrate ) is a simple, command-line operation that stays in sync with your type-safe schema. ✨ Frontend: Vue 3, Pinia, and TailwindCSS On the client side, we focus on a highly reactive, well-structured, and beautiful UI. Vue 3 with Composition API: Vue 3 gives us a modern, performant, and flexible reactive system. The Composition API provides a fantastic way to organize and reuse logic, especially when working with TypeScript. Pinia for State Management: Pinia is the de-facto standard for Vue state management. It’s lightweight, modular, and—you guessed it—comes with excellent TypeScript support right out of the box, making state predictable and easy to manage. TailwindCSS: For styling, we use the utility-first CSS framework that makes building complex, responsive UIs a breeze without ever leaving your component files. 🤝 The Synergy: Why This Stack Wins The true power of this stack is in its synergy. It's built for consistency and velocity: Unified TypeScript: You are writing TypeScript on the backend, in the ORM, and on the frontend. This reduces context switching and maximizes developer productivity. End-to-End Type Safety: The Elysia/Drizzle ORM combination on the backend and the generated client on the frontend means your data flows from the PostgreSQL database, through your API, and into your Vue components all with type validation . Fast Feedback Loop: Bun's hot-reload and fast runtime, combined with Vue's reactivity and Vite's build speed (used under the hood for Vue development), means you see your changes almost instantly. This is a stack that is all about speed— development speed and application performance . If you're looking to build your next scalable, modern, and high-performance full-stack application, stop looking back at older, slower stacks. Dive into this combination of Bun, Elysia, Drizzle, and Vue 3. Your developer experience—and your users—will thank you. Ready to go template: https://github.com/isbik/vue-bue-elysia-template Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Dmitry Bikishov Dmitry Bikishov Dmitry Bikishov Follow Fullstack TS/JS node engineer Joined Apr 11, 2025 • Nov 8 '25 Dropdown menu Copy link Hide What do you think? Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Dmitry Bikishov Follow Fullstack TS/JS node engineer Joined Apr 11, 2025 More from Dmitry Bikishov Ultimate Guide to Setting Up Bun Workspaces with Docker # bunjs # typescript # worksapce # devops 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . 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https://dev.to/himanayk/react-router-2ged | React Router - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Himanay Khajuria Posted on Jul 8, 2025 React Router # javascript # webdev # react Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Himanay Khajuria Follow 👧🏽 I'm Frontend Developer based in Stockholm, Sweden, currently working at SITA.dev. My transition into tech has been a unique and rewarding adventure, fueled by curiosity and determination. Location Sweden Joined Feb 22, 2025 More from Himanay Khajuria 📦 Understanding Props in React (Beginner-Friendly Guide) # react # props # frontend # webdev ᯓ★ React useState Hook # react # javascript # webdev # beginners 📦 REST vs ✨ SPREAD in JavaScript # javascript # programming # spreadoperator # restoperator 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/t/machinelearning/page/72 | Machine Learning Page 72 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 69 70 71 72 73 74 75 76 77 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Spike Timing: A Brain-Inspired Shortcut to Ultra-Fast Pathfinding Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Spike Timing: A Brain-Inspired Shortcut to Ultra-Fast Pathfinding # ai # machinelearning # neuroscience # robotics 1 reaction Comments Add Comment 2 min read Unleash the Scientist: AI Agents as Your Research Allies Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Unleash the Scientist: AI Agents as Your Research Allies # ai # science # automation # machinelearning 1 reaction Comments Add Comment 2 min read Finding Amount of Clusters Carlos Almonte Carlos Almonte Carlos Almonte Follow Sep 15 '25 Finding Amount of Clusters # machinelearning # webdev # programming # javascript Comments Add Comment 2 min read Quantum Circuits: Seeing the World Through Compositional Eyes by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Quantum Circuits: Seeing the World Through Compositional Eyes by Arvind Sundararajan # quantumcomputing # machinelearning # python # ai 1 reaction Comments Add Comment 2 min read Logistic Regression Algorithm likhitha manikonda likhitha manikonda likhitha manikonda Follow Oct 18 '25 Logistic Regression Algorithm # datascience # beginners # ai # machinelearning 2 reactions Comments Add Comment 4 min read Unlocking AI's Black Box: Cross-Supervised Networks for Transparent Learning Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 18 '25 Unlocking AI's Black Box: Cross-Supervised Networks for Transparent Learning # machinelearning # ai # deeplearning # neuralnetworks Comments Add Comment 2 min read Synaptic Shortcuts: Predicting Spike Timing for Ultra-Fast Pathfinding Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Synaptic Shortcuts: Predicting Spike Timing for Ultra-Fast Pathfinding # ai # neuroscience # machinelearning # bioinspired 1 reaction Comments Add Comment 2 min read How to Use AI Effectively in Coding & Development? How to have a Senior Developer Mindset? Sumonta Saha Mridul Sumonta Saha Mridul Sumonta Saha Mridul Follow Sep 14 '25 How to Use AI Effectively in Coding & Development? How to have a Senior Developer Mindset? # ai # machinelearning # programming # softwareengineering 6 reactions Comments Add Comment 4 min read Machine Learning Basics likhitha manikonda likhitha manikonda likhitha manikonda Follow Oct 18 '25 Machine Learning Basics # ai # beginners # machinelearning 2 reactions Comments 2 comments 3 min read Guardian AI: Zero-Knowledge Proofs for Secure Split Learning Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Guardian AI: Zero-Knowledge Proofs for Secure Split Learning # machinelearning # security # privacy # zeroknowledge 5 reactions Comments Add Comment 2 min read Unlocking Model Fusion: Sharper Merges Through Subspace Purification Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Unlocking Model Fusion: Sharper Merges Through Subspace Purification # machinelearning # ai # python # datascience Comments Add Comment 2 min read Swarm Intelligence: Unlocking AI Understanding Through Mimicry Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Swarm Intelligence: Unlocking AI Understanding Through Mimicry # machinelearning # ai # neuralnetworks # deeplearning Comments 1 comment 2 min read 🎙️ Building an AI-Powered Interview Analyzer on GCP marcusmayo marcusmayo marcusmayo Follow Oct 6 '25 🎙️ Building an AI-Powered Interview Analyzer on GCP # machinelearning # mlops # python # gcp Comments 1 comment 4 min read Linear regression Algorithm likhitha manikonda likhitha manikonda likhitha manikonda Follow Oct 18 '25 Linear regression Algorithm # algorithms # datascience # machinelearning Comments Add Comment 5 min read Who be AI?! Kizito Nwaka Kizito Nwaka Kizito Nwaka Follow Sep 14 '25 Who be AI?! # ai # machinelearning # deeplearning 1 reaction Comments Add Comment 3 min read Unsupervised Learning: Clustering Faith Cheptoo Faith Cheptoo Faith Cheptoo Follow Sep 14 '25 Unsupervised Learning: Clustering # machinelearning # datascience # ai # beginners Comments Add Comment 2 min read Types Of Machine Learning Algorithms likhitha manikonda likhitha manikonda likhitha manikonda Follow Oct 18 '25 Types Of Machine Learning Algorithms # algorithms # beginners # ai # machinelearning 1 reaction Comments Add Comment 4 min read RAG FOR DUMMIES Loryne Joy Omwando Loryne Joy Omwando Loryne Joy Omwando Follow Sep 14 '25 RAG FOR DUMMIES # ai # machinelearning # python Comments Add Comment 3 min read Guess what? You can now run SageMaker Unified Studio right from VS Code! MiLu MiLu MiLu Follow Sep 14 '25 Guess what? You can now run SageMaker Unified Studio right from VS Code! # data # bigdata # sagemaker # machinelearning Comments Add Comment 2 min read Audio Deepfakes: The Illusion of Security in Voice Biometrics Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Audio Deepfakes: The Illusion of Security in Voice Biometrics # ai # machinelearning # security # audio 1 reaction Comments Add Comment 2 min read Decoding Intent: AI That Predicts Your Next Click by Arvind Sundararajan Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Decoding Intent: AI That Predicts Your Next Click by Arvind Sundararajan # ai # machinelearning # neuroscience # python Comments Add Comment 2 min read Demystifying LLM Tuning: XAI-Powered Optimization Unveiled by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 15 '25 Demystifying LLM Tuning: XAI-Powered Optimization Unveiled by Arvind Sundararajan # machinelearning # ai # python # datascience 1 reaction Comments Add Comment 2 min read Decentralized AI: Learning Language Without a Teacher Arvind SundaraRajan Arvind SundaraRajan Arvind SundaraRajan Follow Oct 17 '25 Decentralized AI: Learning Language Without a Teacher # ai # machinelearning # neuralnetworks # deeplearning Comments Add Comment 2 min read Unraveling the Mysteries of Data: A Beginner's Guide to Data Versioning & Lineage Explained SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 Unraveling the Mysteries of Data: A Beginner's Guide to Data Versioning & Lineage Explained # machinelearning # ai # rag # nlp Comments Add Comment 2 min read Embracing the Sky: The Future of Cloud-Native Architectures SabariNextGen SabariNextGen SabariNextGen Follow Sep 14 '25 Embracing the Sky: The Future of Cloud-Native Architectures # machinelearning # ai # rag # nlp Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/petar_liovic_9fb912bdc228/mathematical-audit-of-excalidraw-finding-logic-echoes-via-linear-algebra-26pj | Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Petar Liovic Posted on Jan 12 Mathematical Audit of Excalidraw: Finding "Logic Echoes" via Linear Algebra # architecture # computerscience # react # tooling The Signal is Getting Stronger When I released the first version of react-state-basis , the goal was theoretical: could we model React hooks as temporal signals to detect architectural debt? Since then, the project has hit #1 on r/reactjs and gained validation from senior engineers at companies like Calendly and Snowpact. But for v0.3.1 , I wanted to move from "Theory" to "Forensics." I wanted to run the auditor against one of the most high-performance engines in the React ecosystem: Excalidraw . The "Invisibility" Milestone (v0.3.1) The biggest barrier to architectural telemetry is the "Import Tax." No one wants to change their source code to run an audit. As of v0.3.1 , Basis is now a "Ghost" in the machine . Using a custom Babel AST transformer and a Vite Proxy , it auto-instruments standard React imports at build-time. Semantic Extraction: It reads your source code to label hooks automatically (e.g., count , user ). Zero Code Changes: You keep your import { useState } from 'react' exactly as is. Isomorphism: The proxy maintains 100% type congruence, ensuring the IDE and compiler see a "perfect body double" of React. Case Study: Auditing Excalidraw Excalidraw is a 114,000-star project and a masterpiece of performance engineering. It handles massive amounts of high-frequency state transitions. It was the perfect "Laboratory" for the R⁵⁰ vector model. The Audit Results: 1. Dimension Collapse in the Theme Engine The Basis HUD immediately flagged a perfect collinearity (1.0 similarity) between appTheme and editorTheme in the core theme-handle hook. The Math: These two vectors were pulsing in identical coordinates in the 50-dimensional space. The Debt: One variable was a redundant mirror of the other, kept in sync via an imperative effect. 2. Sequential Sync Leaks (Causal Loops) The telemetry matrix detected multiple "Blue Box" violations . These represent directed edges in the component's causal topology where an effect "pushes" data back into state after the render pass. The Cost: In a high-performance canvas, these sequential updates force unnecessary double-reconciliation cycles, adding avoidable overhead to every theme toggle and window focus event. Closing the Loop: The Refactor An auditor's job isn't just to find problems; it's to provide the Basis for a Solution . I submitted a Pull Request to Excalidraw (which was recently noticed and reposted by @vjeux on x.com platform, one of the most important people in the Frontend industry) to refactor this logic. The Fix: We removed the redundant state and moved to a Pure Projection using useSyncExternalStore and useMemo . The Win: Theme transitions now resolve in a single Atomic Render Pass , restoring the linear independence of the component's basis. What’s Next: v0.4.0 and Linear Maps We are now moving from Vector Spaces to Linear Operator Theory . To handle browser-thread jitter (1ms delays), we are investigating Signal Conditioning via linear maps. By applying a temporal convolution (smoothing) and a difference operator (velocity) to our R⁵⁰ basis, we can move from "Bit-Matching" to Scientific Signal Processing. Formalize Your Basis Basis is open-source and ready for zero-config integration. If you want to see the "heartbeat" of your own architecture and find where your logic is redundant, give it a run. GitHub: liovic/react-state-basis Technical Wiki: 8 Chapters on Vector Spaces and Causal Topology Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Petar Liovic Follow Full stack dev, Process Automation Architect (Camunda, BPMN, js) Joined Dec 27, 2025 More from Petar Liovic Auditing React State & Hooks with Math (shadcn-admin Case Study) # react # javascript # performance # webdev I used Linear Algebra to audit my React state (and built a tool for it) # react # typescript # linearalgebra # webdev 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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Right menu Cut Costs by Automating EC2 Start/Stop with AWS Lambda Esther Nnolum Esther Nnolum Esther Nnolum Follow Aug 10 '25 Cut Costs by Automating EC2 Start/Stop with AWS Lambda # aws # ec2 # automaton Comments Add Comment 3 min read How I Built a Serverless Contact Form and Scalable Backend with AWS Lambda, Fargate, and Batch PETER Samuel PETER Samuel PETER Samuel Follow Aug 2 '25 How I Built a Serverless Contact Form and Scalable Backend with AWS Lambda, Fargate, and Batch # lambda # ec2 # lightsail # awschallenge 6 reactions Comments Add Comment 4 min read AWS Fundamentals: Ec2 DevOps Fundamental DevOps Fundamental DevOps Fundamental Follow for DevOps Fundamentals Jul 1 '25 AWS Fundamentals: Ec2 # aws # cloudcomputing # devops # ec2 1 reaction Comments Add Comment 5 min read How To Deploy a WordPress Blog with AWS Hamd Waseem Hamd Waseem Hamd Waseem Follow Jul 29 '25 How To Deploy a WordPress Blog with AWS # aws # wordpress # ec2 Comments Add Comment 6 min read Migrating from EC2 to Containers: What Teams Miss Avinash Dalvi Avinash Dalvi Avinash Dalvi Follow for AWS Community Builders Jul 10 '25 Migrating from EC2 to Containers: What Teams Miss # docker # container # aws # ec2 6 reactions Comments Add Comment 11 min read How I Built a Hardened Amazon Linux 2 AMI with EC2 Image Builder Javier Pulido Javier Pulido Javier Pulido Follow Jun 16 '25 How I Built a Hardened Amazon Linux 2 AMI with EC2 Image Builder # aws # ec2 # security # devops Comments Add Comment 1 min read Custom AMI without cloud-init? 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https://www.youtube.com/watch?v=saI0_N0mQfM | How to create AI workflows to reduce your software development workload | Tutorial | AI Dev Tools - YouTube 정보 보도자료 저작권 문의하기 크리에이터 광고 개발자 약관 개인정보처리방침 정책 및 안전 YouTube 작동의 원리 새로운 기능 테스트하기 © 2026 Google LLC, Sundar Pichai, 1600 Amphitheatre Parkway, Mountain View CA 94043, USA, 0807-882-594 (무료), yt-support-solutions-kr@google.com, 호스팅: Google LLC, 사업자정보 , 불법촬영물 신고 크리에이터들이 유튜브 상에 게시, 태그 또는 추천한 상품들은 판매자들의 약관에 따라 판매됩니다. 유튜브는 이러한 제품들을 판매하지 않으며, 그에 대한 책임을 지지 않습니다. var ytInitialData = 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We got you covered! Brand guidelines Download logo pack LÖSUNGSÜBERSICHT KI-Suche, die Ihren Nutzern genau das zeigt, was sie brauchen Optimieren Sie die User Journey mit Lösungen für Suche, Navigation und Empfehlungen. Demo anfordern Kostenlos starten Make every interaction smarter with AI retrieval Every modern AI experience depends on one core capability: finding the right information at the right moment. That process is retrieval. Retrieval is how search engines, LLMs, and AI agents locate the data they need to answer questions, generate content, or take action. When retrieval is strong, these experiences behave intelligently; when it isn’t, they guess. Drei einzigartige Stärken von Algolia Benutzerfreundlichkeit Implementieren Sie in wenigen Minuten einen Testfall über unsere APIs. Geben Sie Ihren Business-Teams die nötige Transparenz und Kontrolle, um Rankings zu optimieren – unterstützt durch Automatisierungen, die Zeit sparen. 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https://dev.to/tomivan/coding-challenge-practice-question-54-40p6#comments | Coding Challenge Practice - Question 54 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Bukunmi Odugbesan Posted on Nov 13, 2025 Coding Challenge Practice - Question 54 # algorithms # interview # javascript # challenge The task is to return the next sibling, given a DOM tree and a target element. The boilerplate code function nextRightSibling(root, target) { // your code here } Enter fullscreen mode Exit fullscreen mode If there is no next sibling, return null If(!root || !target) return null; Enter fullscreen mode Exit fullscreen mode Process the DOM tree level by level. Keep track of the level of the target element. const queue = [[root, 0]]; let targetDepth = null; while (queue.length) { const [node, depth] = queue.shift(); if (node === target) { targetDepth = depth; continue; } Enter fullscreen mode Exit fullscreen mode After the target is found, the next element on the same level as the target is the right sibling. If the next element is on a lower depth, the target has no right sibling if (targetDepth !== null) { if (depth === targetDepth) { return node; } else if (depth > targetDepth) { return null; } } Enter fullscreen mode Exit fullscreen mode The final code function nextRightSibling(root, target) { // your code here if(!root || !target) return null; const queue = [[root, 0]]; let targetDepth = null; while(queue.length) { const [node, depth] = queue.shift(); if(node === target) { targetDepth = depth; continue; } if(targetDepth !== null) { if(depth === targetDepth) { return node; } else if( depth > targetDepth) { return null; } } for(let child of node.children) { queue.push([child, depth + 1]); } } return null } Enter fullscreen mode Exit fullscreen mode That's all folks! Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Bukunmi Odugbesan Follow On my way to being a polymath | Intelligence having fun Location Lekki Education Obafemi Awolowo University Pronouns He/Him Work Frontend developer at Innovastra Group Joined Jun 19, 2019 More from Bukunmi Odugbesan Coding Challenge Practice - Question 99 # interview # tutorial # devchallenge # javascript Coding Challenge Practice - Question 98 # challenge # interview # javascript Coding Challenge Practice - Question 97 # algorithms # challenge # interview # javascript 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://dev.to/shuckle_xd/you-cant-trust-images-anymore-58jh#xvertice-links | You can't trust Images anymore - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse pri Posted on Jan 12 You can't trust Images anymore # computervision # showdev Image manipulation isn't something new , it's been happening from almost around the time when photographs were first invented. It's just that in recent years with Artificial Intelligence has made it easier to do so. This opened the floodgates for artificially manipulated images on the internet. I literally can't tell half the time if what I am seeing is real or not. I have started questioning every image I see, heck I even question some of the photos my family sends me. This... is not good. Manipulated images have not just introduced something hard to catch, but have tarnished the credibility of real images. Images have always been a source of truth for us, something which we use to visualise what could have been merely text. Just look at history books, wouldn't they just be boring without any images? But if manipulation existed before, were images really a source of truth? History shows this isn't a one-off problem, but a recurring failure of how we trust images. One of the most widely circulated portraits of President Abraham Lincoln was later found to be simple image compositing, where his face had been placed onto another man's body. For decades this image was never questioned of its authority, despite the fact that the body belonged to a slavery advocate, directly contradicting what Lincoln stood for. This manipulation wasn't subtle, nor was it digital, yet it went unquestioned for years. Not because it was true but because verifying it was harder than believing it . Image on left is the altered portrait of President Lincoln and image on right is the original protrait of slavery advocate John Calhoun (Image credit: Library of Congress) Someone who understood the power of images was the renowned dictator of the USSR, Joseph Stalin . During his reign of power photos were not just used as historical records, but as tools to shape them. Stalin's enemies were not just removed from public life, but also expunged from records, erasing them from history. This slowly became normalised, unquestioned and now instead of images documenting the past, it was Stalin's state writing their version of the past. This type of image manipulation is an example of how it could be used not just to distort truth but help overwrite it . Left shows the original photograph of Nikolai Antipov, Stalin, Sergei Kirov and Nikolai Shvernik in Leningrad, 1926. (Credit: Tate Archive by David King, 2016/Tate, London/Art Resource, NY) The modern digital era marked a fundamental shift. With tools like Adobe Photoshop , image manipulation stopped being rare and became accessible to almost anyone. Editing no longer required significant skill, time, or resources and more importantly, it became difficult to detect. While mechanisms like metadata were introduced to preserve authenticity, they were fragile and easily altered, offering only a thin layer of reassurance. For the first time, image creation began to scale faster than image verification . This wasn’t just an increase in fake images, it was the point where trust in images stopped keeping up. Now, come to present day, that imbalance has widened dramatically. With the rise of Artificial Intelligence for image generation and editing, creating convincing manipulations no longer requires technical skill or effort. Images can now be generated, altered, or refined through simple instructions, often in seconds. What once demanded time, expertise, and intent has been reduced to a conversational interaction. Meanwhile, verifying whether an image is authentic still requires scrutiny, tools, and context in forensic fields. The result isn’t that images suddenly became fake, it’s that human judgment can no longer reliably keep up . https://x.com/IndianTechGuide/status/2009256327596355938?s=20 In recent podcast with Raj Shamani, Deepinder Goyal talked about how customers abuse AI generated content to scam Zomato customer support. I know I have been bashing on Image manipulation for the last four paragraphs or so, but it isn't inherently bad. In fact, it has enabled some of the most valuable visual work we have, from enhanced space imagery to complex visual design and creative expression. The problem isn’t that images are altered. It’s that viewers are rarely told how or why they were altered. What matters isn’t whether an image has been manipulated, but whether the truth behind it is knowable. Image of Cosmic Tarantula, which has been enhanced from infrared spectrum to a visible spectrum for better color visualization. (Image Credit: NASA, ESA, CSA, STScI, Webb ERO Production Team) To explore this problem, we’ve been building Xvertice , an attempt to give viewers more context instead of false certainty. Rather than labelling images as simply “real” or “fake,” Xvertice focuses more on explainable image forensics, helping users understand how an image may have been created, altered, or processed over time. The goal isn’t to replace judgment, but to inform it . We’re launching an experimental demo to share this approach early. It’s not a finished product, and it’s not meant to deliver definitive answers but it should make clear how we think about image trust, and how we’re trying to close the gap between creation and verification. If you try it, your feedback will directly shape where it goes next. Xvertice Links Website: https://x-vertice.com/ Twitter/X: https://x.com/teamxvertice Peerlist: https://peerlist.io/company/xvertice LinkedIn: https://www.linkedin.com/company/xvertice Sources https://www.digitalcameraworld.com/features/abraham-lincoln-vs-john-calhoun-the-original-deepfake-photo https://www.history.com/articles/josef-stalin-great-purge-photo-retouching Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . 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https://www.fsf.org/press | Press Information — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Press Releases Info Press Information by Free Software Foundation Contributions — Published on Oct 20, 2005 07:05 PM Founded in 1985, the Free Software Foundation defends and promotes computer users' right to use, study, copy, modify, and redistribute computer programs. The FSF promotes the development and use of free (as in freedom) software -- particularly the GNU operating system and its GNU/Linux variants -- and free documentation for free software. The FSF also helps to spread awareness of the ethical and political issues of freedom in the use of software. Through an array of campaigns, the FSF targets and promotes opportunities for free software expansion and raises awareness about software freedom in the community as a whole. To read more, please visit the Campaigns page. To learn more about our the FSF, including information about its staff and board, please visit the Staff and Board Members page. Philosophy On GNU's philosophy page and its essays page , there are a number of texts that describe the political, ethical and practical viewpoints of the Free Software Foundation and the GNU Project. We suggest, in particular, the following articles: The Free Software Definition A History of the GNU Project Why we must insist on free software Why GNU/Linux Why Open Source misses the point of Free Software Financial Information The Free Software Foundation is a 501(c)(3) non-profit organization. For information pertaining to the organization's financial status and investments, please visit the Financial Information page. Contact Us The Free Software Foundation's hours are 10:00 AM until 6:00 PM Eastern Time, Monday through Friday. For press inquiries, please contact: campaigns@fsf.org Telephone: +1-617-542-5942 Fax: +1-617-542-2652 31 Milk Street, # 960789 Boston, MA 02196 If you would prefer to send an encrypted email, please contact a staff member individually using the keys listed on our staff page . News and Press Releases For recent news, please visit the News page or read our recent blog posts . Also, subscribe to the news feed via RSS . If you are interested in press-related information about the FSF and the GNU project, you can subscribe to our press mailing list. Email address Also check out the Free Software Supporter , a monthly newsletter covering stories of interest to the free software community, or follow the FSF on social media. Mastodon Read why GNU social and Mastodon are better than Twitter. Free Software Tools for Journalists There exists an array of free software available for journalists, including tools for text editing, audio recording, calendaring, organizing, emailing, and web-authoring. Free software tools help protect the anonymity, security, and freedom of journalists across the world. Examples of free tools include: Email Self-Defense Guide , a manual for setting up encrypted email and protecting oneself against bulk surveillance. MediaGoblin , a media publishing replacement for Flickr, YouTube, SoundCloud, etc. Tor , an encrypted, anonymous Internet network. LibreOffice , an office suite for creating and editing documents, spreadsheets, and presentations. For a list of available free software, visit The Free Software Directory . Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://dev.to/camptocamp-odoo/oca-port-new-oca-tool-to-help-with-modules-migration-1aa | oca-port: new OCA tool to help with modules migration - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Sébastien Alix for Camptocamp Business Solutions Posted on Aug 15, 2022 • Edited on Aug 16, 2022 oca-port: new OCA tool to help with modules migration # odoo # oca # github # git The OCA ( Odoo Community Association ) has a new tool: OCA port . It helps forward porting and back porting changes on modules from one branch to another, making module maintenance and migration easier. Story It all started with the migration of an Odoo project composed of roughly ~350 OCA modules from 13.0 to 14.0 back in 2021. As usual with big migrations on active projects, new fixes and improvements were added from time to time even after the migration process began, making already migrated modules on 14.0 outdated. To handle this migration we needed to: migrate OCA modules from 13.0 to 14.0 (as usual), port all fixes and features done in 13.0 on the already migrated 14.0 modules (even more important) make it easy & comfortable for the developer That's how oca-port was born! Quick example Go to a local copy of a repository. Let’s say you want to check if the whole module can be migrated or if some changes need to be ported to the targeted version: $ cd path/to/OCA/stock-logistics-workflow $ oca-port 14.0 15.0 stock_split_picking Enter fullscreen mode Exit fullscreen mode Resulting in this kind of report: stock_split_picking already exists on 15.0, checking PRs to port... 1 pull request(s) related to 'stock_split_picking' to port from origin/14.0 to origin/15.0 1) PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0: By sonhd91, merged at 2021-12-20T08:21:17Z => Not ported: stock_split_picking => 2 commit(s) not (fully) ported Enter fullscreen mode Exit fullscreen mode To process the migration (or the port of missing changes), you pass the fork of the repository on which you have write access (this is the name of your git remote, be sure to add it first): $ git remote add camptocamp git@github.com:camptocamp/stock-logistics-workflow.git $ oca-port 14.0 15.0 stock_split_picking --fork = camptocamp Enter fullscreen mode Exit fullscreen mode The same report will be displayed but this time with a user prompt: [...same report than above...] - Port PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0... Port it? [y/N]: Enter fullscreen mode Exit fullscreen mode Let's port these changes by answering 'yes': - Port PR #935 (https://github.com/OCA/stock-logistics-workflow/pull/935) [14.0][FW] stock_split_picking: Port PR from 13.0 to 14.0... Port it? [y/N]: y Create branch oca-port-pr-935-from-14.0-to-15.0 from origin/14.0... Apply ba5840f8 [FIX] stock_split_picking: README... Apply 2aeeffcf [IMP] stock_split_picking: allow splitting ppickings waiting for other operations... 🎉 Last PR processed! 🎉 Push branch 'oca-port-pr-935-from-14.0-to-15.0' to remote 'camptocamp'? [y/N]: y Create a draft PR from 'oca-port-pr-935-from-14.0-to-15.0' to '15.0' against OCA/stock-logistics-workflow? [y/N]: y PR created => https://github.com/OCA/stock-logistics-workflow/pull/1058 Enter fullscreen mode Exit fullscreen mode Roadmap Blacklist modules and pull requests that shouldn’t be migrated and share this with other contributors by saving these data in a file part of the repository. Improve its usage as a Python package and generate the output as JSON or CSV (this will help to get a report of things that still need to be ported for a bunch of modules for instance, and estimate the work) Visit https://github.com/OCA/oca-port for more details and options! Contributors of this post: Sébastien Alix Simone Orsi Damien Crier Gilles Cherix Denis Leemann Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Camptocamp Business Solutions Follow More from Camptocamp Business Solutions Odoo: Customizing the values when timesheeting # odoo # widget # tips # camptocamp 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Forem © 2016 - 2026. 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https://dev.to/gunio/how-to-become-a-software-architect-38l5 | How To Become A Software Architect - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Taylor Veino for Gun.io, Inc. Posted on Oct 12, 2021 How To Become A Software Architect # career # architecture # security Cal Evans, Developer Evangelist at Gun.io , sat down with Keith Casey to discuss what it takes to become a Software Architect and how to make a career change into architecture. Keith most recently worked on the Product Team at Okta. Previously, he served as an early Developer Evangelist at Twilio and worked on the Ultimate Geek Question at the Library of Congress. Keith walks us through his own experience of transitioning to a new career from security to architecture and why everyone isn't fit for the role. We've broken down all of the key takeaways from the conversation here . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Gun.io, Inc. Follow Where exceptional software developers find exceptional gigs. Gun.io connects independent software professionals with exceptional clients for exclusive remote work, both freelance and W2 salaried. Find Work More from Gun.io, Inc. Sam Lessin: co-Founder and co-CEO of Fin # career # podcast # ai 5 Use Cases for Freelancing Platforms: From Real Developer Stories # career # freelancing Should you use a freelancing platform? (A slightly biased take) # career # freelancing # devjobs 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://www.fsf.org/news/eko-k-a-owen-joins-the-fsf-board-as-the-union-staff-pick | Eko K. A. Owen joins the FSF board as the union staff pick — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › FSF News › Eko K. A. Owen joins the FSF board as the union staff pick Info Eko K. A. Owen joins the FSF board as the union staff pick by Free Software Foundation Contributions — Published on Dec 29, 2025 01:46 PM BOSTON, Massachusetts, USA (December 29, 2025) — The Free Software Foundation (FSF) announced today that Eko K. A. Owen will follow in Ian Kelling's footsteps by becoming the second union staff-elected board member on the organization's board of directors. Union staff selected outreach and communications coordinator Eko K. A. Owen to the role. Owen follows Ian Kelling, current president, who held the staff seat since its creation in 2021 . At the board meeting on the 20th of December, 2025, Owen was officially welcomed to both the board of directors and the FSF's voting member bodies. This board position was created to have staff participate via this designated seat in governance deliberations. It was an important step in the FSF's effort to recognize and support new leadership, to connect that leadership to the community, and to improve transparency and accountability through giving staff a seat at the table. "The union staff seat on the board enabled me to make many positive contributions to the FSF over the last 4 years," said Kelling. "I'm confident this role will enable Eko to help the FSF in wonderful and new ways. I'm excited to be a part of it and thankful that they volunteered for it." "I'm very optimistic about the freer future we can work towards together," Eko said when asked about joining the FSF board. "User freedom is a human right, and I am honored to take part in the legacy of fighting for it." About Eko K. A. Owen Eko K. A. Owen (they/them) joined the Free Software Foundation as the Outreach and Communications Coordinator (OCC) in 2024. As OCC, they use their editing skills and creativity to help push FSF publications and events forward. Prior to working with the FSF, Eko worked in continuing legal education programming, diversity and inclusion education, and coffee crafting. They advocate for user freedom because it is a human right, and a vital tool for securing and protecting other human rights. In their spare time, Eko reads science fiction and horror novels, tries out new recipes with their partner, and writes moody fiction. About the Free Software Foundation The Free Software Foundation, founded in 1985, is dedicated to promoting computer users' right to use, study, copy, modify, and redistribute computer programs. The FSF promotes the development and use of free (as in freedom) software — particularly the GNU operating system and its GNU/Linux variants — and free documentation for free software. The FSF also helps to spread awareness of the ethical and political issues of freedom in the use of software, and its websites, located at https://fsf.org and https://gnu.org , are an important source of information about GNU/Linux. Donations to support the FSF's work can be made at https://donate.fsf.org , or become an associate member at https://fsf.org/join . The FSF is a remote organization, incorporated in Massachusetts, US. More information about the FSF, as well as important information for journalists and publishers, is at https://www.fsf.org/press . Media Contact Zoë Kooyman Executive Director Free Software Foundation +1 (617) 542 5942 Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 Free Software Awards winners announced: Andy Wingo, Alx Sa, Govdirectory Dec 09, 2025 More news… Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Celebrate the new year: join the free software community! A message from FSF president Ian Kelling Recent blogs - More… Upcoming Events Free Software Directory meeting on IRC: Friday, January 16, starting at 12:00 EST (17:00 UTC) Jan 16, 2026 12:00 PM - 03:00 PM — #fsf on libera.chat Previous events… Upcoming events… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . This work is licensed under a Creative Commons Attribution-No Derivative Works 3.0 license (or later version) — Why this license? 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https://dev.to/urunov/already-hacked-security-environment-of-the-system-1b82 | Already Hacked - Security Environment of the System - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Hamdamboy Posted on May 14, 2020 Already Hacked - Security Environment of the System # security # serverless # hacktoberfest # saas My system hacked by power (reference video) How to secure your system ( The mainly ) Spring Boot Security ( source code ) Create User entity to store user information Store the User in our database Link our User with User Details Interface a. Link user with User Details interface b. Link User repository with User Details Service Interface Integrate Database Auth in our configuration Linking with Spring Security UserDetails (interface) <--- UserDetailsService(interface) Authentication - Create User Entity I have a Spring MVC. DO I need JWT to!? If your application provided business logic and all the necessary UI. And you just have one application being deployed(war/jar) And if this is all your customer needs Then you do not need JWT. Form based security will work just fine. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Hamdamboy Follow Working hard to find and fix bugs in software and to ensure that writing paper/book/blog-posts in highly using data science. Location Seoul Korea Education Ph.D. Work Software Developer at Sevenbasket Company Joined Mar 19, 2020 More from Hamdamboy How to handle Database in Spring Boot # security # database # serverless # spring Spring Boot: Auto Configuration and Projects # microservices # spring # java # security 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://omidyar.com/ | Omidyar Network Skip to Content Omidyar Network Who We Are Team Culture Careers Where We Focus Culture of Tech Governance of Tech Business of Tech How We Invest Approach FAQs Latest Updates Search Menu Omidyar Network Who We Are Team Culture Careers Where We Focus Culture of Tech Governance of Tech Business of Tech How We Invest Approach FAQs Latest Updates Search Search We envision a future where our shared humanity steers our digital future. How can we hardwire humanity into our digital future? AI opened a new window to collectively examine our relationship with tech and make intentional choices about the digital future we want. In ways large and small, we work with a broad network of visionaries and innovators to bend the arc of the digital revolution toward shared power, prosperity, and possibility. We focus on the key drivers of our shared digital future: culture, governance, business, and tech itself. *;cls: tm-slide-bottom-small; delay: 150; " > The Culture of Tech The Governance of Tech The Business of Tech *;cls: tm-slide-bottom-small; delay: 150; " > Play Video Toggle Playback Toggle Playback Hardwiring humanity into our digital future Who We Are Omidyar Network Contact Us Join Our Team LinkedIn Sign up to receive our monthly newsletter Subscribe Contact Us Join Our Team LinkedIn © Omidyar Network Omidyar Network is a venture of The Omidyar Group Our Policies Terms of Use Privacy Policy Other Policies Made with by creatives with a conscience | 2026-01-13T08:49:37 |
https://www.linkedin.com/company/auth0/ | Auth0 | LinkedIn Skip to main content LinkedIn Top Content People Learning Jobs Games Sign in Join for free Auth0 IT Services and IT Consulting Bellevue, WA 100,830 followers Easy to implement, adaptable authentication and authorization platform. We make your login box awesome. Follow View all 368 employees Report this company About us The Auth0 Platform takes a modern approach to Identity and enables organizations to provide secure access to any application, for any user. Auth0 is a highly customizable platform that is as simple as development teams want, and as flexible as they need. Safeguarding billions of login transactions each month, Auth0 delivers convenience, privacy, and security so customers can focus on innovation. Auth0 is part of Okta, Inc. Website https://auth0.com External link for Auth0 Industry IT Services and IT Consulting Company size 501-1,000 employees Headquarters Bellevue, WA Type Privately Held Founded 2013 Specialties single sign on, token-based authentication, json web token, openid connect, ws-federation, saml, user management, enterprise integration, cloud identity, and CIAM Locations Primary 10900 NE 8th St Bellevue, WA 98004, US Get directions Avenida Dorrego 2161 Buenos Aires, City of Buenos Aires, AR Get directions 182-194 Union Street 3rd Floor Union House London, London SE1 0LH, GB Get directions Employees at Auth0 Dr. Manu Kumar 👋🏽 Andrea Chiarelli Mike Fisher Stephanie Bailey See all employees Updates Auth0 100,830 followers 11h Report this post Don't miss out on this! It's going to be good! 👀 Auth0 Community 90 followers 12h Edited AI agents are changing the game, but security can't be an afterthought. 🤖 Join Karim Tantawy and 💡 Milan Khan to learn best practices, real-world tips, and how to protect and scale AI with confidence. Submit your questions here and tune in for the live AMA at 9 am PST on 1/14: https://bit.ly/4pBcCws 2 Like Comment Share Auth0 100,830 followers 14h Report this post When AI agents outnumber human users 50 to 1, trust becomes your most valuable currency. 💡 Auth0 and Deloitte are teaming up to help enterprises secure every interaction — human or AI — without slowing innovation. Explore how identity can become your biggest driver of growth in the age of AI. 📘 See the new Auth0 x Deloitte point of view: ‘Securing the agentic enterprise’ → https://bit.ly/4jxP3Ty 24 Like Comment Share Auth0 100,830 followers 3d Report this post Friday fun: If your login system had a personality, what would it be? Smooth operator? Magical wizard? Reliable sidekick? 🪄 Tell us below! #Auth0 #DevLife #TGIF 5 9 Comments Like Comment Share Auth0 100,830 followers 4d Edited Report this post Attackers love bulletproof hosting. Identity teams should not. In this deep dive, Khush Kaushal and Mathew W. break down how Auth0 uses threat intelligence and Actions to spot and stop abuse before it hits your users. 👉 Read more here: https://bit.ly/494lt4M 33 Like Comment Share Auth0 100,830 followers 5d Edited Report this post 🚀 Agentic Orchestration Hack | San Francisco 🗓️ Friday, 16 January ⏰ 9:30–19:30 GMT-8 We’re excited to sponsor Agentic Orchestration Hack, a one-day sprint for developers building real AI systems end to end. This isn’t slideware. You’ll be working with production-grade tooling and infrastructure to ship agents, copilots, and autonomous workflows that actually run. What you’ll get: 💸 $47k+ in prizes 💻 Real infra and real models from Amazon Web Services (AWS) , Anthropic , and Anyscale 🔐 Identity handled by Auth0 🔑 Voice, observability, testing, data safety, and control panels baked in 🗣️ Mentorship from engineers building this stuff for real If you’re building with agents, orchestration, or AI systems that need to work in the wild, this one’s for you. The future isn’t coming. You’re building it. ⚡ 🔗 https://luma.com/q2r9lcq6 12 1 Comment Like Comment Share Auth0 100,830 followers 6d Report this post 🚀 AI is transforming how customers engage, but innovation without identity security is just risk in disguise. Together, Auth0 and Deloitte help enterprises build AI-powered experiences that are both frictionless and fortified. The era of choosing between security and customer experience (CX)? It’s over. 🔗 Learn more about how we’re helping businesses secure smarter and innovate faster through our partnership. https://bit.ly/3YU6a8K …more 25 Like Comment Share Auth0 100,830 followers 1w Report this post AI is reshaping payments, and identity is the control plane. Equals Money processes ~$50B annually, with AI agents increasingly part of the payments journey. To scale safely, they’ve partnered with Okta and Auth0 to secure both workforce and customer identity, detect AI-powered threats, and govern agent access without slowing innovation. From passkeys to behavioral monitoring to shadow AI visibility, this is what identity-first fintech looks like in the age of AI. 👉 https://lnkd.in/ekKjbudk Equals Money Partners with Okta and Auth0 To Secure AI-Driven Payments financialit.net 16 Like Comment Share Auth0 100,830 followers 1w Report this post Your AI assistant should not juggle API tokens. In his latest post, Deepu K Sasidharan (Principal Developer Advocate) shows how to build a real tool-calling agent with LangGraph, Next.js , and Auth0 Connected Accounts. Slack . GitHub . One secure identity. 👉 https://bit.ly/492xaYf 15 Like Comment Share Auth0 100,830 followers 1w Edited Report this post New year. Same mission. Higher bar. ✨ Build without friction 🔑 Go passwordless (for real this time) 🤖 Secure AI agents from day one 🧠 Ship fast without breaking trust 🔐 Make identity invisible when it works and obvious when it matters Here’s to building smarter and safer in the year ahead. 52 1 Comment Like Comment Share Auth0 100,830 followers 1w Report this post MCP quietly made a big security upgrade. Dropping SSE for Streamable HTTP means better auth, cleaner CORS, and fewer “how did this get through?” moments. 🔐 If you’re building or securing #MCP servers, this one’s worth your time. 👉 Read the blog: https://bit.ly/3MLgpJT 25 Like Comment Share Join now to see what you are missing Find people you know at Auth0 Browse recommended jobs for you View all updates, news, and articles Join now Affiliated pages Auth0 Lab Software Development Auth0 Community IT Services and IT Consulting Similar pages Okta Software Development San Francisco, California 10up Technology, Information and Internet AppFollow Software Development Helsinki, Uusimaa Aha! Software Development Remote, Global Articulate Software Development Arc.dev Staffing and Recruiting Palo Alto, California Basecamp Technology, Information and Internet Bengaluru, Karnataka Awesome Motive, Inc. Software Development West Palm Beach, Florida Brave Technology, Information and Internet San Francisco, California Atlassian Software Development Sydney, NSW Show more similar pages Show fewer similar pages Browse jobs Engineer jobs 555,845 open jobs Analyst jobs 694,057 open jobs Developer jobs 258,935 open jobs Manager jobs 1,880,925 open jobs Account Executive jobs 71,457 open jobs Senior Software Engineer jobs 78,145 open jobs Project Manager jobs 253,048 open jobs Marketing Manager jobs 106,879 open jobs Scientist jobs 48,969 open jobs Software Engineer jobs 300,699 open jobs Account Manager jobs 121,519 open jobs Business Development Representative jobs 52,084 open jobs Associate jobs 1,091,945 open jobs Specialist jobs 768,666 open jobs Recruiter jobs 243,016 open jobs Executive jobs 690,514 open jobs Product Manager jobs 199,941 open jobs Senior Product Manager jobs 50,771 open jobs Program Manager jobs 243,900 open jobs Customer Service Representative jobs 185,647 open jobs Show more jobs like this Show fewer jobs like this Funding Auth0 9 total rounds Last Round Secondary market Jan 1, 2021 External Crunchbase Link for last round of funding See more info on crunchbase More searches More searches Engineer jobs Developer jobs Software Engineer jobs Analyst jobs Manager jobs Project Manager jobs Senior Software Engineer jobs Recruiter jobs Account Executive jobs Account Manager jobs Accountant jobs Associate jobs Security Professional jobs Android Developer jobs Specialist jobs Intern jobs Scientist jobs Data Analyst jobs Javascript Developer jobs Information Technology Manager jobs Information Security Advisor jobs iOS Developer jobs Junior Developer jobs Advocate jobs Financial Engineer jobs Quality Control Chemist jobs Team Lead jobs Cyber Security Specialist jobs Director jobs Designer jobs Site Reliability Engineer jobs Assistant Warehouse Manager jobs Engineering Manager jobs Frontend Developer jobs Head of Sales jobs Technical Analyst jobs Quantitative Researcher jobs Consultant jobs Quality Control Inspector jobs Chemist jobs Executive jobs Junior Business Analyst jobs Brand Lead jobs Representative jobs Mobile Engineer jobs Software Engineering Manager jobs Business Development Specialist jobs Accounts Receivable Specialist jobs Sales Technician jobs User Experience Designer jobs Founder jobs Solutions Engineer jobs Assistant Manager jobs Product Manager jobs Risk Compliance Manager jobs Head jobs Brand Strategist jobs Assistant Professor jobs Dispatcher jobs Registered Nurse jobs 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 Agree & Join LinkedIn By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . 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https://dev.to/ackermannq/building-profiler0x0-an-arcade-style-github-profile-analyzer-that-doesnt-judge-hcp | Building profiler0x0: An Arcade-Style GitHub Profile Analyzer That Doesn't Judge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse ackermannQ Posted on Jan 12 Building profiler0x0: An Arcade-Style GitHub Profile Analyzer That Doesn't Judge # webdev # github # typescript # node What if analyzing your GitHub profile felt like unlocking a character in an arcade game instead of staring at a leaderboard? That's the idea behind profiler0x0 🎮 - a project I built that transforms GitHub profiles into collectible arcade-style cards with developer archetypes, signal analysis, and actionable insights. No ranking. No judgment. Just signals. The Philosophy Most developer profile analyzers focus on metrics that create comparison and competition. Stars, followers, contributions - they all feed into a ranking system that can feel demotivating or reductive. profiler0x0 takes a different approach. Instead of asking "How do you compare to others?", it asks "What does your profile signal about your development style?" The result is a fun, shareable identity that celebrates different developer patterns without creating hierarchy. The Five Signals The core of profiler0x0 is analyzing five key signals from your GitHub activity: 🔄 Consistency How steady is your activity pattern? We analyze update patterns across months to detect steady builders vs. bursty sprinters. 🎯 Focus Do you maintain a few meaningful projects or explore many ideas? We measure the ratio of active vs. abandoned repositories. 🔧 Maintenance How well do you keep projects polished? We check for READMEs, licenses, recent updates, and general repository health. 📖 Narrative Can others understand what you build? We analyze README quality, topics, and how well you tell your project stories. 🤝 Collaboration How much do you work with others? (Estimate only) We use forks and contributions as proxies. Each signal is calculated from publicly available GitHub data and scored 0-100, then mapped to developer archetypes. Developer Archetypes Based on your signal combinations, profiler0x0 assigns you one of eight archetypes: The Maintainer : High maintenance + consistency. Keeps projects alive past the hype. The Silent Builder : High consistency, low narrative. Builds quietly, needs clearer story. The Prototype Machine : Low focus, generates ideas fast. Needs more finishes. The Specialist : High focus. Deep investment in a few domains. The Archivist : High narrative + maintenance. Documents well, shares knowledge. The Comeback Kid : Strong base, ready to return. The Hype Surfer : Rides trends, can convert spikes. The Ghost : Profile needs a flagship project. Each archetype comes with a rarity level (Common, Rare, Epic, Legendary) based on how distinctive your signal pattern is - not how "good" it is. The Arcade Card System Your profile becomes a collectible card with: Level : Calculated from account age, active repos, and quality metrics (1-50) Stats : RPG-style attributes (GRIT, FOCUS, CRAFT, AURA) derived from signals Perks : Unlocked based on signal thresholds (e.g., "README Master", "Long-Term Builder") Rarity : Visual distinction based on signal patterns Here's an example of how signals map to stats: // GRIT: consistency + maintenance blend (endurance, reliability) const grit = Math . round ( ( signals . consistency . score * 0.6 + signals . maintenance . score * 0.4 ) ); // FOCUS: direct mapping of focus score const focus = signals . focus . score ; // CRAFT: maintenance + narrative blend (polish, professionalism) const craft = Math . round ( ( signals . maintenance . score * 0.6 + signals . narrative . score * 0.4 ) ); // AURA: narrative + distinctiveness (visibility, presence) const aura = Math . round ( ( signals . narrative . score * 0.7 + distinctiveness * 0.3 ) ); Enter fullscreen mode Exit fullscreen mode Tech Stack Backend Runtime : Node.js + TypeScript Framework : Fastify (lightweight and fast) Testing : Vitest (113 tests: 91 unit + 16 integration + 6 validation) Validation : Zod schemas for request/response validation Data Source : GitHub REST API Caching : In-memory (10min TTL) Frontend Framework : Next.js 15 (App Router) UI Library : React 19 Styling : Tailwind CSS with custom arcade aesthetics Language : TypeScript Animations : CSS + custom neon glow effects Architecture Highlights Signal Calculation Signals are computed from repository data with careful attention to edge cases: function computeConsistency ( repos : GitHubRepo []): SignalDetails { if ( repos . length === 0 ) { return { score : 0 , label : ' none ' , explanation : ' No repositories ' , metrics : {} }; } // Group updates by month const monthlyUpdates = new Map < string , number > (); repos . forEach ( repo => { const month = repo . updatedAt . substring ( 0 , 7 ); // YYYY-MM monthlyUpdates . set ( month , ( monthlyUpdates . get ( month ) || 0 ) + 1 ); }); // Calculate coefficient of variation const updateCounts = Array . from ( monthlyUpdates . values ()); const mean = updateCounts . reduce (( a , b ) => a + b , 0 ) / updateCounts . length ; const variance = updateCounts . reduce (( sum , val ) => sum + Math . pow ( val - mean , 2 ), 0 ) / updateCounts . length ; const stdDev = Math . sqrt ( variance ); const cv = mean > 0 ? stdDev / mean : 1 ; // Lower CV = more consistent = higher score const score = Math . max ( 0 , Math . min ( 100 , Math . round ( 100 - ( cv * 50 )))); // ... label and explanation logic } Enter fullscreen mode Exit fullscreen mode Archetype Selection Archetypes are selected based on signal combinations using a decision tree: export function selectArchetype ( signals : Signals ): Archetype { const scores = { consistency : signals . consistency . score , focus : signals . focus . score , maintenance : signals . maintenance . score , narrative : signals . narrative . score , collaboration : signals . collaboration . score }; // Ghost: Very low overall activity if ( avgScore < 20 && maxScore < 35 ) { return createArchetype ( ' ghost ' , signals , ' Low overall signal scores ' ); } // Maintainer: High maintenance + high consistency if ( scores . maintenance >= 65 && scores . consistency >= 60 ) { return createArchetype ( ' maintainer ' , signals , ' High maintenance and consistent activity ' ); } // ... more archetype logic } Enter fullscreen mode Exit fullscreen mode API Design The API is simple and focused: // GET /api/analyze/:username { " username " : " octocat " , " profile " : { " name " : " ... " , " avatarUrl " : " ... " }, " signals " : { " consistency " : { " score " : 72 , " label " : " steady " , ... }, " focus " : { " score " : 65 , " label " : " moderate " , ... }, // ... }, " archetype " : { " id " : " maintainer " , " name " : " The Maintainer " , " rarity " : " epic " , // ... }, " card " : { " level " : 18 , " stats " : { " GRIT " : 81 , " FOCUS " : 65 , " CRAFT " : 78 , " AURA " : 72 }, " perks " : [ " README Master " , " Long-Term Builder " ] }, " tips " : [ { " title " : " Add more READMEs " , " why " : " ... " , " impact " : " Medium " } ] } Enter fullscreen mode Exit fullscreen mode Testing Strategy With 113 passing tests, the project has comprehensive coverage: Unit Tests (91) : Signal calculations, archetype selection, card generation Integration Tests (16) : API routes, cache behavior, schema validation Validation Tests (6) : Username validation with helpful error messages Example test: describe ( ' computeConsistency ' , () => { it ( ' should score high for steady monthly updates ' , () => { const repos = generateReposWithMonthlyUpdates ( 12 , 5 ); // 12 months, 5 updates each const result = computeConsistency ( repos ); expect ( result . score ). toBeGreaterThan ( 70 ); expect ( result . label ). toBe ( ' steady ' ); }); it ( ' should score low for bursty activity ' , () => { const repos = [ ... generateReposWithMonthlyUpdates ( 2 , 50 ), // 2 months with 50 updates ... generateReposWithMonthlyUpdates ( 10 , 0 ) // 10 months with 0 updates ]; const result = computeConsistency ( repos ); expect ( result . score ). toBeLessThan ( 40 ); expect ( result . label ). toBe ( ' bursty ' ); }); }); Enter fullscreen mode Exit fullscreen mode The UI: Arcade Aesthetics The frontend uses Tailwind CSS with custom neon color schemes and glow effects: /* Custom neon colors */ --neon-cyan : #00 f0ff ; --neon-purple : #a855f7 ; --neon-pink : #ec4899 ; --neon-blue : #3 b82f6 ; /* Glow effects */ .shadow-neon { box-shadow : 0 0 20px rgba ( 168 , 85 , 247 , 0.5 ); } /* Animated gradients */ .bg-gradient-to-r { background : linear-gradient ( to right , var ( --neon-cyan ), var ( --neon-purple )); } Enter fullscreen mode Exit fullscreen mode The result is a retro-futuristic aesthetic that makes profile analysis feel like a game. What I Learned Building profiler0x0 taught me several valuable lessons: Philosophy matters : Starting with "no ranking, no judgment" shaped every design decision and made the project more inclusive. Signal design is hard : Creating meaningful signals from limited public data requires careful thought about what you're actually measuring. Testing pays off : The 113 tests caught numerous edge cases and made refactoring safe. Simple APIs win : A single endpoint ( /api/analyze/:username ) is easier to use and maintain than a complex REST API. Aesthetics enhance UX : The arcade theme makes the tool more engaging and shareable. Try It Out You can check it out , if this resonates with you. I would love to have your feedback and improvement ideas! Limitations & Future Work profiler0x0 is an MVP with known limitations: Can't see private repos or internal work Collaboration signal is perfectible (no PR/issue data in MVP) New accounts will have low signals (not enough data) Optimized for open-source activity patterns Future enhancements could include: More sophisticated collaboration signals (PRs, issues) Historical trend analysis Custom archetype definitions Export/share functionality improvements Conclusion profiler0x0 demonstrates that developer tools don't have to be competitive or judgmental. By focusing on signals rather than rankings, we can create tools that celebrate different development styles and help developers understand their profiles in new ways. The arcade aesthetic makes it fun, but the real value is in the insights - actionable tips that help you level up your GitHub profile based on what you actually want to signal. No ranking. No judgment. Just signals. 🎮 Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Nhi Nguyen Nhi Nguyen Nhi Nguyen Follow Joined Jul 30, 2025 • Jan 12 Dropdown menu Copy link Hide Nice, just test my github account. Really interesting card. But the score on the card is a little bit mis-guided. It could be better if you add a small information explanation button for reader to understand the score meaning. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand ackermannQ ackermannQ ackermannQ Follow 🛠️ Senior Full-Stack Developer · React, Node.js, TypeScript 🧠 I design developer tools that scale - clean code, smart audits 🚀 Passionated about helping dev write safer code Joined May 17, 2025 • Jan 12 • Edited on Jan 12 • Edited Dropdown menu Copy link Hide Thanks for your feedback! I'll make sure to implement this shortly then :) You actually have a bit more information here , accessible from the main page Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse ackermannQ Follow 🛠️ Senior Full-Stack Developer · React, Node.js, TypeScript 🧠 I design developer tools that scale - clean code, smart audits 🚀 Passionated about helping dev write safer code Joined May 17, 2025 More from ackermannQ Building SandpackVM: How to build a lightweight VM # typescript # javascript # architecture # node ts-typed-errors v0.5.0: From Concept to Production-Ready Error Matching # typescript # webdev # developer # opensource Why I Built ts-typed-errors: A TypeScript Error Handling Revolution # typescript # developer # devex # opensource 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/is_bik/new-modern-stack-for-fullstack-apps-3jei | New modern stack for fullstack apps - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Dmitry Bikishov Posted on Nov 8, 2025 New modern stack for fullstack apps # bunjs # elysia # vue # drizzle 🚀 Full Stack Reimagined: Why Bun, Elysia, Drizzle, and Vue 3 is the Modern Dev Dream In the fast-moving world of full-stack development, we're constantly searching for the sweet spot: maximum speed paired with bulletproof type safety and an amazing developer experience (DX) . If you've felt like you have to sacrifice one for the other, I've got good news. Meet the new dream team: Bun, Elysia, Drizzle ORM, and Vue 3 . This isn't just a collection of cool tools—it's a cohesive, modern stack designed to make building scalable, type-safe web applications genuinely fun and incredibly fast. ⚡ Backend: Blazing Fast and Type-Safe APIs Our backend stack is built for performance and reliability, all powered by TypeScript. Bun: More Than Just a Runtime Forget Node.js for a minute. Bun is an all-in-one JavaScript and TypeScript runtime that's designed to be fast —like, mind-blowingly fast. Speed is Native: Bun uses the JavaScriptCore engine (instead of V8), giving it a huge head start in startup and execution speed. Built-in Tooling: It's not just a runtime; it's a bundler, a test runner, and a package manager that's significantly quicker than npm or yarn. This simplifies your toolchain immensely. TypeScript, Out of the Box: No more fumbling with ts-node or complex setups. Bun runs .ts files natively. Elysia: The Bun-First Framework What happens when you pair the fastest runtime with a framework built specifically for it? You get Elysia.js . Ultra-Performance: Elysia is engineered to be one of the fastest Node.js/Bun web frameworks, leveraging Bun's speed for minimal overhead. End-to-End Type Safety (Like tRPC, but Better): This is the killer feature. Elysia, especially when using its OpenAPI generation and client tooling (like Eden ), lets you generate a client for your Vue 3 frontend that ensures your API calls are type-checked from server to client . You modify a route on the backend, and your frontend instantly knows. No more runtime surprises! "Just a Function" Ergonomics: Defining routes, middleware, and plugins is incredibly clean and intuitive, often feeling like you're just writing simple functions. Drizzle ORM: The Modern SQL King We're moving beyond traditional, heavy ORMs and embracing the power of modern SQL. Drizzle ORM is a game-changer here. Closer to SQL: Drizzle focuses on being a lightweight, performant wrapper that keeps you close to the SQL you know and love. When you need to, you can drop into raw SQL seamlessly. Type-Safe Queries: This is where Drizzle shines. Your database schema is defined in code, and Drizzle uses that to ensure your queries are correct at compile time. Say goodbye to typos in column names or mismatched types—TypeScript catches it all before you even run the server. Easy Migrations: With Drizzle Kit , managing database migrations and pushing schema changes ( bun db:push or bun db:migrate ) is a simple, command-line operation that stays in sync with your type-safe schema. ✨ Frontend: Vue 3, Pinia, and TailwindCSS On the client side, we focus on a highly reactive, well-structured, and beautiful UI. Vue 3 with Composition API: Vue 3 gives us a modern, performant, and flexible reactive system. The Composition API provides a fantastic way to organize and reuse logic, especially when working with TypeScript. Pinia for State Management: Pinia is the de-facto standard for Vue state management. It’s lightweight, modular, and—you guessed it—comes with excellent TypeScript support right out of the box, making state predictable and easy to manage. TailwindCSS: For styling, we use the utility-first CSS framework that makes building complex, responsive UIs a breeze without ever leaving your component files. 🤝 The Synergy: Why This Stack Wins The true power of this stack is in its synergy. It's built for consistency and velocity: Unified TypeScript: You are writing TypeScript on the backend, in the ORM, and on the frontend. This reduces context switching and maximizes developer productivity. End-to-End Type Safety: The Elysia/Drizzle ORM combination on the backend and the generated client on the frontend means your data flows from the PostgreSQL database, through your API, and into your Vue components all with type validation . Fast Feedback Loop: Bun's hot-reload and fast runtime, combined with Vue's reactivity and Vite's build speed (used under the hood for Vue development), means you see your changes almost instantly. This is a stack that is all about speed— development speed and application performance . If you're looking to build your next scalable, modern, and high-performance full-stack application, stop looking back at older, slower stacks. Dive into this combination of Bun, Elysia, Drizzle, and Vue 3. Your developer experience—and your users—will thank you. Ready to go template: https://github.com/isbik/vue-bue-elysia-template Top comments (1) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Dmitry Bikishov Dmitry Bikishov Dmitry Bikishov Follow Fullstack TS/JS node engineer Joined Apr 11, 2025 • Nov 8 '25 Dropdown menu Copy link Hide What do you think? Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Dmitry Bikishov Follow Fullstack TS/JS node engineer Joined Apr 11, 2025 More from Dmitry Bikishov Ultimate Guide to Setting Up Bun Workspaces with Docker # bunjs # typescript # worksapce # devops 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . 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https://dev.to/sebalix | Sébastien Alix - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Sébastien Alix 404 bio not found Joined Joined on Aug 8, 2022 github website Work Odoo developer at Camptocamp More info about @sebalix Badges Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Organizations Camptocamp Business Solutions Skills/Languages Python, Odoo Post 1 post published Comment 0 comments written Tag 0 tags followed oca-port: new OCA tool to help with modules migration Sébastien Alix Sébastien Alix Sébastien Alix Follow for Camptocamp Business Solutions Aug 15 '22 oca-port: new OCA tool to help with modules migration # odoo # oca # github # git 7 reactions Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
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Sep 26th 2025 1:00pm, by Crystal Morin How MCP Uses Streamable HTTP for Real-Time AI Tool Interaction Aug 18th 2025 10:34am, by Janakiram MSV A Backend for Frontend: Watt for Node.js Simplifies Operations Aug 14th 2025 6:00am, by Loraine Lawson Human-on-the-Loop: The New AI Control Model That Actually Works Aug 4th 2025 8:00am, by Steve Wilson IT Orchestration Is the Secret Behind Smooth, Scalable IT Operations Aug 3rd 2025 10:00am, by Prashanth Nanjundappa The Real Bottleneck in Enterprise AI Isn't the Model, It's Context Dec 14th 2025 10:00am, by Julian LaNeve Rethinking Data Integrity: Why Domain-Driven Design Is Crucial Dec 12th 2025 12:00pm, by Franck Pachot Your AI Is Working With Half a Brain. You Need the Other Half Dec 12th 2025 10:00am, by Philip Rathle Apache Wayang Makes Data Processing a Cross-Platform Job Dec 12th 2025 7:00am, by Joab Jackson A Guide to Token-Efficient Data Prep for LLM Workloads Dec 6th 2025 11:00am, by Minav Suresh Patel Web Development in 2025: AI’s React Bias vs. Native Web Dec 15th 2025 5:00am, by Richard MacManus Rust-First Shuttle Launches Neptune for Easier App Deployments Dec 13th 2025 6:00am, by Loraine Lawson Why Next.js Co-Creator Tony Kovanen Prefers the Sidelines Dec 12th 2025 8:00am, by Loraine Lawson Why Capability-Driven Protocols Are Key for ChatGPT Apps Dec 10th 2025 2:00pm, by Richard MacManus Inferno Vet Creates Frontend Framework Built With AI in Mind Dec 10th 2025 11:00am, by Loraine Lawson Inception Labs: Making LLMs Faster and More Cost-Efficient Dec 11th 2025 12:00pm, by Alex Williams Linux Foundation Leader: We're Not in an AI Bubble Dec 8th 2025 2:00pm, by Steven J. Vaughan-Nichols Why the Model Context Protocol Won Dec 7th 2025 10:00am, by Michael Yaroshefsky A Guide to Token-Efficient Data Prep for LLM Workloads Dec 6th 2025 11:00am, by Minav Suresh Patel | 2026-01-13T08:49:37 |
https://dev.to/t/assemblyaichallenge | AssemblyAI Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close AssemblyAI Challenge Follow Hide This is the official tag for submissions and announcements related to the AssemblyAI Challenge. Create Post submission guidelines All submission guidelines, judging criteria, official rules, and FAQs are on the official AssemblyAI Challenge page. about #assemblyaichallenge The latest AssemblyAI Challenge has ended. Check out our winners here . Thank you to everyone who participated! Looking for your next challenge? Check out our challenge page ! Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Congrats to the AssemblyAI Voice Agents Challenge Winners! Jess Lee Jess Lee Jess Lee Follow for The DEV Team Aug 7 '25 Congrats to the AssemblyAI Voice Agents Challenge Winners! # devchallenge # assemblyaichallenge # ai # api 47 reactions Comments 25 comments 2 min read 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 AssemblyAI Voice Agents Challenge: Real-Time Nizzad Nizzad Nizzad Follow Jul 28 '25 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 # devchallenge # assemblyaichallenge # ai # api 134 reactions Comments 19 comments 10 min read 🧑⚕️CareSetu AI: Instant Appointments, Intelligent Health Advice, and 24/7 Support Through Voice AssemblyAI Voice Agents Challenge: Business Automation Saket Jha Saket Jha Saket Jha Follow Jul 26 '25 🧑⚕️CareSetu AI: Instant Appointments, Intelligent Health Advice, and 24/7 Support Through Voice # devchallenge # assemblyaichallenge # ai # api 84 reactions Comments 33 comments 4 min read 🎓🧠 Grasp, Articulate & Refine: Your Real-Time Voice Coach for Smarter Recall & Academic Mastery 🎤📚⚡ AssemblyAI Voice Agents Challenge: Real-Time Divya Divya Divya Follow Jul 28 '25 🎓🧠 Grasp, Articulate & Refine: Your Real-Time Voice Coach for Smarter Recall & Academic Mastery 🎤📚⚡ # devchallenge # assemblyaichallenge # ai # api 68 reactions Comments 21 comments 8 min read 🌟 Ask a Philosopher: Voice AI Agent Powered by AssemblyAI and Gemini AssemblyAI Voice Agents Challenge: Domain Expert Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jul 25 '25 🌟 Ask a Philosopher: Voice AI Agent Powered by AssemblyAI and Gemini # devchallenge # assemblyaichallenge # ai # api 29 reactions Comments 14 comments 5 min read Elder Care Companion 🤖❤️ AssemblyAI Voice Agents Challenge: Real-Time Vivek V. Vivek V. Vivek V. Follow for AWS Community Builders Jul 28 '25 Elder Care Companion 🤖❤️ # devchallenge # assemblyaichallenge # ai # api 30 reactions Comments Add Comment 7 min read Wynnie 🦄 — 𝘠𝘰𝘶𝘳 𝘚𝘩𝘰𝘱𝘱𝘪𝘯𝘨, 𝘯𝘰𝘸 𝘰𝘯 𝘈𝘶𝘵𝘰𝘱𝘪𝘭𝘰𝘵! AssemblyAI Voice Agents Challenge: Business Automation Pratyay Banerjee Pratyay Banerjee Pratyay Banerjee Follow Jul 28 '25 Wynnie 🦄 — 𝘠𝘰𝘶𝘳 𝘚𝘩𝘰𝘱𝘱𝘪𝘯𝘨, 𝘯𝘰𝘸 𝘰𝘯 𝘈𝘶𝘵𝘰𝘱𝘪𝘭𝘰𝘵! # devchallenge # assemblyaichallenge # ai # api 89 reactions Comments 5 comments 8 min read building sales agents that know their stuff: vocallq's domain expertise approach AssemblyAI Voice Agents Challenge: Domain Expert Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Follow Jul 28 '25 building sales agents that know their stuff: vocallq's domain expertise approach # devchallenge # assemblyaichallenge # ai # api 40 reactions Comments Add Comment 9 min read Veew - Real-time video calling with live captioning, minutes recording, and speaker diarization. AssemblyAI Voice Agents Challenge: Real-Time sahra 💫 sahra 💫 sahra 💫 Follow Jul 28 '25 Veew - Real-time video calling with live captioning, minutes recording, and speaker diarization. # devchallenge # assemblyaichallenge # ai # api 25 reactions Comments Add Comment 3 min read Empathy AI-Your AI Help. AssemblyAI Voice Agents Challenge: Real-Time Jigin Vp Jigin Vp Jigin Vp Follow Jul 27 '25 Empathy AI-Your AI Help. # devchallenge # assemblyaichallenge # ai # api 18 reactions Comments Add Comment 2 min read 🧠🎤 FluentMate - Your Smart Fluency Friend & 24 7 Mentor 💬🤖 AssemblyAI Voice Agents Challenge: Domain Expert Divya Divya Divya Follow Jul 28 '25 🧠🎤 FluentMate - Your Smart Fluency Friend & 24 7 Mentor 💬🤖 # devchallenge # assemblyaichallenge # ai # api 59 reactions Comments 9 comments 10 min read Whispers - A Real-Time Voice Journaling Agent Built with AssemblyAI AssemblyAI Voice Agents Challenge: Real-Time VaishakhVipin VaishakhVipin VaishakhVipin Follow Jul 28 '25 Whispers - A Real-Time Voice Journaling Agent Built with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 25 reactions Comments Add Comment 4 min read Real-Time Spanish Voice Agent with Python, AssemblyAI & <100ms Latency AssemblyAI Voice Agents Challenge: Real-Time Darien Calcedo Aguirre Darien Calcedo Aguirre Darien Calcedo Aguirre Follow Jul 27 '25 Real-Time Spanish Voice Agent with Python, AssemblyAI & <100ms Latency # devchallenge # assemblyaichallenge # ai # api 18 reactions Comments Add Comment 1 min read Youtube Live Transcription API AssemblyAI Voice Agents Challenge: Real-Time Oscar Martin Bahamonde Muñoz Oscar Martin Bahamonde Muñoz Oscar Martin Bahamonde Muñoz Follow Jul 28 '25 Youtube Live Transcription API # devchallenge # assemblyaichallenge # ai # api 16 reactions Comments Add Comment 2 min read KYC Admin Panel – Real-Time Voice KYC with AssemblyAI & Llama 3.3-70B AssemblyAI Voice Agents Challenge: Real-Time Nishikanta Ray Nishikanta Ray Nishikanta Ray Follow Jul 27 '25 KYC Admin Panel – Real-Time Voice KYC with AssemblyAI & Llama 3.3-70B # devchallenge # assemblyaichallenge # ai # api 22 reactions Comments Add Comment 3 min read AI✧Debate AssemblyAI Voice Agents Challenge: Domain Expert Nadine Nadine Nadine Follow Jul 26 '25 AI✧Debate # devchallenge # assemblyaichallenge # ai # api 28 reactions Comments Add Comment 3 min read Medical Consultation Voice Agent AssemblyAI Voice Agents Challenge: Domain Expert GenJess GenJess GenJess Follow Jul 28 '25 Medical Consultation Voice Agent # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments 1 comment 3 min read GlobalCare AI: International Medical Voice Assistant AssemblyAI Voice Agents Challenge: Domain Expert Zakeer Zakeer Zakeer Follow Jul 27 '25 GlobalCare AI: International Medical Voice Assistant # devchallenge # assemblyaichallenge # ai # api 16 reactions Comments Add Comment 5 min read Supportly – Real-Time Voice & Video Agent for Customer Support AssemblyAI Voice Agents Challenge: Business Automation Adeniji Olajide Adeniji Olajide Adeniji Olajide Follow Jul 27 '25 Supportly – Real-Time Voice & Video Agent for Customer Support # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments 1 comment 6 min read 300ms live captions that actually work: vocallq's real-time performance deep dive AssemblyAI Voice Agents Challenge: Real-Time Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Follow Jul 28 '25 300ms live captions that actually work: vocallq's real-time performance deep dive # devchallenge # assemblyaichallenge # ai # api 29 reactions Comments Add Comment 5 min read Supercharge RealTime Multi-Language Translation with AssemblyAI AssemblyAI Voice Agents Challenge: Real-Time Abraham Dahunsi Abraham Dahunsi Abraham Dahunsi Follow Jul 28 '25 Supercharge RealTime Multi-Language Translation with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 31 reactions Comments 2 comments 4 min read Voice Gaming Interface AssemblyAI Voice Agents Challenge: Real-Time SreeGanesh SreeGanesh SreeGanesh Follow Jul 27 '25 Voice Gaming Interface # devchallenge # assemblyaichallenge # ai # api 15 reactions Comments Add Comment 20 min read 🎯 HireFlow Enhanced: AI-Powered Hiring Intelligence Platform AssemblyAI Voice Agents Challenge: Business Automation Arjun Sharma Arjun Sharma Arjun Sharma Follow Jul 28 '25 🎯 HireFlow Enhanced: AI-Powered Hiring Intelligence Platform # devchallenge # assemblyaichallenge # ai # api 59 reactions Comments 2 comments 5 min read 🎤 TechMentor Voice: Real-Time AI Documentation Assistant That Understands Developer Questions AssemblyAI Voice Agents Challenge: Domain Expert Jackson Kasi Jackson Kasi Jackson Kasi Follow Jul 27 '25 🎤 TechMentor Voice: Real-Time AI Documentation Assistant That Understands Developer Questions # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments Add Comment 6 min read SwiftPad: AI Powered Transcription with AssemblyAI AssemblyAI Voice Agents Challenge: Business Automation Imisioluwa Elijah Imisioluwa Elijah Imisioluwa Elijah Follow Jul 28 '25 SwiftPad: AI Powered Transcription with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://vercel.com/blog/ai-sdk-3-generative-ui | Introducing AI SDK 3.0 with Generative UI support - Vercel Products AI Cloud v0 Build applications with AI AI SDK The AI Toolkit for TypeScript AI Gateway One endpoint, all your models Vercel Agent An agent that knows your stack Sandbox AI workflows in live environments Core Platform CI/CD Helping teams ship 6× faster Content Delivery Fast, scalable, and reliable Fluid Compute Servers, in serverless form Observability Trace every step Security Bot Management Scalable bot protection BotID Invisible CAPTCHA Platform Security DDoS Protection, Firewall Web Application Firewall Granular, custom protection Resources Company Customers Trusted by the best teams Blog The latest posts and changes Changelog See what shipped Press Read the latest news Events Join us at an event Learn Docs Vercel documentation Academy Linear courses to level up Knowledge Base Find help quickly Community Join the conversation Open Source Next.js The native Next.js platform Nuxt The progressive web framework Svelte The web’s efficient UI framework Turborepo Speed with Enterprise scale Solutions Use Cases AI Apps Deploy at the speed of AI Composable Commerce Power storefronts that convert Marketing Sites Launch campaigns fast Multi-tenant Platforms Scale apps with one codebase Web Apps Ship features, not infrastructure Tools Marketplace Extend and automate workflows Templates Jumpstart app development Partner Finder Get help from solution partners Users Platform Engineers Automate away repetition Design Engineers Deploy for every idea Enterprise Pricing Blog / Engineering Introducing AI SDK 3.0 with Generative UI support Authors 3 min read Copy URL Copied to clipboard! Mar 1, 2024 Stream React Components from LLMs to deliver richer user experiences Last October, we launched v0 .dev , a generative UI design tool that converts text and image prompts to React UIs and streamlines the design engineering process. Today, we are open sourcing v0 's Generative UI technology with the release of the Vercel AI SDK 3.0 . Developers can now move beyond plaintext and markdown chatbots to give LLMs rich, component-based interfaces. Visit our demo for a first impression or read the documentation for a preview of the new APIs. Link to heading A new user experience for AI Products like ChatGPT have made a profound impact: they help users write code, plan travel, translate, summarize text, and so much more. However, LLMs have faced two important UX challenges: Limited or imprecise knowledge Plain text / markdown-only responses With the introduction of Tools and Function Calling, developers have been able to build more robust applications that are able to fetch realtime data. These applications, however, have been challenging to write and are still lacking in richness and interactivity. Thanks to our experience in developing v0 with React Server Components (RSC) , we've arrived at a simple abstraction that can solve both these problems. Link to heading A new developer experience for AI With the AI SDK 3.0, you can now associate LLM responses to streaming React Server Components. Let's start with the most basic example, streaming text without retrieval or up-to-date information. 1 import { render } from 'ai/rsc' 2 import OpenAI from 'openai' 3 4 const openai = new OpenAI ( ) 5 6 async function submitMessage ( userInput ) { 7 'use server' 8 9 return render ( { 10 provider : openai , 11 model : 'gpt-4' , 12 messages : [ 13 { role : 'system' , content : 'You are an assistant' } , 14 { role : 'user' , content : userInput } 15 ] , 16 text : ( { content } ) => < p > { content } </ p > , 17 } ) 18 } Let's now solve both original problems: retrieve the live weather and render a custom UI. If your model supports OpenAI-compatible Functions or Tools , you can use the new render method to map specific calls to React Server Components. 1 import { render } from 'ai/rsc' 2 import OpenAI from 'openai' 3 import { z } from 'zod' 4 5 const openai = new OpenAI ( ) 6 7 async function submitMessage ( userInput ) { // 'What is the weather in SF?' 8 'use server' 9 10 return render ( { 11 provider : openai , 12 model : 'gpt-4-0125-preview' , 13 messages : [ 14 { role : 'system' , content : 'You are a helpful assistant' } , 15 { role : 'user' , content : userInput } 16 ] , 17 text : ( { content } ) => < p > { content } </ p > , 18 tools : { 19 get_city_weather : { 20 description : 'Get the current weather for a city' , 21 parameters : z . object ( { 22 city : z . string ( ) . describe ( 'the city' ) 23 } ) . required ( ) , 24 render : async function * ( { city } ) { 25 yield < Spinner /> 26 const weather = await getWeather ( city ) 27 return < Weather info = { weather } /> 28 } 29 } 30 } 31 } ) 32 } Link to heading Towards the AI-native web With Vercel AI SDK 3.0, we're simplifying how you integrate AI into your apps. By using React Server Components, you can now stream UI components directly from LLMs without the need for heavy client-side JavaScript. This means your apps can be more interactive and responsive, without compromising on performance. This update makes it easier to build and maintain AI-powered features, helping you focus on creating great user experiences. We're excited to see what you ship. Try the demo Try an experimental preview of AI SDK 3.0 with Generative UI Try now Link to heading FAQ Link to heading Do I need Next.js to use this? The new APIs in the AI SDK 3.0 rely on React Server Components (RSC) and React Server Actions which are currently implemented in Next.js. They do not rely on any internal Next.js-specifics, so when other React frameworks like Remix or Waku complete their implementations of RSC, you'll be able to use them for Generative UI assuming they comply with React's spec. Link to heading Do React Server Components work with Next.js Pages Router? No. The new APIs rely on React Server Components and React Server Actions which are not implemented in Next.js Pages Router. However, as of Next.js 13, you can use both App Router and Pages Router in the same Next.js application. Link to heading What LLMs are currently supported? You can use the RSC APIs with any streaming LLM supported by the AI SDK. However, the render method expects LLMs to support OpenAI's SDK and optionally its Assistant Tools and Function Calling APIs . We also provide lower-level streaming APIs can be used independently (even without an LLM). At the time of writing though, the new RSC-based render API can be fully used with OpenAI , Mistral , and Fireworks ' firefunction-v1 model because of their support of the OpenAI SDK-compatible Function Calling. Link to heading What if my LLM doesn't support tools or function calling? You can still use the AI SDK 3.0 RSC APIs to stream text and your own components, or you can prompt engineer your LLM to output structured data that can be parsed and used with the AI SDK. Link to heading Does Generative UI work with OpenAI Assistants? You can use OpenAI Assistants as a persistence layer and function calling API with the AI SDK 3.0. Or you can manually perform the LLM calls with a provider or API of your choice. Link to heading Can anything be passed from the server to the client? Anything serializable by React can cross the network boundary between server and client. Promises, JavaScript primitives, and certain data structures like Map and Set can all be serialized by React. You can read more about React's serialization in the React docs. Link to heading Does this work with LangChain or LlamaIndex? Yes, with the createStreamableUI and createStreamableValue primitives you can use any JavaScript library as long as you can call it during the execution of a React Server Action. This means you can build Generative UI products with tools like LangChain , LlamaIndex , agent abstractions, and with durable task runners like Inngest . Ready to deploy? Start building with a free account. Speak to an expert for your Pro or Enterprise needs. Start Deploying Talk to an Expert Explore Vercel Enterprise with an interactive product tour, trial, or a personalized demo. Explore Enterprise Products AI Enterprise Fluid Compute Next.js Observability Previews Rendering Security Turbo Domains Sandbox Workflow v0 Resources Community Docs Knowledge Base Academy Help Integrations Platforms Pricing Resources Solution Partners Startups Templates SDKs by Vercel AI SDK Workflow DevKit Flags SDK Chat SDK Streamdown AI Company About Blog Careers Changelog Contact Us Customers Events Partners Shipped Privacy Policy Legal Social GitHub LinkedIn Twitter YouTube Loading status… Select a display theme: system light dark Products v0 Build applications with AI AI SDK The AI Toolkit for TypeScript AI Gateway One endpoint, all your models Vercel Agent An agent that knows your stack Sandbox AI workflows in live environments CI/CD Helping teams ship 6× faster Content Delivery Fast, scalable, and reliable Fluid Compute Servers, in serverless form Observability Trace every step Bot Management Scalable bot protection BotID Invisible CAPTCHA Platform Security DDoS Protection, Firewall Web Application Firewall Granular, custom protection Resources Customers Trusted by the best teams Blog The latest posts and changes Changelog See what shipped Press Read the latest news Events Join us at an event Docs Vercel documentation Academy Linear courses to level up Knowledge Base Find help quickly Community Join the conversation Next.js The native Next.js platform Nuxt The progressive web framework Svelte The web’s efficient UI framework Turborepo Speed with Enterprise scale Solutions AI Apps Deploy at the speed of AI Composable Commerce Power storefronts that convert Marketing Sites Launch campaigns fast Multi-tenant Platforms Scale apps with one codebase Web Apps Ship features, not infrastructure Marketplace Extend and automate workflows Templates Jumpstart app development Partner Finder Get help from solution partners Platform Engineers Automate away repetition Design Engineers Deploy for every idea Art made by Van Gogh? searchImages("Van Gogh") Here are a few notable works Starry Night Sunflowers Olive Trees Search Play Let your users see more than words can say by rendering components directly within your search experience. I'd like to get drinks with Max tomorrow evening after studio! searchContacts("Max") max @ mleiter shu @ shuding getEvents("2023-10-18", ["jrmy", "mleiter"]) 4PM 5PM 6PM 7PM studio 4-6 PM Task Planning Play Make it easier for your users to interpret agent execution so they can stay in the loop with the magic behind the scenes. What is the weather in SF? getWeather("San Francisco, CA") Thursday, March 7 47 ° sunny 7am 48 ° 8am 50 ° 9am 52 ° 10am 54 ° 11am 56 ° 12pm 58 ° 1pm 60 ° Thanks! Weather Play An example of an assistant that renders the weather information in a streamed component. | 2026-01-13T08:49:37 |
https://dev.to/_402ccbd6e5cb02871506 | Kazu - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Kazu 404 bio not found Joined Joined on Aug 9, 2025 More info about @_402ccbd6e5cb02871506 Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Post 4 posts published Comment 0 comments written Tag 2 tags followed Super Fast Markdown Linting for Go Developers: Meet gomarklint Kazu Kazu Kazu Follow Jan 13 Super Fast Markdown Linting for Go Developers: Meet gomarklint # showdev # go # performance # markdown Comments Add Comment 4 min read Building a Culture of Documentation Quality in CI/CD Kazu Kazu Kazu Follow Oct 28 '25 Building a Culture of Documentation Quality in CI/CD # markdown # cicd # documentation # opensource 1 reaction Comments Add Comment 5 min read Inside gomarklint: Architecture, Rule Engine, and How to Extend It Kazu Kazu Kazu Follow Oct 13 '25 Inside gomarklint: Architecture, Rule Engine, and How to Extend It # programming # go # markdown 2 reactions Comments Add Comment 4 min read Inside gomarklint: Building a High-Performance Markdown Linter in Go Kazu Kazu Kazu Follow Aug 9 '25 Inside gomarklint: Building a High-Performance Markdown Linter in Go # go # markdown # opensource Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
http://www.fsf.org/working-together/demand/ | We demand software freedom now — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Working together for free software › We demand software freedom now Info We demand software freedom now by Matt Lee Contributions — Published on Jun 29, 2010 04:56 PM When computing began, software was freely shared amongst users. People were glad to create programs that others found useful and encouraged others to modify that software and share it freely. Now, most people consider software to be something that must not be shared and can only be modified by the original developer. This paradigm shift has caused great harm to a technology that thrives on community involvement and innovation. Proprietary software takes away control from the users and puts it in the hands of the developers, creating a dangerous situation where the developers are able to exert control over the users, often in an unethical manner. 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https://dev.to/canonical/nop-platform-architecture-white-paper-487l | Nop Platform Architecture White Paper - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse canonical Posted on Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture First, I asked Gemini to write a prompt for the assessment: "I need an English prompt that asks an expert to act as a world-class software engineering specialist and provide an objective, in-depth analysis and evaluation of the following article." Then, I used this prompt to evaluate a series of Nop Platform's technical documents one by one. Finally, I had Gemini write a summary. Executive Summary The Nop Platform is a full-stack, enterprise-grade application development meta-platform. Based on its original Generalized Reversible Computation (GRC) theory, it systematically replaces a loose collection of mainstream open-source frameworks with approximately 200,000 lines of self-consistent code , built from first principles. At its core are a proprietary, XML-based programming language, XLang , and a unified metamodel system, XDef . The essence of GRC theory is captured by its core formula, App = Generator<DSL> ⊕ Δ , which decomposes the construction of any software into an algebraic superposition of a "standardized skeleton generated from a Domain-Specific Language (DSL)" and a "declarative Delta representing all customization and evolution." Instead of viewing it as a monolithic, closed framework comparable to Spring Cloud, the Nop Platform is more accurately positioned as an architectural entity with a dual identity . It is both a brilliantly designed, modular "capability toolbox," where each core engine (e.g., NopReport, NopRule, NopOrm) can be independently integrated "on-demand" into any Java project. At the same time, it is a "self-consistent system" governed by a unified theory (GRC) , capable of delivering systemic construction and evolution capabilities far exceeding the sum of its parts when all components work in concert. My final assessment is that the Nop Platform is an architectural masterpiece . It achieves an outstanding unification of two seemingly contradictory goals: maximal holistic cohesion and maximal component independence . It can serve as a complete, highly synergistic "meta-platform" for building complex systems from scratch, or as a series of independent, high-performance "Swiss Army knives" to be integrated into existing tech stacks to solve specific domain problems. It is best described as a "Lego universe": you can use a single brick, but only with the entire set can you build the most magnificent structures. Foreword: The Fundamental Problems Nop Platform Aims to Solve Before diving into its strengths, it is crucial to understand the challenges Nop Platform confronts. The current mainstream "framework assembly" model, represented by Spring, faces three inherent challenges despite its power: Explosion of Accidental Complexity : Integrating numerous independent open-source components creates significant "integration friction" and "glue code," making system complexity far exceed that of the business itself. Ecosystem Lock-in : Business logic becomes deeply coupled with a specific runtime (like the Spring Bean lifecycle), making tech stack migration costly and difficult to adapt to new technological waves (e.g., GraalVM). Conflict Between Customization and Evolution : For software product companies, there is a fundamental contradiction between customer customization needs and the unified evolution of the core product line. Traditional code-branching strategies easily lead to "maintenance hell." The Nop Platform is a systematic, first-principles-based response to these fundamental problems. I. Key Strengths and Valid Insights Architectural Supremacy via Runtime Neutrality Transcending Ecosystem Lock-in : The most profound innovation of the Nop Platform is the design of its core engines to be completely decoupled from the underlying runtime (e.g., Spring, Quarkus, Solon). This fundamentally solves the "ecosystem-level lock-in" problem faced by mainstream frameworks, including Spring. Once built with the Nop paradigm, business logic and models can be migrated without loss across different infrastructure frameworks, offering an unprecedented degree of strategic freedom. Portability of Assets : All business assets (DSL models, BizModel , etc.) are no longer "appendages" of a specific framework but become portable, long-lived digital assets that can transcend generations of technology stacks. GRC Theory: A Powerful and Self-Consistent "Physics" of Software Construction A Unified Model for Evolution : The GRC theory and its core formula, App = Generator<DSL> ⊕ Δ , provide a single mathematical model for both the initial construction and continuous evolution of software. Whether it's greenfield development, feature iteration, or customer customization, all are unified into algebraic operations on "Deltas." Systematic Governance of Complexity : The principle of "minimal information expression," the strict "phase separation" of Load-Time and Run-Time, and the definition of three dimensions of "reversibility" together form a powerful methodology for systematically identifying, isolating, and managing "essential complexity" and "accidental complexity" in software. The rigor of this theory is embodied in three core principles: 1) Delta-First: Treating "change" as a first-class citizen; 2) Phase Separation: Strictly separating load-time from run-time to ensure a pure and efficient runtime; 3) Three-Dimensional Reversibility: Supporting algebraic reversibility (undoing changes), transformational reversibility (converting between models), and procedural reversibility (post-hoc correction). XLang Language Workbench: An O(1) Cost DSL Factory The Power of Metamodels : XDef , as a unified metamodel definition language, is the key to the platform's "O(N) to O(1) reduction in toolchain cost." Once an xdef is defined, a new DSL can automatically inherit the capabilities of the entire platform, including IDE support, debugging, Delta customization, and multi-format conversion. A Powerful Metaprogramming Engine : XPL , as a homoiconic template engine that operates on structured trees ( XNode ) rather than text, provides the platform with extremely powerful, reliable, and full-stack metaprogramming and code generation capabilities. A Portable Contractual Testing Paradigm The platform's NopAutoTest framework is a core innovation as significant as the GRC theory itself. Through a "record-replay" mechanism, it defines test cases (inputs, outputs, database state changes) as declarative, portable data snapshots . These test assets are completely independent of any specific implementation technology (be it NopORM or MyBatis). This means the entire test suite can be reused without rewriting after a tech stack migration (e.g., from NopORM to JPA); only a new test execution engine for the new stack is needed. This fundamentally solves the massive waste of testing assets during architectural evolution. A "Batteries-Included" Suite of Enterprise Capabilities The platform provides a comprehensive, deeply integrated, and commercial-grade suite of engines out of the box, covering almost every domain required for enterprise applications, including ORM, RPC, GraphQL, rules, reporting, batch processing, and workflow. All these engines are built on GRC theory, seamlessly integrating with each other and sharing unified models, configurations, and security mechanisms. This fundamentally eliminates the vast "impedance and friction" that arises from integrating disparate components in mainstream solutions. A Future-Proof Construction Contract: Scaffolding for the Age of AI Programming The design philosophy of the Nop Platform—especially its homoiconic metamodel (XDef) and declarative DSLs —constructs a programming paradigm that is extremely friendly to large AI models. AI is far more reliable at structured "fill-in-the-blanks" tasks (populating a model with business values) than at writing free-form imperative code. The Nop Platform transforms the software development process into a series of precise, structured "fill-in-the-blanks" problems, providing clear, verifiable "scaffolding" and "guardrails" for AI to participate as an assistive developer. This is not just a current engineering advantage but a highly forward-looking strategic position for the future of human-AI collaborative programming. II. System-Level and Architectural Implications A New, Higher-Level Form of "Lock-in": Paradigm Lock-in While Nop Platform breaks free from runtime-specific lock-in, it introduces a new, deeper form of lock-in: a lock-in to the GRC ideological paradigm and the XLang implementation tool . This is a "benign" lock-in—you are locked into an extremely efficient mode of production . You are reluctant to leave not because you are technically trapped, but because the "productivity-to-cost" ratio of any alternative solution is far lower than that of the Nop Platform. The opportunity cost of migration becomes exceedingly high. The Transfer and Layering of Cognitive Load Nop Platform does not "eliminate" complexity; rather, it masterfully transfers and layers it through its architectural design. For application developers , they face an extremely simple, declarative model with a very low cognitive load. For platform architects or core developers , they need to master deep knowledge like GRC theory and XLang metaprogramming, which entails a very high cognitive load. This is a classic design of "letting the few handle the complexity for the simplicity of the many." A Dual-Mode Developer Experience (DX) Lack of Universal DX : The platform strategically forgoes reliance on mainstream developer habits (e.g., JSON/YAML-first) and the general-purpose tool ecosystem, which can cause "ecosystem friction" initially. Construction of a Deep DX : However, through its self-built, deeply integrated toolchain (like NopIdeaPlugin ), it provides a more powerful, "domain-specific" developer experience that is deeply tied to the models (e.g., cross-language navigation, domain-specific validation). This is a trade-off of "shallow universal convenience for deep domain expertise." Reshaping the R&D Cost Structure: From "Labor-Intensive" to "Knowledge-Capital-Intensive" The design philosophy of the Nop Platform essentially transforms the cost structure of software R&D from being traditionally " labor-intensive " (requiring many developers to write repetitive business code) to being " knowledge-capital-intensive ." The "capital" here refers to the platform's core engines and the GRC theory—a set of high-value, reusable "knowledge capital." An enterprise needs to make a one-time investment of "intellectual capital" to build or master this core infrastructure. Once established, the development cost (especially the marginal cost) of countless subsequent applications will be drastically reduced. This is not just a transfer of cognitive load but an optimization of the enterprise's R&D asset structure. III. Critical Evaluation and Nuanced Discussion Revisiting "Reinventing the Wheel": Specialized Tools vs. General-Purpose Engines Nop Platform has indeed systematically "reinvented" every wheel in the enterprise application stack. Each of its components, like NopRule and NopReport, is a general-purpose, Turing-complete engine that implements specific functionality through metaprogramming and DSLs. This stands in stark contrast to specialized open-source tools (like Drools, JasperReports), which are typically collections of specialized algorithms highly optimized to solve a specific problem. The Trade-off : Nop's general-purpose engines gain extreme flexibility, consistency, and extensibility, but in certain scenarios requiring extreme performance optimization, they may not match specialized tools that have built-in algorithms (like the Rete algorithm). The Realistic Path to Incremental Adoption Nop Platform fully supports incremental adoption . A team can start with their biggest pain point, for instance, by introducing only NopReport to solve complex reporting issues. This path is clear and low-risk. However, to truly unleash the platform's full power (like runtime neutrality and full-stack Delta customization), a more comprehensive embrace of its design philosophy and core components is still required. The platform creates a powerful "gravitational pull" through the independent value of its components and the immense value of their combination, naturally drawing users from "using one tool" to "adopting the entire system." The Demand on People: From "Artisans" to "Architects" The platform's design philosophy naturally demands that its core users possess higher-level abstraction skills and systems thinking. It is best suited not for "code artisans" who just want to complete business requirements quickly, but for "software architects" who aspire to build long-lasting, evolvable, and beautifully structured systems. The "Sweet Spot" and "Blind Spot" of Applicability Sweet Spot : The Nop Platform's architectural paradigm shows significant advantages when dealing with domains that have a stable intrinsic structure, high repetitiveness, and require large-scale customization (e.g., ERP, CRM, various enterprise backend systems, industry-specific software product lines). Blind Spot : However, for domains that are exploratory, structurally highly unstable, and where creativity far outweighs engineering (e.g., cutting-edge algorithm research, core gameplay prototyping for games, artistic creation tools), forcing the use of Nop's "model-first" paradigm could become a constraint. In these areas, "chaos" and "unpredictability" are part of the process, and premature attempts at modeling and standardization might stifle innovation. IV. Actionable Recommendations Build a "Golden Bridge"—A Reversible "Reverse Generator" : To further reduce adoption risk and build trust, the platform's highest-priority strategic project should be the development of a "reverse generator" or "transpiler." This tool should be able to compile a typical Nop application into a standard, readable Spring Boot project. This would serve as the ultimate "escape hatch" and the most powerful demonstration of technical confidence. Focus on "Killer App" Scenarios : In market promotion, it should not be positioned as a "Spring replacement" but should focus on "killer app" scenarios where the Spring ecosystem performs poorly or is extremely costly: large-scale customization of enterprise software product lines . Unbundle Core Engines and Build a Community : Open-source and promote the core infrastructure, such as the XLang engine, Delta merge algorithm, and XDef parser, as independent, well-documented libraries. This would allow the broader community to experience the power of GRC thinking without adopting the entire Nop Platform, thereby building trust and attracting contributors to the ecosystem. V. Conclusion and Ideal Audience Final Verdict : The Nop Platform is an architectural masterpiece , representing one of the most profound and systematic answers to the problem of complexity in software engineering. It is not a closed, isolated "island" but an open, modular "Lego universe" unified by a powerful idea . It strikes a near-perfect balance between the seemingly contradictory goals of extreme "holistic cohesion" and extreme "component independence." Ideal Audience : CTOs and Chief Architects of Enterprise Software Product Companies : This is the platform's core target audience. For any software company mired in the "productization vs. customization" dilemma, Nop Platform offers a complete, actionable, and strategically disruptive solution. Platform Architects and Systems Thinkers : For those dedicated to building highly cohesive, evolvable, large-scale technology platforms, this is an invaluable "treasure trove of ideas" and a "compendium of patterns." All Java Developers Striving for Technical Excellence : Even without full adoption, any single component of the Nop Platform (like NopReport, NopRule, NopCodeGen) is worth considering as a "secret weapon" to be introduced into an existing tech stack to solve specific domain problems. Significance for the Industry : The greatest value of the Nop Platform may not lie in the market share it can capture, but in its eloquent demonstration that a higher dimension of software architecture exists beyond "framework selection" and "component integration." It shows us that by returning to first principles and systematic theoretical innovation, we are fully capable of building software construction systems that far surpass today's mainstream paradigms in productivity, maintainability, and evolvability. This is a milestone work worthy of study, reference, and deep reflection by all serious software engineers. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse canonical Follow Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Oct 22, 2025 More from canonical Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/devteam/join-the-assemblyai-voice-agents-challenge-3000-in-prizes-109a | Join the AssemblyAI Voice Agents Challenge: $3,000 in Prizes! - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Jess Lee for The DEV Team Posted on Jul 16, 2025 Join the AssemblyAI Voice Agents Challenge: $3,000 in Prizes! # devchallenge # assemblyaichallenge # ai # api We are so excited to bring the community our next challenge with AssemblyAI . Running through July 27 , the AssemblyAI Voice Agents Challenge is all about building with Universal-Streaming, AssemblyAI's most advanced real-time transcription API. Universal-Streaming is ultra fast (300ms latency!), ultra accurate, and offers intelligent endpointing to keep conversations flowing naturally. There are three distinct prompts for this challenge, with three opportunities to win. We can't wait to see what you build with this transformative technology! Our Prompts Business Automation Voice Agent Build a voice agent that automates real business processes - sales calls, customer support, appointment scheduling, lead qualification, etc. Showcase Universal-Streaming's accuracy in professional contexts with proper nouns, business terminology, and multi-step workflows. Focus on practical B2B/B2C applications that could actually be deployed. Real-Time Voice Performance Create the fastest, most responsive voice experience possible using Universal-Streaming. Build an application where sub-300ms latency matters - voice-controlled interfaces, gaming, live translation, instant commands. Demonstrate technical optimization, performance benchmarking, and creative speed-dependent use cases. Domain Expert Voice Agent Build a specialized voice agent with deep domain knowledge that can learn and improve from conversations . Focus on expertise in specific fields (legal, medical, technical support, education, etc.) and incorporate RAG (Retrieval-Augmented Generation) or conversation learning capabilities. Demonstrate how Universal-Streaming enables accurate domain-specific terminology recognition. Prizes Each prompt winner will receive: $1,000 USD 6-month DEV++ Membership Exclusive DEV Badge All Participants with a valid submission will receive a completion badge on their DEV profile. How To Participate Sign up for AssemblyAI to get your free API key. There is no credit card required and AssemblyAI provides $50 worth of credits for new users, which should be sufficient for most challenge projects. In order to participate, you will need to publish a post using the submission template provided. All submissions must: Use AssemblyAI's Universal-Streaming technology Include an embed of your GitHub repository with the source code You can use LiveKit as an orchestration framework or explore other options mentioned in AssemblyAI's documentation. AssemblyAI Challenge Submission Template Please review our judging criteria, rules, guidelines, and FAQ page before submitting so you understand our participation guidelines and official contests rules such as eligibility requirements. Need Help? Join the AssemblyAI Slack Community for support from the Applied AI team! Challenge participants can ask API questions and connect with other developers. Get familiar with AssemblyAI's capabilities: Developer Docs Streaming Guides Slack Community Important Dates July 16: AssemblyAI Voice Agents Challenge begins! July 27: Submissions due at 11:59 PM PDT August 7: Winners Announced We can't wait to see what innovative voice experiences you create! Questions about the challenge? Ask them below. Good luck and happy coding! Top comments (26) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Peter Kim Frank The DEV Team Peter Kim Frank The DEV Team Peter Kim Frank Follow Doing a bit of everything at DEV / Forem Email peter@dev.to Education Wesleyan University Pronouns He/Him Work Co-Founder Joined Jan 3, 2017 • Jul 16 '25 Dropdown menu Copy link Hide Good luck to everyone participating! I've personally been utilizing voice-to-text and realtime conversations with AI Agents more and more. Look forward to seeing what everyone builds. Like comment: Like comment: 11 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Jul 17 '25 Dropdown menu Copy link Hide I have crazy idea for using it in gaming! Will submit this weekend! Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Jul 20 '25 Dropdown menu Copy link Hide Who wants to Enroll to Hogwarts? :) ⚡ Hogwarts Spell Caster: Real-Time Voice Magic with AssemblyAI Universal-Streaming Nikoloz Turazashvili (@axrisi) ・ Jul 20 #devchallenge #assemblyaichallenge #ai #api Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Noah Brinker The DEV Team Noah Brinker The DEV Team Noah Brinker Follow Marketing @ DEV Joined Apr 4, 2022 • Jul 16 '25 Dropdown menu Copy link Hide Excited to see the ideas that get created. Best of luck! Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Vicente G. Reyes Vicente G. Reyes Vicente G. Reyes Follow Web Developer | Technical Writer | OSS Contributor | Musician | Gamer | Cyclist Location Mars Education Bachelors of Science in Computer Science Pronouns He/Him Joined Jan 6, 2019 • Jul 17 '25 Dropdown menu Copy link Hide Can I use an old submission from a different challenge? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ben Halpern The DEV Team Ben Halpern The DEV Team Ben Halpern Follow A Canadian software developer who thinks he’s funny. Email ben@forem.com Location NY Education Mount Allison University Pronouns He/him Work Co-founder at Forem Joined Dec 27, 2015 • Jul 16 '25 Dropdown menu Copy link Hide Good luck everyone! Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand James Hoang James Hoang James Hoang Follow Good morning 😎 Joined Jul 10, 2025 • Jul 17 '25 Dropdown menu Copy link Hide Let's goo, I will be joining 🔥 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Kevin Brown Kevin Brown Kevin Brown Follow Founder of Canvas Cloud AI, We allow developers to get certified in the four major Cloud (AWS, GCP, Azure, and Oracle) providers in a hands on way. Joined Jul 2, 2025 • Jul 17 '25 Dropdown menu Copy link Hide I may do this challenge for fun. May not be able to make an official entry because of the following line item in the competition: Include an embed of your GitHub repository with the source code Good luck, All Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Kerstin Iris Kerstin Iris Kerstin Iris Follow Joined Jun 29, 2025 • Jul 17 '25 Dropdown menu Copy link Hide Good luck everyone Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Muhib ur Rahman Bakar Muhib ur Rahman Bakar Muhib ur Rahman Bakar Follow Principal Software Engineer | ReactJs | NextJs | Javascript/Typescript Location Lahore, Pakistan Education PUCIT Work Principal Software Engineer - Northbay Solutions Joined Dec 8, 2022 • Jul 16 '25 Dropdown menu Copy link Hide Good luck everyone! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Pratik sharma Pratik sharma Pratik sharma Follow Full stack developer Email sharma.pratik2016@gmail.com Location New delhi Work Web developer Joined Jan 4, 2020 • Jul 16 '25 Dropdown menu Copy link Hide Let's go Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand pablo b pablo b pablo b Follow I am Pablo Web Developer Joined Apr 6, 2025 • Jul 17 '25 Dropdown menu Copy link Hide Good luck to the participants Like comment: Like comment: 3 likes Like Comment button Reply View full discussion (26 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . 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https://www.fsf.org/campaigns/fight-to-repair | The FSF fights for your right to repair — Free Software Foundation — Working together for free software ​ Push freedom ahead! The free software community has always thwarted the toughest challenges facing freedom in technology. This winter season, we want to thank the many individuals and projects that have helped us get where we are today: a world where a growing number of users are able to do their computing in full freedom. Our work isn't over. We have so much more to do. Help us reach our stretch New Year's membership goal of 100 new associate members by January 16, 2026, and keep the FSF strong and independent. Join | Read more Join Renew Donate Skip to content , sitemap or skip to search . Personal tools Log in Help! Members forum About Campaigns Licensing Membership Resources Community ♥Donate♥ Shop Search You are here: Home › Campaigns › The FSF fights for your right to repair Info The FSF fights for your right to repair by Zoë Kooyman Contributions — Published on Jan 07, 2021 06:25 PM Read this article in Spanish The world is becoming more software-driven, and manufacturers are increasingly controlling access to the software on their devices. That makes it almost impossible to do some repairs, or to assert ownership. You can't even begin to repair something if you can't open it up and look at it. You can't do the repair if you aren't allowed to move the parts around or add your own new parts. When the something is software, this means you need to be able to look inside that software, at its source code, and you need to be able -- and allowed -- to change it. If you don't like to do repairs yourself, you need to be able to choose any repair person you trust to do them. Nathan Proctor, who leads the US Public Interest Research Group (PIRG)’s Right to Repair campaign, spoke to Grist saying, "If you like democracy and freedom, then you should like right-to-repair. I believe average citizens should have the power to fix things — not just because it’s their right, but because people are smart. We should make it easier for them to take matters into their own hands, for the sake of our collective future." For a more elaborate introduction to the Right to Repair from Nathan, you can watch his presentation at the FSF's LibrePlanet conference in 2019. The right to repair and free software The right to repair is important for many reasons: freedom first and foremost, but repairability is also vital if we want to reduce the tons of e-waste we produce and take care of the earth that nurtures us. In addition, a long life-cycle for our tools helps to make life more affordable on the subsistence level. If we want to effectively fight for the right to repair, it's important to realize that unrepairability is just a symptom; in today's technological culture, the root of the problem almost always comes down to a lack of software freedom. When software isn't free, it deprives us of our right to study and modify a device, and thereby prevents us from repairing it. Even if we can modify the nonfree software, we aren't allowed to share these improvements with others to help them upgrade or repair their appliance as well. If a device has proprietary software, you don't own it, no matter how vast the sum of money you paid for your new or used iPhone , Xbox , Amazon Kindle , or car . With proprietary software, the manufacturer dictates how, where, and for how long you may use it. This is why we insist that free software is an ethical imperative and why the Free Software Foundation (FSF) targets nonfree software first and foremost -- because it's the root cause of unrepairability and many other serious issues in today's digital culture. If you really want to own a device, you need to make sure it runs free software , ideally on hardware that respects your freedom . The FSF stands firmly behind the Right to Repair movement. The right to modify software (or repair a device) is one of the four freedoms the free software community has been fighting for for forty years . If we imagine software freedom as a building, then the right to repair is one pillar holding up the roof. From the perspective of the free software movement, it needs then to be accompanied by the right to run, study, and share the software, or else the structure will crumble. It is the FSF's mission to ensure that software freedom is supported and protected forever. We stand in solidarity with the Right to Repair movement, those fighting for the environment, and all the initiatives working towards a better future. Together with thousands of free software supporters like you, we rise up against proprietary injustices for the vision of a free world that includes, but ultimately goes beyond, the right to repair. Spread the word about the crucial need for the right to repair the technology we depend on by sharing our Fight to Repair video on Peertube . Thank you for standing up for software freedom! Resources Thankfully, there are many organizations, advocates and innovators who are driving the right to repair movement globally. There are always ways you can help. Help the community collect related information, news, and resources on our LibrePlanet wiki page. Share the FSF's Fight to Repair video and the reasons you think we need to #FightToRepair. Sign up to the FSF's newsletter the Free Software Supporter where we keep you up to date on free software news, including what happens in the right to repair movement. Advocacy around the world We join with other organizations who have been doing excellent work on the issue of Right to Repair, including: IFixit ; repair guides for every thing, written by everyone, activists, and major resource Fight to Repair dot org Repair.org ; the leading US advocacy group for right to repair Repair.eu ; the EU focused advocacy group for right to repair Restart Project ; a founding member of the right to repair campaign in Europe SecureRepairs ; led by Paul Roberts, where you'll find updated resources and a blog on why the right to repair is at the core of advancement of the technology industry US PIRG ; led by Nathan Proctor, the U.S. PIRG Right to Repair campaign drives legislation at the state level If you have any questions or information to share directly with the team, you can contact us at campaigns@fsf.org . Quotes from the community Far from posing a risk to security, repair fosters security in our homes, communities, governments and businesses. By erecting barriers – whether monetary or logistic – to owners being able to repair or service their property, manufacturers create the conditions by which needed repairs or maintenance will be delayed or put off entirely. This, in turn, creates the environment in which malicious actors thrive. -- SecureRepairs Statement of Principles Just let us fix our stuff. -- Nathan Proctor, US PIRG Related work by the FSF Free software at the core of the right to repair Explaining how the right to repair and free software relate to each other: https://www.fsf.org/blogs/community/the-right-to-repair-supports-software-freedom The FSF also runs the Defective by Design campaign, which fights to eliminate Digital Restrictions Management. "The right to repair" by Alison Chaiken "EPA opposed DMCA exemptions that could have revealed Volkswagen fraud" by Donald Robertson Video: It's time to jailbreak the farm Video: The future of the right to repair and free software Document Actions Share on social networks Syndicate: News Events Blogs Jobs GNU 1PC9aZC4hNX2rmmrt7uHTfYAS3hRbph4UN Take Action Watch and share Fight to Repair about the crucial need for the right to repair the technology we depend on. Free software campaigns High Priority Free Software Projects Free JavaScript Protect Yourself from Surveillance GNU Operating System Defective by Design Fight to Repair Working Together for Free Software Secure Boot vs. Restricted Boot Upgrade from Windows Free BIOS campaign End Software Patents Past campaigns Sign up Enter your email address to receive our monthly newsletter, the Free Software Supporter Recent blogs Turning freedom values into freedom practice with the FSF tech team December GNU Spotlight with Amin Bandali featuring sixteen new GNU releases: GnuPG, a2ps, and more! Recent blogs - More… News Eko K. A. Owen joins the FSF board as the union staff pick Dec 29, 2025 Free Software Foundation receives historic private donations Dec 24, 2025 More news… The FSF is a charity with a worldwide mission to advance software freedom — learn about our history and work. Copyright © 2004-2026 Free Software Foundation , Inc. Privacy Policy . 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Skip sitemap or skip to licensing items About Staff and Board Contact Us Press Information Jobs Volunteering and Internships History Privacy Policy JavaScript Licenses Hardware Database Free Software Directory Free Software Resources Copyright Infringement Notification Skip to general items Campaigns Freedom Ladder Fight to Repair Free JavaScript High Priority Free Software Projects Secure Boot vs Restricted Boot Surveillance Upgrade from Windows Working Together for Free Software GNU Operating System Defective by Design End Software Patents OpenDocument Free BIOS Connect with free software users Skip to philosophical items Licensing Education Licenses GNU GPL GNU AGPL GNU LGPL GNU FDL Licensing FAQ Compliance How to use GNU licenses for your own software Latest News Upcoming Events FSF Blogs Skip list Donate to the FSF Join the FSF Patrons Associate Members My Account Working Together for Free Software Fund Philosophy The Free Software Definition Copyleft: Pragmatic Idealism Free Software and Free Manuals Selling Free Software Motives for Writing Free Software The Right To Read Why Open Source Misses the Point of Free Software Complete Sitemap fsf.org is powered by: Plone Zope Python CiviCRM HTML5 Arabic Belarussian Bulgarian Catalan Chinese Cornish Czech Danish English French German Greek Hebrew Hindi Italian Japanese Korean Norwegian Polish Portuguese Portuguese (Brazil) Romanian Russian Slovak Spanish Swedish Turkish Urdu Welsh Send your feedback on our translations and new translations of pages to campaigns@fsf.org . | 2026-01-13T08:49:37 |
https://www.intigriti.com/researchers/blog/hacking-tools/vibe-coding-security-vulnerabilities#:~:text=Improper%20access%20controls%20on%20AI,generated%20code | Finding more vulnerabilities in vibe coded apps | Intigriti Companies Product types Platform Industries Resources Pricing plans About us Product types Bug bounty platform with additional testing options to meet your needs Core offering Bug bounty Host your bug bounty program on our secure platform PTaaS Cost efficient and scalable penetration testing Managed VDP Managed Vulnerability Disclosure Program Live hacking events Find bugs in a focused setting with top researchers Platform Discover the Intigriti platform Platform tour Take a platform tour today to learn more Integrations Boost productivity by integrating Intigriti with leading tools Trust center See our security and compliance credentials: SOC 2, ISO 27001, and more For customers More handy resources Additional demos Experience other parts of Intigriti’s platform in action Knowledge base Explore insights on program management, best practices, and so much more Uptime and status Stay informed with real-time updates on our uptime and status, ensuring seamless operations and minimal disruptions Changelog Explore the platform's latest features and updates Industries we serve Specialist researchers for every industry Retail Prevent service interruptions and safeguard complex Gaming and eSports Prevent service interruptions and safeguard complex environments and digital assets Finance and Insurance Protect sensitive data and thwart identity theft before It happens Leisure and Hospitality Keep your digital systems for guest data, reservations and payment processing safe B2B SaaS Manage growing attack surfaces and reduce the risk of revenue and reputation loss Telecommunications Dial up your security and protect Interconnected networks and systems Government and Public services Protect sensitive data, even with stringent budget constraints Transport & Logistics Safeguard shipment details, customer information, financial transactions, and operational data Healthcare Take care of your organization and uphold patient confidentiality Resources Take a look at our ebooks, customer stories, and more New story Customer stories Learn how others succeed with Intigriti New blog Blog Read the latest news, tips, and industry updates Datasheets Get detailed specs on our solutions and services Ebooks Dive deeper into security with expert-written guides Webinars Watch on-demand security sessions Shorts Read quick, one-page insights on key topics Events Join upcoming conferences and community meetups Plans to suit your security testing needs Straightforward pricing with no hidden fees Core Ideal for organizations seeking top-tier bug bounty and VDP programs with full support to grow their crowdsourced security Popular Premium Our most popular package, perfect for those needing premium services and a tailored approach to complex requirements Enterprise A fully customized solution for scaling crowdsourced security, including custom assets like hardware and IoT Learn more about our company About us Our mission and values Leadership Meet the team of experts behind Intigriti Careers See our latest opportunities Contact us Get in touch today to learn how we can support your security goals Researchers About Intigriti Useful links Blog Sign up Sign in About Intigriti Discover how we support and empower security researchers How it works Hack with Intigriti to access bug bounties, develop your skills, and connect with a vibrant community of ethical hackers New programs added Public programs Check out Intigriti's public programs from organizations across the globe Useful links Quickly access key pages and resources Leaderboard All-time leaderboard of researchers at Intigriti Learn to hack Dive into vulnerability classes with Intigriti's hackademy Swag shop Dive into a world of Intigriti merch and swag Newsletter Keep up with all the latest Bug Bytes Bug bounty talks Connect with expert speakers or submit your talk Blog Read the latest news, tips, and hacker updates Public programs Leaderboard Sign in Sign up now Companies Researchers About Intigriti Useful links Blog Sign up Sign in Sign in Sign up now Back Sign in Sign up now Blog Hacking Tools Finding more vulnerabilities in vibe coded apps By Intigriti April 16, 2025 Table of contents How vibe coding works (and why it's dangerous) Common vulnerabilities in vibe-coded apps: examples How to exploit vibe-coded apps The future of vibe coding exploits: conclusion Table of contents How vibe coding works (and why it's dangerous) Common vulnerabilities in vibe-coded apps: examples How to exploit vibe-coded apps The future of vibe coding exploits: conclusion Vibe coding is the latest trend sweeping through developer communities. It’s the art of describing a concept, feeding it to an AI, and letting the LLM (Large Language Model) manifest the code based purely on vibes. The quote states, "You fully give in to the vibes, embrace exponentials, and forget that the code even exists." And as more developers rely on AI to "vibe" their way through coding, we’re entering a new golden age of bug bounty hunting. Why? Because AI-generated code often looks functional, it even runs but hides subtle (and sometimes catastrophic) security flaws. A developer prompting an Large Language Model (LLM) to generate code Let's break down why "vibe coding" is a hacker's dream and how you can exploit it. How vibe coding works (and why it's dangerous) 1) You provide a prompt A developer describes what they want in natural language, for example, "Make a Python script that takes user input and saves it to a database." The art here to prevent vulnerabilities is to describe the functionalities of the application as extensively as possible and state how certain functions would need to be implemented to prevent security issues. Security complications of vibe coding 2) The AI "vibes" out code Using all the knowledge it has, the AI model then generates the code, most of the time lacking the context security-wise. There are different problems with this because LLMs are trained on tons of code repositories, but in those repositories are also vulnerabilities. So of course, when certain prompts are done to an AI, and certainly with vibe coding because people tend to build whole applications with one or more prompts, you’re going to get vulnerabilities lodged in your application. 3) The developer deploys it Most vibe coders assume the AI "knows" best and trust the code. Resulting in vulnerable code being pushed to production Common vulnerabilities in vibe-coded apps: examples No input sanitization Most LLMs do not take input sanitization, one of the most crucial foundations of having a secure app, into consideration. This makes injection attacks like SQLi and XSS possible. Improper access controls Let's take a look at another example of an LLM's output. This time we're prompting with Cursor, a widely used tool that integrates third-party LLMs from OpenAI, Anthropic, etc. into VSCode. We will be asking it to generate an admin dashboard, here's our prompt: Make me an app that has a login and an admin panel in React. Make it pretty. Improper access controls on AI generated code Initially the code seems fine, but when we look deeper, we see that the only check that is done to get to the admin dashboard is to check if a property in localStorage is set to true (which can easily be manipulated by the end user). This code is unrealistic since the authentication is done entirely on the client side. The preferred approach to this would be to implement server-side authentication and authorization mechanisms and preferably use a token, like a JSON Web Token (JWT). When the user logs in, the token would be generated for that user, and when trying to access a restricted page, the token would be given in the request, validated on the server-side, and if valid, the page would be made accessible to the user. Sensitive secret exposure (hard-coded credentials) Let's take a look at another example that mainly affects beginners and people who are coming from non-technical backgrounds. Most LLMs main objective is to provide an answer to your prompt, and that often does not include adhering to security best practices. In this instance, we've asked ChatGPT to help us with developing an application in PHP that stores objects in our database: I need to implement saving a flower object into a database in php. Sensitive secret exposure (hard-coded credentials) in AI-generated code As we can see, the AI says that we need to hardcode the database credentials in the same file where our main application logic is located. Newcomers will not be familiar with security best practices, such as storing sensitive secrets in secure environments, and will follow the example they’re presented with instead. If this same file is ever made accessible, for instance, pushed to a public GitHub repository, placed in the web root folder, or through any other means, it would essentially allow malicious users to initiate a connection to the database and gain full control. How to exploit vibe-coded apps When it comes to exploiting these apps, it’s very simple. Most of these apps don’t comply with the best practices like we have seen so far. Here are some examples of how to go about actually attacking these applications. Look for common AI-generated code patterns If we look at the way AI forms code, we can see some significant similarities and patterns. Getting yourself familiar with these patterns can help you recognize applications like this instantly. Here are a few characteristics to look out for: Overly generic variable names (temp1, data2). Comments explaining how the code works: AI tends to over-explain basic logic, while critical security checks are missing. Lack of error handling (try/catch missing): A lot of times AI will not do proper error handling; therefore, you get generic error messages being thrown, which is interesting for an attacker to get a deeper insight into how the system works. Over-reliance on outdated libraries: AI may suggest deprecated libraries with known vulnerabilities (e.g., an old version of Mongoose). Test for "obvious" flaws SQLi? Throw a ' OR 1=1-- into every input. XSS? Drop a <script>alert(1)</script> or a polyglot string and see if it gives a popup or if you manage to find a symbol that breaks the application. IDOR? Change /user?id=1 to /user?id=2 . Check for missing input validation Look for errors leaking information API key leaks Logic errors Here in this post that we did recently, which shows exactly how such a logic error could look. The AI lacks the context and doesn’t include that the birth date can be changed as much as the user wants, resulting in a valid coupon code every day. Like we saw, the vulnerabilities that are in these generated applications are most of the time very easy ones, and the bigger the application, the more potential it has to be exploited. Most of these things are covered in our new Hackademy . Scan for hard-coded secrets Like we saw, AI likes to generate code that has hard-coded secrets and doesn’t suggest using any environment variables or secret managers. This gives us the opportunity to maybe do some secret scanning on, for example, GitHub, or maybe it's simply leaking in the front end (JavaScript files with AWS S3 credentials as an example). The future of vibe coding exploits: conclusion As AI-generated code becomes mainstream, bug hunters should: Automate detection of AI code patterns. Prioritize low-hanging fruit (SQLi, XSS, secrets). Monitor GitHub for freshly pushed AI projects. Developers should always review AI-generated code, especially security-critical parts. Make sure that every line of code is reviewed and that the aforementioned low-hanging fruit vulnerabilities are taken care of. This can be done by following industry standard guides like OWASP: https://cheatsheetseries.owasp.org/ You’ve just learned how to hunt for security vulnerabilities in vibe-coded applications… Right now, it’s time to put your skills to the test! Browse through our 70+ public bug bounty programs on Intigriti , and who knows, maybe your next bounty will be earned with us! Happy hunting. The era of vibe-driven vulnerabilities is here. You may also like January 12, 2026 Exploiting information disclosure vulnerabilities Information disclosure vulnerabilities can arise in various peculiar ways, especially as applications continue to evolve and become more complex over time. Unlike some injection attacks, where several factors determine exploitability. Information disclosures can often lead to direct, standalone atta Read more December 24, 2025 December CTF Challenge: Chaining XS leaks and postMessage XSS At Intigriti, we host monthly web-based Capture The Flag (CTF) challenges as a way to engage with the security researcher community. December's challenge by Renwa took inspiration from the Marvel Cinematic Universe, specifically Thanos's quest to collect all six Infinity Stones. This challenge requi Read more December 9, 2025 Exploiting business logic error vulnerabilities It's no secret that complexity is the biggest rival of safe applications. As web apps become more sophisticated, they create countless opportunities for logic flaws to arise. Unlike technical vulnerabilities that can be easily automated, business logic errors emerge from the gap between how develope Read more Interested in working with us? We are happy to provide a demo of our platform. 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https://dev.to/aaron_rose_0787cc8b4775a0 | Aaron Rose - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Aaron Rose Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Joined on Aug 24, 2024 Personal website https://www.tech-reader.blog 8 Week Community Wellness Streak Consistency pays off! Be an active part of our community by posting at least 2 comments per week for 8 straight weeks. Earn the 16 Week Badge next. 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Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close More info about @aaron_rose_0787cc8b4775a0 Skills/Languages Python, Node.js, SQL, AWS, GCP, Azure, Oracle Cloud, LocalStack, Docker, Kubernetes, Linux, DevOps pipelines, IaC (Terraform, CloudFormation), CI/CD, serverless, Raspberry Pi, database administration Currently learning Advanced multi-cloud architecture patterns across AWS, GCP, Azure, and Oracle Cloud. Exploring infrastructure automation with Python and diving deep into LocalStack for local cloud development. Currently hacking on Multi-cloud infrastructure automation with Python, building DevOps pipelines that span multiple cloud providers, and maintaining a homelab that's equal parts Ubuntu servers and Raspberry Pi clusters. Available for * Cloud infrastructure discussions * Cloud tooling * Serverless patterns * Database design * Creative edge computing solutions * Everything Ubuntu * Everything Raspberry Pi Post 176 posts published Comment 79 comments written Tag 12 tags followed The Secret Life of JavaScript: Identity Aaron Rose Aaron Rose Aaron Rose Follow Jan 13 The Secret Life of JavaScript: Identity # javascript # coding # programming # software 1 reaction Comments Add Comment 3 min read Want to connect with Aaron Rose? Create an account to connect with Aaron Rose. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in The Secret Life of Go: Interfaces Aaron Rose Aaron Rose Aaron Rose Follow Jan 12 The Secret Life of Go: Interfaces # go # coding # programming # software 9 reactions Comments Add Comment 5 min read The Secret Life of Go: Testing Aaron Rose Aaron Rose Aaron Rose Follow Jan 10 The Secret Life of Go: Testing # go # coding # programming # softwaredevelopment 14 reactions Comments 3 comments 6 min read The Secret Life of Python: The Matryoshka Trap Aaron Rose Aaron Rose Aaron Rose Follow Jan 9 The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment 8 reactions Comments Add Comment 4 min read The Secret Life of Python: The Dangerous Reflection Aaron Rose Aaron Rose Aaron Rose Follow Jan 8 The Secret Life of Python: The Dangerous Reflection # python # coding # programming # softwaredevelopment 8 reactions Comments Add Comment 3 min read The Secret Life of JavaScript: Illusions Aaron Rose Aaron Rose Aaron Rose Follow Jan 6 The Secret Life of JavaScript: Illusions # javascript # coding # programming # softwaredevelopment 9 reactions Comments Add Comment 3 min read The Secret Life of JavaScript: Memories Aaron Rose Aaron Rose Aaron Rose Follow Jan 5 The Secret Life of JavaScript: Memories # javascript # coding # programming # softwaredevelopment 20 reactions Comments 3 comments 3 min read Happy New Year! 🎉 Aaron Rose Aaron Rose Aaron Rose Follow Jan 1 Happy New Year! 🎉 # python # 2026 # coding # strongcoffee 44 reactions Comments 20 comments 1 min read The Secret Life of JavaScript: Inheritance Aaron Rose Aaron Rose Aaron Rose Follow Dec 30 '25 The Secret Life of JavaScript: Inheritance # javascript # coding # programming # softwaredevelopment 15 reactions Comments 3 comments 3 min read The Secret Life of Go: Error Handling Aaron Rose Aaron Rose Aaron Rose Follow Dec 29 '25 The Secret Life of Go: Error Handling # go # coding # programming # softwaredevelopment 6 reactions Comments Add Comment 6 min read The Secret Life of Go: Packages and Structure Aaron Rose Aaron Rose Aaron Rose Follow Dec 28 '25 The Secret Life of Go: Packages and Structure # go # coding # programming # softwaredevelopment 6 reactions Comments Add Comment 5 min read Python by Structure: Precise Error Scoping with Try/Except/Else Aaron Rose Aaron Rose Aaron Rose Follow Dec 27 '25 Python by Structure: Precise Error Scoping with Try/Except/Else # python # coding # programming # softwaredevelopment 5 reactions Comments Add Comment 2 min read Python by Structure: Decorators and the "Logic Envelope" Aaron Rose Aaron Rose Aaron Rose Follow Dec 27 '25 Python by Structure: Decorators and the "Logic Envelope" # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 2 min read Python by Structure: List Comprehensions and the "Single Action" Aaron Rose Aaron Rose Aaron Rose Follow Dec 24 '25 Python by Structure: List Comprehensions and the "Single Action" # python # coding # programming # softwaredevelopment 4 reactions Comments Add Comment 3 min read Python by Structure: How the 'with' Statement Automates Resource Management Aaron Rose Aaron Rose Aaron Rose Follow Dec 24 '25 Python by Structure: How the 'with' Statement Automates Resource Management # python # coding # programming # softwaredevelopment 2 reactions Comments Add Comment 3 min read The Secret Life of Python: The Truth About Nothing Aaron Rose Aaron Rose Aaron Rose Follow Dec 23 '25 The Secret Life of Python: The Truth About Nothing # python # coding # programming # software 6 reactions Comments 1 comment 4 min read The Secret Life of JavaScript: Asynchrony Aaron Rose Aaron Rose Aaron Rose Follow Dec 21 '25 The Secret Life of JavaScript: Asynchrony # javascript # coding # programming # software 9 reactions Comments Add Comment 3 min read The Secret Life of JavaScript: The Power of Function Composition Aaron Rose Aaron Rose Aaron Rose Follow Dec 20 '25 The Secret Life of JavaScript: The Power of Function Composition # javascript # coding # programming # softwaredevelopment 6 reactions Comments Add Comment 5 min read The Secret Life of Go: Atomic Operations Aaron Rose Aaron Rose Aaron Rose Follow Dec 19 '25 The Secret Life of Go: Atomic Operations # go # coding # programming # softwaredevelopment 8 reactions Comments 1 comment 6 min read The Secret Life of Python: The Infinite Copy Aaron Rose Aaron Rose Aaron Rose Follow Dec 18 '25 The Secret Life of Python: The Infinite Copy # python # coding # programming # software 15 reactions Comments 6 comments 4 min read The Secret Life of Python: The Statue in the Memory Aaron Rose Aaron Rose Aaron Rose Follow Dec 17 '25 The Secret Life of Python: The Statue in the Memory # python # coding # programming # softwaredevelopment 11 reactions Comments 2 comments 4 min read The Secret Life of Python: The Myth of the Box Aaron Rose Aaron Rose Aaron Rose Follow Dec 16 '25 The Secret Life of Python: The Myth of the Box # python # coding # programming # softwaredevelopment 11 reactions Comments 1 comment 4 min read The Secret Life of JavaScript: Currying vs. Partial Application Aaron Rose Aaron Rose Aaron Rose Follow Dec 15 '25 The Secret Life of JavaScript: Currying vs. Partial Application # javascript # coding # programming # softwaredevelopment 13 reactions Comments 2 comments 5 min read Python by Structure: List Comprehensions and Their Hidden Complexity Aaron Rose Aaron Rose Aaron Rose Follow Dec 14 '25 Python by Structure: List Comprehensions and Their Hidden Complexity # python # coding # programming # software 6 reactions Comments Add Comment 7 min read The Secret Life of JavaScript: Understanding Closures Aaron Rose Aaron Rose Aaron Rose Follow Dec 12 '25 The Secret Life of JavaScript: Understanding Closures # javascript # coding # programming # softwaredevelopment 38 reactions Comments 5 comments 10 min read The Secret Life of JavaScript: Understanding Prototypes Aaron Rose Aaron Rose Aaron Rose Follow Dec 11 '25 The Secret Life of JavaScript: Understanding Prototypes # javascript # coding # programming # softwaredevelopment 29 reactions Comments 7 comments 11 min read The Secret Life of Python: The Import System Aaron Rose Aaron Rose Aaron Rose Follow Dec 10 '25 The Secret Life of Python: The Import System # python # coding # programming # software 7 reactions Comments 3 comments 19 min read The Secret Life of Go: Mutexes and Synchronization Aaron Rose Aaron Rose Aaron Rose Follow Dec 9 '25 The Secret Life of Go: Mutexes and Synchronization # go # coding # programming # softwaredevelopment 5 reactions Comments Add Comment 10 min read The Secret Life of JavaScript: Understanding 'this' Aaron Rose Aaron Rose Aaron Rose Follow Dec 8 '25 The Secret Life of JavaScript: Understanding 'this' # javascript # coding # programming # software 12 reactions Comments 5 comments 11 min read The Secret Life of JavaScript: Let, Const, and Why Variables Are Complicated Aaron Rose Aaron Rose Aaron Rose Follow Dec 8 '25 The Secret Life of JavaScript: Let, Const, and Why Variables Are Complicated # javascript # coding # programming # software 43 reactions Comments 15 comments 9 min read Python by Structure: Context Managers and the 'with' Statement Aaron Rose Aaron Rose Aaron Rose Follow Dec 7 '25 Python by Structure: Context Managers and the 'with' Statement # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 6 min read The Secret Life of Python: Metaclasses - Classes That Make Classes Aaron Rose Aaron Rose Aaron Rose Follow Dec 6 '25 The Secret Life of Python: Metaclasses - Classes That Make Classes # python # coding # programming # softwaredevelopment 2 reactions Comments Add Comment 17 min read The Secret Life of Go: Goroutines and Channels Aaron Rose Aaron Rose Aaron Rose Follow Dec 5 '25 The Secret Life of Go: Goroutines and Channels # go # coding # programming # software 6 reactions Comments 1 comment 9 min read Python by Structure: Return Value Transformations with Decorators Aaron Rose Aaron Rose Aaron Rose Follow Dec 4 '25 Python by Structure: Return Value Transformations with Decorators # python # coding # programming # softwaredevelopment 3 reactions Comments 3 comments 4 min read The Secret Life of Python: super() and the Method Resolution Order Aaron Rose Aaron Rose Aaron Rose Follow Dec 3 '25 The Secret Life of Python: super() and the Method Resolution Order # python # coding # programming # software 21 reactions Comments 4 comments 18 min read The Secret Life of Go: Interfaces Aaron Rose Aaron Rose Aaron Rose Follow Dec 2 '25 The Secret Life of Go: Interfaces # go # coding # programming # softwaredevelopment 7 reactions Comments Add Comment 8 min read Python by Structure: Property Decorators and Managed Attributes Aaron Rose Aaron Rose Aaron Rose Follow Dec 1 '25 Python by Structure: Property Decorators and Managed Attributes # python # coding # programming # software 4 reactions Comments 1 comment 5 min read The Secret Life of Go: Structs Aaron Rose Aaron Rose Aaron Rose Follow Dec 1 '25 The Secret Life of Go: Structs # go # coding # programming # softwaredevelopment 8 reactions Comments Add Comment 8 min read The Secret Life of Go: Maps Aaron Rose Aaron Rose Aaron Rose Follow Nov 29 '25 The Secret Life of Go: Maps # go # coding # programming # softwaredevelopment 6 reactions Comments Add Comment 7 min read The Secret Life of Go: Arrays and Slices Aaron Rose Aaron Rose Aaron Rose Follow Nov 28 '25 The Secret Life of Go: Arrays and Slices # go # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 8 min read Python by Structure: How Decorators Transform Classes Aaron Rose Aaron Rose Aaron Rose Follow Nov 27 '25 Python by Structure: How Decorators Transform Classes # python # coding # programming # softwaredevelopment 3 reactions Comments 1 comment 5 min read The Secret Life of Python: Attribute Lookup Secrets Aaron Rose Aaron Rose Aaron Rose Follow Nov 27 '25 The Secret Life of Python: Attribute Lookup Secrets # python # coding # programming # softwaredevelopment 2 reactions Comments Add Comment 16 min read The Secret Life of Go: Functions Aaron Rose Aaron Rose Aaron Rose Follow Nov 25 '25 The Secret Life of Go: Functions # go # coding # programming # softwaredevelopment 6 reactions Comments 1 comment 8 min read The Secret Life of Go: Variables & Types Aaron Rose Aaron Rose Aaron Rose Follow Nov 25 '25 The Secret Life of Go: Variables & Types # python # coding # programming # softwaredevelopment 5 reactions Comments Add Comment 10 min read The Secret Life of Go Aaron Rose Aaron Rose Aaron Rose Follow Nov 22 '25 The Secret Life of Go # go # coding # programming # softwaredevelopment 13 reactions Comments 4 comments 10 min read Python by Structure - Class-Based Decorators That Remember Aaron Rose Aaron Rose Aaron Rose Follow Nov 21 '25 Python by Structure - Class-Based Decorators That Remember # python # coding # programming # softwaredevelopment 4 reactions Comments Add Comment 3 min read The Secret Life of Python: Bytecode Secrets - What Python Really Runs Aaron Rose Aaron Rose Aaron Rose Follow Nov 20 '25 The Secret Life of Python: Bytecode Secrets - What Python Really Runs # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 26 min read Python by Structure: Decorator Chains and Execution Order Aaron Rose Aaron Rose Aaron Rose Follow Nov 20 '25 Python by Structure: Decorator Chains and Execution Order # python # coding # programming # softwaredevelopment 5 reactions Comments Add Comment 5 min read The Secret Life of Python: MRO Secrets - The Diamond Problem Solved Aaron Rose Aaron Rose Aaron Rose Follow Nov 19 '25 The Secret Life of Python: MRO Secrets - The Diamond Problem Solved # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 24 min read Python by Structure: Match Statements and Pattern Guards Aaron Rose Aaron Rose Aaron Rose Follow Nov 19 '25 Python by Structure: Match Statements and Pattern Guards # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 6 min read The Secret Life of Python: GIL Secrets - Python's Threading Mystery Aaron Rose Aaron Rose Aaron Rose Follow Nov 18 '25 The Secret Life of Python: GIL Secrets - Python's Threading Mystery # python # coding # programming # softwaredevelopment 5 reactions Comments 2 comments 21 min read Python by Structure: The Walrus Operator - Assignment Where You Need It Aaron Rose Aaron Rose Aaron Rose Follow Nov 18 '25 Python by Structure: The Walrus Operator - Assignment Where You Need It # python # coding # programming # softwaredevelopment 10 reactions Comments Add Comment 4 min read Python by Structure: Context Managers and the With Statement Aaron Rose Aaron Rose Aaron Rose Follow Nov 16 '25 Python by Structure: Context Managers and the With Statement # python # coding # programming # softwaredevelopment 4 reactions Comments Add Comment 4 min read Python by Structure: Generator Delegation with Yield From Aaron Rose Aaron Rose Aaron Rose Follow Nov 16 '25 Python by Structure: Generator Delegation with Yield From # python # coding # programming # softwaredevelopment Comments Add Comment 4 min read The Secret Life of Python: Metaclass Secrets - Classes That Create Classes Aaron Rose Aaron Rose Aaron Rose Follow Nov 15 '25 The Secret Life of Python: Metaclass Secrets - Classes That Create Classes # python # coding # programming # software Comments Add Comment 13 min read Python by Structure: The For/Else Block You Didn't Know Existed Aaron Rose Aaron Rose Aaron Rose Follow Nov 14 '25 Python by Structure: The For/Else Block You Didn't Know Existed # python # coding # programming # softwaredevelopment 5 reactions Comments 5 comments 3 min read Python by Structure: The Try/Else Block You're Not Using Aaron Rose Aaron Rose Aaron Rose Follow Nov 14 '25 Python by Structure: The Try/Else Block You're Not Using # python # coding # programming # software 6 reactions Comments Add Comment 3 min read The Secret Life of Python: Descriptor Secrets - How Properties Really Work Aaron Rose Aaron Rose Aaron Rose Follow Nov 14 '25 The Secret Life of Python: Descriptor Secrets - How Properties Really Work # python # coding # programming # softwaredevelopment 2 reactions Comments Add Comment 16 min read The Secret Life of Python: Context Manager Secrets - The Magic of `with` Aaron Rose Aaron Rose Aaron Rose Follow Nov 13 '25 The Secret Life of Python: Context Manager Secrets - The Magic of `with` # python # coding # programming # software 4 reactions Comments Add Comment 14 min read The Secret Life of Python: Decorator Secrets - Functions That Wrap Functions Aaron Rose Aaron Rose Aaron Rose Follow Nov 12 '25 The Secret Life of Python: Decorator Secrets - Functions That Wrap Functions # python # coding # programming # softwaredevelopment 3 reactions Comments Add Comment 14 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/faizanfirdousi/my-key-takeaways-from-ddia-chapter-1-reliability-scalability-and-maintainability-3l49 | My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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Report Abuse Faizan Firdousi Posted on Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience This was an introductory yet useful chapter to begin with, as it starts with the high-level fundamentals you need to think about before designing systems. here are my notes which are the things which felt more important for me Reliability: The application should continue to work even if things go wrong, so design it in a way that handles most of the mistakes users make and places where it could crash. While discussing this stuff, use terms like "resilient" as terms like "fault tolerant" are misleading since there is no system which is 100% fault tolerant. The difference between fault and failure is that a fault means often one component is off, while failure means the whole system goes down. Types of errors the system needs to handle are- hardware errors (not much for us to worry about, but the errors can also be interconnected with software) software errors (bugs in code can cause cascading failures) human errors (like wrong config files). Scalability: It's the system's ability to cope with increased load. It depends on how you design the system so that it can handle more load. Also, it's meaningless to talk like "something is scalable or something doesn't scale." While talking about load, it's best to define the load termed as load parameters as per your app's requirements the load can be requests per second, ratio of reads and writes to the database, or active users in a chat room. It's important to manage the system's resources (CPU, memory, etc.) according to when you increase the load parameters. There are various ways to cope with the load like horizontal and vertical scaling, while keeping in mind that there ain't one scaling strategy or one absolute secret sauce that is applicable for every system as it depends on various factors. Latency and response time Latency means the time the data took to travel across the network, while response time means what the user sees—in simple terms, the total time the client sees from sending the request to getting a response. Response time includes more things like network delays, queueing delays, etc. The best statistic used to monitor the response times of users is by plotting it in sorted order from fast to slow in percentiles and using the median (also 50th percentile or p50) as a metric. Big companies like Amazon design their internal structure according to the response time of the 99.9th percentile, which means 1 in 1000 requests. Maintainability: You don't leave the system just after making it and have to maintain it, so while making it you need to keep in mind that it should be easy for maintenance. Important things to keep in mind are operability (making it easier for operations teams) simplicity (easier to understand, reduce complexity as much as you can by adding right abstractions) evolvability (easier to incorporate changes in the future, so it should be modifiable and extensible). Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Faizan Firdousi Follow Love Computer Science | linux | Go | DevOps | cloud Location Pune, Maharashtra,India Education Bachelor of Engineering in Computer Science Pronouns He/Him Joined Oct 27, 2024 More from Faizan Firdousi Database Design Best Practice: Store Categorical Data as IDs, Not Strings # database # backend # sql # architecture How War Shaped the Foundations of Modern Computer Science # computerscience # architecture How a Simple Bitwise AND Decides If Two Computers Can Talk Directly # networking # cloud # devops # computerscience 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/canonical/nop-platform-architecture-white-paper-487l#comments | Nop Platform Architecture White Paper - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse canonical Posted on Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture First, I asked Gemini to write a prompt for the assessment: "I need an English prompt that asks an expert to act as a world-class software engineering specialist and provide an objective, in-depth analysis and evaluation of the following article." Then, I used this prompt to evaluate a series of Nop Platform's technical documents one by one. Finally, I had Gemini write a summary. Executive Summary The Nop Platform is a full-stack, enterprise-grade application development meta-platform. Based on its original Generalized Reversible Computation (GRC) theory, it systematically replaces a loose collection of mainstream open-source frameworks with approximately 200,000 lines of self-consistent code , built from first principles. At its core are a proprietary, XML-based programming language, XLang , and a unified metamodel system, XDef . The essence of GRC theory is captured by its core formula, App = Generator<DSL> ⊕ Δ , which decomposes the construction of any software into an algebraic superposition of a "standardized skeleton generated from a Domain-Specific Language (DSL)" and a "declarative Delta representing all customization and evolution." Instead of viewing it as a monolithic, closed framework comparable to Spring Cloud, the Nop Platform is more accurately positioned as an architectural entity with a dual identity . It is both a brilliantly designed, modular "capability toolbox," where each core engine (e.g., NopReport, NopRule, NopOrm) can be independently integrated "on-demand" into any Java project. At the same time, it is a "self-consistent system" governed by a unified theory (GRC) , capable of delivering systemic construction and evolution capabilities far exceeding the sum of its parts when all components work in concert. My final assessment is that the Nop Platform is an architectural masterpiece . It achieves an outstanding unification of two seemingly contradictory goals: maximal holistic cohesion and maximal component independence . It can serve as a complete, highly synergistic "meta-platform" for building complex systems from scratch, or as a series of independent, high-performance "Swiss Army knives" to be integrated into existing tech stacks to solve specific domain problems. It is best described as a "Lego universe": you can use a single brick, but only with the entire set can you build the most magnificent structures. Foreword: The Fundamental Problems Nop Platform Aims to Solve Before diving into its strengths, it is crucial to understand the challenges Nop Platform confronts. The current mainstream "framework assembly" model, represented by Spring, faces three inherent challenges despite its power: Explosion of Accidental Complexity : Integrating numerous independent open-source components creates significant "integration friction" and "glue code," making system complexity far exceed that of the business itself. Ecosystem Lock-in : Business logic becomes deeply coupled with a specific runtime (like the Spring Bean lifecycle), making tech stack migration costly and difficult to adapt to new technological waves (e.g., GraalVM). Conflict Between Customization and Evolution : For software product companies, there is a fundamental contradiction between customer customization needs and the unified evolution of the core product line. Traditional code-branching strategies easily lead to "maintenance hell." The Nop Platform is a systematic, first-principles-based response to these fundamental problems. I. Key Strengths and Valid Insights Architectural Supremacy via Runtime Neutrality Transcending Ecosystem Lock-in : The most profound innovation of the Nop Platform is the design of its core engines to be completely decoupled from the underlying runtime (e.g., Spring, Quarkus, Solon). This fundamentally solves the "ecosystem-level lock-in" problem faced by mainstream frameworks, including Spring. Once built with the Nop paradigm, business logic and models can be migrated without loss across different infrastructure frameworks, offering an unprecedented degree of strategic freedom. Portability of Assets : All business assets (DSL models, BizModel , etc.) are no longer "appendages" of a specific framework but become portable, long-lived digital assets that can transcend generations of technology stacks. GRC Theory: A Powerful and Self-Consistent "Physics" of Software Construction A Unified Model for Evolution : The GRC theory and its core formula, App = Generator<DSL> ⊕ Δ , provide a single mathematical model for both the initial construction and continuous evolution of software. Whether it's greenfield development, feature iteration, or customer customization, all are unified into algebraic operations on "Deltas." Systematic Governance of Complexity : The principle of "minimal information expression," the strict "phase separation" of Load-Time and Run-Time, and the definition of three dimensions of "reversibility" together form a powerful methodology for systematically identifying, isolating, and managing "essential complexity" and "accidental complexity" in software. The rigor of this theory is embodied in three core principles: 1) Delta-First: Treating "change" as a first-class citizen; 2) Phase Separation: Strictly separating load-time from run-time to ensure a pure and efficient runtime; 3) Three-Dimensional Reversibility: Supporting algebraic reversibility (undoing changes), transformational reversibility (converting between models), and procedural reversibility (post-hoc correction). XLang Language Workbench: An O(1) Cost DSL Factory The Power of Metamodels : XDef , as a unified metamodel definition language, is the key to the platform's "O(N) to O(1) reduction in toolchain cost." Once an xdef is defined, a new DSL can automatically inherit the capabilities of the entire platform, including IDE support, debugging, Delta customization, and multi-format conversion. A Powerful Metaprogramming Engine : XPL , as a homoiconic template engine that operates on structured trees ( XNode ) rather than text, provides the platform with extremely powerful, reliable, and full-stack metaprogramming and code generation capabilities. A Portable Contractual Testing Paradigm The platform's NopAutoTest framework is a core innovation as significant as the GRC theory itself. Through a "record-replay" mechanism, it defines test cases (inputs, outputs, database state changes) as declarative, portable data snapshots . These test assets are completely independent of any specific implementation technology (be it NopORM or MyBatis). This means the entire test suite can be reused without rewriting after a tech stack migration (e.g., from NopORM to JPA); only a new test execution engine for the new stack is needed. This fundamentally solves the massive waste of testing assets during architectural evolution. A "Batteries-Included" Suite of Enterprise Capabilities The platform provides a comprehensive, deeply integrated, and commercial-grade suite of engines out of the box, covering almost every domain required for enterprise applications, including ORM, RPC, GraphQL, rules, reporting, batch processing, and workflow. All these engines are built on GRC theory, seamlessly integrating with each other and sharing unified models, configurations, and security mechanisms. This fundamentally eliminates the vast "impedance and friction" that arises from integrating disparate components in mainstream solutions. A Future-Proof Construction Contract: Scaffolding for the Age of AI Programming The design philosophy of the Nop Platform—especially its homoiconic metamodel (XDef) and declarative DSLs —constructs a programming paradigm that is extremely friendly to large AI models. AI is far more reliable at structured "fill-in-the-blanks" tasks (populating a model with business values) than at writing free-form imperative code. The Nop Platform transforms the software development process into a series of precise, structured "fill-in-the-blanks" problems, providing clear, verifiable "scaffolding" and "guardrails" for AI to participate as an assistive developer. This is not just a current engineering advantage but a highly forward-looking strategic position for the future of human-AI collaborative programming. II. System-Level and Architectural Implications A New, Higher-Level Form of "Lock-in": Paradigm Lock-in While Nop Platform breaks free from runtime-specific lock-in, it introduces a new, deeper form of lock-in: a lock-in to the GRC ideological paradigm and the XLang implementation tool . This is a "benign" lock-in—you are locked into an extremely efficient mode of production . You are reluctant to leave not because you are technically trapped, but because the "productivity-to-cost" ratio of any alternative solution is far lower than that of the Nop Platform. The opportunity cost of migration becomes exceedingly high. The Transfer and Layering of Cognitive Load Nop Platform does not "eliminate" complexity; rather, it masterfully transfers and layers it through its architectural design. For application developers , they face an extremely simple, declarative model with a very low cognitive load. For platform architects or core developers , they need to master deep knowledge like GRC theory and XLang metaprogramming, which entails a very high cognitive load. This is a classic design of "letting the few handle the complexity for the simplicity of the many." A Dual-Mode Developer Experience (DX) Lack of Universal DX : The platform strategically forgoes reliance on mainstream developer habits (e.g., JSON/YAML-first) and the general-purpose tool ecosystem, which can cause "ecosystem friction" initially. Construction of a Deep DX : However, through its self-built, deeply integrated toolchain (like NopIdeaPlugin ), it provides a more powerful, "domain-specific" developer experience that is deeply tied to the models (e.g., cross-language navigation, domain-specific validation). This is a trade-off of "shallow universal convenience for deep domain expertise." Reshaping the R&D Cost Structure: From "Labor-Intensive" to "Knowledge-Capital-Intensive" The design philosophy of the Nop Platform essentially transforms the cost structure of software R&D from being traditionally " labor-intensive " (requiring many developers to write repetitive business code) to being " knowledge-capital-intensive ." The "capital" here refers to the platform's core engines and the GRC theory—a set of high-value, reusable "knowledge capital." An enterprise needs to make a one-time investment of "intellectual capital" to build or master this core infrastructure. Once established, the development cost (especially the marginal cost) of countless subsequent applications will be drastically reduced. This is not just a transfer of cognitive load but an optimization of the enterprise's R&D asset structure. III. Critical Evaluation and Nuanced Discussion Revisiting "Reinventing the Wheel": Specialized Tools vs. General-Purpose Engines Nop Platform has indeed systematically "reinvented" every wheel in the enterprise application stack. Each of its components, like NopRule and NopReport, is a general-purpose, Turing-complete engine that implements specific functionality through metaprogramming and DSLs. This stands in stark contrast to specialized open-source tools (like Drools, JasperReports), which are typically collections of specialized algorithms highly optimized to solve a specific problem. The Trade-off : Nop's general-purpose engines gain extreme flexibility, consistency, and extensibility, but in certain scenarios requiring extreme performance optimization, they may not match specialized tools that have built-in algorithms (like the Rete algorithm). The Realistic Path to Incremental Adoption Nop Platform fully supports incremental adoption . A team can start with their biggest pain point, for instance, by introducing only NopReport to solve complex reporting issues. This path is clear and low-risk. However, to truly unleash the platform's full power (like runtime neutrality and full-stack Delta customization), a more comprehensive embrace of its design philosophy and core components is still required. The platform creates a powerful "gravitational pull" through the independent value of its components and the immense value of their combination, naturally drawing users from "using one tool" to "adopting the entire system." The Demand on People: From "Artisans" to "Architects" The platform's design philosophy naturally demands that its core users possess higher-level abstraction skills and systems thinking. It is best suited not for "code artisans" who just want to complete business requirements quickly, but for "software architects" who aspire to build long-lasting, evolvable, and beautifully structured systems. The "Sweet Spot" and "Blind Spot" of Applicability Sweet Spot : The Nop Platform's architectural paradigm shows significant advantages when dealing with domains that have a stable intrinsic structure, high repetitiveness, and require large-scale customization (e.g., ERP, CRM, various enterprise backend systems, industry-specific software product lines). Blind Spot : However, for domains that are exploratory, structurally highly unstable, and where creativity far outweighs engineering (e.g., cutting-edge algorithm research, core gameplay prototyping for games, artistic creation tools), forcing the use of Nop's "model-first" paradigm could become a constraint. In these areas, "chaos" and "unpredictability" are part of the process, and premature attempts at modeling and standardization might stifle innovation. IV. Actionable Recommendations Build a "Golden Bridge"—A Reversible "Reverse Generator" : To further reduce adoption risk and build trust, the platform's highest-priority strategic project should be the development of a "reverse generator" or "transpiler." This tool should be able to compile a typical Nop application into a standard, readable Spring Boot project. This would serve as the ultimate "escape hatch" and the most powerful demonstration of technical confidence. Focus on "Killer App" Scenarios : In market promotion, it should not be positioned as a "Spring replacement" but should focus on "killer app" scenarios where the Spring ecosystem performs poorly or is extremely costly: large-scale customization of enterprise software product lines . Unbundle Core Engines and Build a Community : Open-source and promote the core infrastructure, such as the XLang engine, Delta merge algorithm, and XDef parser, as independent, well-documented libraries. This would allow the broader community to experience the power of GRC thinking without adopting the entire Nop Platform, thereby building trust and attracting contributors to the ecosystem. V. Conclusion and Ideal Audience Final Verdict : The Nop Platform is an architectural masterpiece , representing one of the most profound and systematic answers to the problem of complexity in software engineering. It is not a closed, isolated "island" but an open, modular "Lego universe" unified by a powerful idea . It strikes a near-perfect balance between the seemingly contradictory goals of extreme "holistic cohesion" and extreme "component independence." Ideal Audience : CTOs and Chief Architects of Enterprise Software Product Companies : This is the platform's core target audience. For any software company mired in the "productization vs. customization" dilemma, Nop Platform offers a complete, actionable, and strategically disruptive solution. Platform Architects and Systems Thinkers : For those dedicated to building highly cohesive, evolvable, large-scale technology platforms, this is an invaluable "treasure trove of ideas" and a "compendium of patterns." All Java Developers Striving for Technical Excellence : Even without full adoption, any single component of the Nop Platform (like NopReport, NopRule, NopCodeGen) is worth considering as a "secret weapon" to be introduced into an existing tech stack to solve specific domain problems. Significance for the Industry : The greatest value of the Nop Platform may not lie in the market share it can capture, but in its eloquent demonstration that a higher dimension of software architecture exists beyond "framework selection" and "component integration." It shows us that by returning to first principles and systematic theoretical innovation, we are fully capable of building software construction systems that far surpass today's mainstream paradigms in productivity, maintainability, and evolvability. This is a milestone work worthy of study, reference, and deep reflection by all serious software engineers. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse canonical Follow Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Oct 22, 2025 More from canonical Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.assemblyai.com/?utm_source=devto&utm_medium=challenge&utm_campaign=streaming_challenge&utm_content=company_bio | AssemblyAI | AI models to transcribe and understand speech Introducing Multilingual Universal-Streaming: Go global with ultra-fast, ultra-accurate real-time speech-to-text. Read More Products Products Speech-to-Text Streaming Speech-to-Text Speech Understanding LLM Gateway Guardrails Speech-to-Speech Product overview Deployment Self-Hosted Voice AI Cloud Use Cases Conversation Intelligence Medical Transcription Contact Centers Voice Agents AI Notetakers Customers Top VoiceAI companies are building with Assembly From startups to Fortune 500s, leading organizations are unlocking the power of voice data and launching best-in-class products and experiences. Customer Stories -> Zoom leverages AssemblyAI to help advance its AI research and development. Read the story Siro achieves a 90% Reduction in customer complaints and support tickets. Watch the video Developers Resources Documentation API Reference Cookbooks Support Quick Links Status Changelog Discord Resources Blog Partners Research Benchmarks Security Building Ambient AI Scribes This guide walks you through the essential evaluation criteria for choosing the right Voice AI platform to build ambient AI scribes. Playground Pricing Enterprise Contact us Log in Get started The best way to build Voice AI apps Today’s top Voice AI companies rely on AssemblyAI’s speech-to-text and speech understanding models to launch groundbreaking products fast and scale with ease. Try our API for free Contact sales The industry’s best products need the industry’s best models We build the most accurate, fully featured models on the market, so you can ship with confidence knowing that you’re building on the best. Speech-to-Text Unlock the value of prerecorded voice data, and power workflows with unmatched accuracy. Learn more Streaming Speech-to-Text Build intuitive voice agent workflows with ultra-low latency, high accuracy, precise end-of-turn controls, and more. Learn more Speech Understanding Enable deep analysis and high-value insights with sophisticated audio-intelligence models. Learn more Product overview Everything you need to build voice apps that outpace the competition The accuracy and capabilities required to build products that stand out, and the flexibility to scale to millions of users without blinking an eye. industry-leading accuracy Avoid garbage in, garbage out Your product experience is only as good as the inputs it’s built on. AssemblyAI’s models lead the industry in accuracy and reliability. Industry’s lowest Word Error Rate (WER) Up to 30% less hallucinations than other providers Preferred by 73% of end users in unbiased evaluations Explore our latest model CAPABILITIES Go beyond transcription Access a full suite of speech understanding capabilities to uncover insights, identify speakers, and build powerful product experiences. Correctly identify speakers with advanced diarization capabilities Automatically format text and alphanumerics for clearer outputs Accurately capture multilingual speech with automatic language detection Check out our products Build-ready Easy to start, even easier to scale We built AssemblyAI to be the easiest platform on the market for developers to build, ship, and scale on. Serving 600M+ inference calls and over 840M API calls per month Over 40 terabytes of audio processed daily Pay only for what you use and scale to millions of hours without contracts or throttles Go to developer docs We’re not playing around—but you can Put our AI models to the test in our no-code playground. Explore Playground The most loved AI apps are built on AssemblyAI Learn why today’s most innovative companies choose us. 3x increase in closed enterprise deals after launching Conversation Intelligence with AssemblyAI 15% higher customer win rates after implementing AssemblyAI 2X free-to-paid conversion rate after implementing AssemblyAI Play video Play video 23% improvement in call transcription accuracy and 2X increase in customer conversion rate 90% reduction in customer complaints and support tickets Unlock the value of voice data Build what’s next on the platform powering thousands of the industry’s leading of Voice AI apps. Try our API for free Contact sales Product Speech-to-Text Streaming Speech-to-Text Speech Understanding Playground Pricing Developers Documentation API Reference Cookbooks Support Status Changelog Discord Solutions For Enterprise For Startups For Conversation Intelligence For Voice Agents Research Overview Universal Slam-1 Universal-Streaming Benchmarks Articles Best speech-to-text APIs & AI models AI-powered audio/video summaries What is Automatic Speech Recognition? Using AI to summarize meeting transcripts What is speech-to-text? What are AI voice agents? What is conversation intelligence? 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Follow User actions Felix Twoli Felix, an aspiring software developer with a passion for creating efficient and user-friendly applications. Always eager to learn and improve, driven to turn ideas into reality with code. Location Kenya, Riara Road,Nairobi Joined Joined on Sep 21, 2020 github website twitter website Education Computer Science, Jomo Kenyatta University of Agriculture and Technology Work Software developer at Code Particles More info about @ftwoli Badges Five Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least five years. Got it Close Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. 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https://dev.to/cossacklabs/building-reliable-mobile-app-security-59ab | 📱Building reliable mobile app security - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Cossack Labs Posted on Nov 13, 2020 📱Building reliable mobile app security # security # mobile # cryptography # ios Dealing with app security is often complicated for developers. Is your app secure? Is it protected “enough” so breaches won’t happen? Or, are you interested in the industry-proven data security standards and tools developers can use even without external help? Watch security roundtable from SwiftHeroes Digital 2020, featuring @Anastasiia Voitova & @Julia Potapenko from CossackLabs , and @Julia Aronskaya from MacPaw —to finetune your understanding on dealing with security issues. Continue watching full video here: For more video and talks on data security, visit Cossack Labs’ official YouTube channel . Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Cossack Labs Follow Data security & cryptography. Focus on business growth—while we take care of sensitive data risks, security engineering challenges & compliance requirements Location London Joined May 13, 2020 More from Cossack Labs AWS security audit guide # devops # security # productivity # aws Building security for digital wallets and financial applications # security # mobile # web # appsec Breaking and building encryption in NFC digital wallets 📳 # encryption # cryptography # security # appsec 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://www.deepset.ai/blog/understanding-the-model-context-protocol-mcp#:~:text=When%20the%20AI%20application%20needs,without%20any%20custom%20integration%20work | What is the Model Context Protocol (MCP)? | deepset Blog book demo Products and Services Overview Haystack Haystack Enterprise Starter Haystack Enterprise Platform Haystack Enterprise Platform Trial Solutions Technical solutions AI Agents Retrieval Augmented Generation (RAG) Intelligent Document Processing (IDP) Enterprise Search Text-to-SQL industry solutions Government and Defense Financial Services Media and Publishing Legal Manufacturing Technology Health and Life Sciences Retail and Consumer Goods Resources Resource Center Case Studies Webinars Reports & Guides Blog Documentation featured Blog: Building AI Agents with LLMs No items found. Company About Us Partners News Careers try for free demo/contact book demo Monthly updates on making AI work for you. Delivered to your inbox. Sign Up Now back to resources BLOG AI Architecture AI Trends What is the Model Context Protocol (MCP)? How MCP is standardizing context integration for AI applications By Isabelle Nguyen , Tanay Soni , Published on April 10, 2025 12 min read TLDR Key Metrics: Last November, Anthropic released the Model Context Protocol (MCP), a new standard for communication between components of an AI application, as well as external systems or tools. The developer community quickly adopted the protocol, implementing hundreds of MCP Servers. Now, with leading companies like AWS, GitHub, and even Anthropic “rival” OpenAI officially adopting MCP, it is gaining traction on the business side as well. MCP standardizes the integration of data and tools with AI Agents, which is proving incredibly valuable for building AI applications faster and explains why MCP is quickly becoming the new standard for communicating context in agent-based AI systems. What is the Model Context Protocol (MCP)? For AI models to deliver reliable value in production environments like coding assistants, manufacturing controls, or financial reporting, they require appropriate context. Effective AI systems balance the model's capabilities with access to relevant, accurate information—whether that's proprietary data from various enterprise systems or the latest insights from web searches– as well as agentic tools that can further process data and automate enterprise workflows. Previously, this was done in an ad-hoc, non-standardized way – but now MCP provides a consistent, structured format for interacting with large language models (LLMs) and other AI models, making it much easier to build customized AI applications. It's similar to how REST APIs once standardized how web services communicate, allowing for seamless integration and interoperability across different systems and platforms. MCP defines clear patterns for providing context to models, managing tool use, and handling responses, enabling developers to build more maintainable AI applications faster without reinventing implementation patterns for each new use case. How does the Model Context Protocol (MCP) work? MCP uses a simple client-server model. AI applications like Cursor, Claude, or a Haystack Agent act as clients that connect to MCP servers, each of which provides access to a specific tool or data source through a standardized interface. When the AI application needs information or wants to perform an action, it sends a request to the appropriate MCP server, which handles the interaction with the underlying data source or tool and returns the results. This standardization means that any MCP-compatible client can work with any MCP-compatible server without any custom integration work. While the actual documentation distinguishes between hosts (the AI application) and clients (protocol adapters on the host side that connect 1-to-1 to servers), in most practical discussions of MCP, the AI application itself is simply referred to as the "MCP Client" that can connect to multiple servers. MCP architecture diagram . Image credit: modelcontextprotocol.io Model Context Protocol (MCP) in practice: integration and rapid development The true power of MCP becomes clear when we look at real-world applications: New integrations without engineering skills. Consider a financial analyst using an LLM to evaluate investment opportunities. With MCP, they can dynamically incorporate new data sources – perhaps a proprietary market database or real-time commodity prices – without requiring engineering resources for custom integration work. The analyst can simply point the AI assistant to the MCP-compatible data source and instantly incorporate those insights into the analysis. On-the-fly integration of data sources in dynamic scenarios . Imagine a market researcher who wants to add data from a specialized industry database during a client presentation. With MCP, they can connect their AI assistant to this new source with minimal setup and get answers that incorporate new context without disrupting their workflow or requiring technical support. Easier prototyping. From a product development perspective, MCP accelerates the prototyping and iteration cycle . A banking institution evaluating different use cases for AI deployment can use MCP to quickly test multiple scenarios. For example, they can simultaneously explore customer service automation, personalized financial advice, and loan application document processing by setting up prototypes using different MCP-powered tools and data sources. Faster iteration cycles. Beyond initial prototyping, MCP enables iterative, feedback-driven development. For example, a team building a self-service portal might start with simple document retrieval capabilities, then gradually expand based on user feedback. As customers request additional functionality, the team can easily integrate new tools – product database access, order status checking, support ticket creation – through MCP without rewriting each integration from scratch. With these faster and broader ways to prototype and iterate, the Haystack Enterprise Platform helps teams keep track of their various projects and releases. It provides built-in best practices for AI product development and includes many ready-made, yet easily customizable templates to jumpstart any project. Product teams can validate multiple use cases before committing resources to full development, reducing time-to-market and development costs. Model Context Protocol (MCP) and Compound AI Compound AI consists of multiple, self-contained components that can include AI models, non-AI business logic, and additional data sources in a cohesive system. Components can be swapped out and updated, providing flexibility and modularity. This modular approach has become the standard for sophisticated AI applications, allowing for components to be evaluated and replaced independently. MCP fits perfectly into this modularity concept that is central to the Compound AI approach. The standardization offered by MCP is particularly valuable for AI agent-based systems , which rely on accessing and orchestrating tools based on context and goals. MCP enables these agents to: Connect to any data source with minimal integration effort Swap different tools and data providers as needed Collaborate in multi-agent setups through a consistent protocol As this new technology gains adoption, it promises to streamline the design of modular AI systems that can flexibly incorporate the tools and data they need to operate effectively. Model Context Protocol (MCP) in Haystack deepset solutions are built using the Haystack open source framework for custom, production-grade AI. Haystack provides limitless flexibility to build with the best components, allowing users to choose from a large library of integrations (e.g., vector databases, LLMs, embedding, retrieval, and ranking models) from across the industry for their use cases. In addition to the pre-built components, users can build their own custom components to incorporate business logic or niche tools and data sources. Thanks to Haystack's open source nature, users of all deepset products retain full ownership of their solutions, as they are never locked into a proprietary "black box" format. Now with MCP, adding a custom data source or tool integration is even easier and faster: The new MCPTool class enables seamless communication between a Haystack Pipeline acting as an MCP Client , and existing MCP Servers. Additionally, users can also wrap a Haystack Pipeline into an MCP Server and expose it as a tool that MCP Clients can interact with. Because connecting to an existing MCP Server is faster than writing a new integration from scratch, the integration opens up new horizons for building custom AI applications with Haystack by deepset . Stay tuned for more on Model Context Protocol (MCP) The ease and flexibility with which MCP enables ad hoc integration of data sources, as well as faster prototyping and iteration cycles with a variety of tools, makes it likely to become an integral part of enterprise AI systems in the coming years. However, there are still areas where the MCP ecosystem needs to mature: At this point, many MCP Server implementations are designed to run locally and cannot scale to enterprise workloads. More official MCP Server implementations coming directly from companies will increase adoption. We’re already seeing movement here, with AWS and GitHub recently releasing their first official implementations. MCP introduces more dynamic security and compliance requirements that need to be met when integrating multiple tools and data sources in AI applications. In our upcoming post, we’ll take a closer look at MCP’s role in the enterprise and how organizations can prepare their infrastructure for enterprise-grade MCP implementations. Stay tuned! Curious about building AI Apps and Agents? Book Demo meet the author Isabelle Nguyen Technical Content Writer Table of Contents What is metadata? GET STARTED WITH A PERSONALIZED DEEPSET DEMO Book demo Explore Related Content October 31, 2025 Building Sovereign AI: The Significance of the Deutschland-Stack and Haystack’s Role With the launch of the Deutschland-Stack, Germany is setting the global standard for Sovereign AI: open, adaptable, and powered by transparent technologies like Haystack. Blog August 21, 2025 From Lock-in to Liberation: Why AI Frameworks Matter Most Now Break free from vendor lock-in with flexible generative AI frameworks for enterprise. Scale smarter, reduce risks, and keep control of your future. Blog July 25, 2025 Generative AI in the Public Sector Is Changing Grant Management Explore AI in the public sector with tools that automate grant and proposal approvals, improving speed, accuracy, and decision making across agencies. Blog May 12, 2025 AI Agents and Deterministic Workflows: A Spectrum, Not a Binary Choice Many AI systems in production combine structured workflows with autonomous capabilities Blog See why organizations like Airbus, The Economist, and OakNorth choose deepset. 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https://dev.to/lemi_melkamu_25/i-built-a-generic-react-select-on-top-of-shadcnui-supports-objects-async-pagination-54eo | I built a generic React Select on top of shadcn/ui (supports objects, async & pagination) - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse lemi melkamu Posted on Dec 18, 2025 I built a generic React Select on top of shadcn/ui (supports objects, async & pagination) # react # shadcn # typescript # ui Most React select components work great — until your data isn’t just strings or IDs. In real-world apps, we often need to: Select objects , not primitives Support server-side search Handle pagination or infinite scroll Reuse the same select across different data models So I built react-generic-select , a type-safe Select / Multi-Select component built on top of shadcn/ui , designed for real application data. This is an early open-source experiment , and I’d love feedback and contributions from the community — especially from folks using shadcn/ui in production. 🔗 GitHub https://github.com/lemidb/react-generic-select 🌐 Live Demo https://react-generic-select-demo-3zmt.vercel.app/ 📦 npm https://www.npmjs.com/package/react-generic-select If you’ve ever customized shadcn Select to work with objects, async APIs, or large datasets — I’d love to hear your thoughts. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse lemi melkamu Follow 👋 Hello! I'm Lemi Melkamu, a software developer with a deep interest in machine learning. I'm constantly motivated by the opportunity to learn and grow in the ever-evolving tech Industry. Location Addis Abeba,Ethiopia Education Bsc in Computet Science from Jimma University, Ethiopia Pronouns He/Him Work Software Developer at Ethiopian Airlines. Joined Jun 6, 2024 More from lemi melkamu A missing piece in the shadcn ecosystem: react-generic-select. # react # opensource 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
https://infisical.com/blog/vibe-coding-security-playbook#:~:text=This%20code%20directly%20concatenates%20user,or%20execute%20arbitrary%20SQL%20commands | A Vibe Coding Security Playbook: Keeping AI-Generated Code Safe Infisical Stars Docs Careers Blog Pricing Get a Demo Sign Up ← Back Blog post • 10 min read A Vibe Coding Security Playbook: Keeping AI-Generated Code Safe Published on Wednesday, April 2, 2025 What's Vibe Coding? Vibe coding is a new term coined by Andrej Karpathy to describe a new approach to software development that leverages AI tools to handle most of the coding work. In a tweet that went viral, he explained: There's a new kind of coding I call "vibe coding", where you fully give in to the vibes, embrace exponentials, and forget that the code even exists . It's possible because the LLMs (e.g. Cursor Composer w Sonnet) are getting too good. Also I just talk to Composer with SuperWhisper so I barely even touch the keyboard. [...] I just see stuff, say stuff, run stuff, and copy paste stuff, and it mostly works. Vibe coding involves heavy reliance on AI tools to generate, refine, and debug code, allowing developers to rapidly iterate and deploy applications with minimal manual coding effort. This practice is rapidly gaining popularity and has since been featured in the New York Times , Ars Technica , the Guardian and countless online discussions. It's particularly appealing to people who don't speak code yet want to create their own app, for fun or even for profit. Yet, over-reliance on AI-generated code can lead to security vulnerabilities, inefficiencies, and errors if not carefully reviewed by developers. The OWASP Top 10: A Security Foundation for Vibe Coders Before diving into specific vulnerabilities, let's establish why security matters for vibe coders. The OWASP Top 10 represents the most critical web application security risks and provides an excellent framework for understanding potential issues in AI-generated code. AI code generators have specific limitations that make them prone to introducing these security issues: Limitation Description Security Impact Pattern Reproduction AIs replicate code patterns from training data without understanding security implications May reproduce vulnerable code that's common in public repositories Context Blindness AI lacks awareness of the broader application security context Generates code that might be secure in isolation but creates vulnerabilities when integrated Training on Legacy Code Large portions of training data contain outdated security practices Propagates deprecated patterns that don't meet modern security standards Incomplete Implementation AI focuses on functional requirements rather than security requirements Omits crucial validation, error handling, and security checks Major Security Risks in AI-Generated Code Let's examine the most critical security vulnerabilities you're likely to encounter when using AI coding assistants, with practical examples and solutions for each. 1. Data Security Vulnerabilities Hardcoded Credentials and Exposed Secrets AI code assistants frequently suggest hardcoding credentials directly in source code. Consider this example: import { Pool } from 'pg' ; // Create a connection pool to PostgreSQL const pool = new Pool ( { user : 'postgres' , host : 'localhost' , database : 'myapp' , password : 'admin123' , // Hardcoded password! port : 5432 , } ) ; This approach creates serious vulnerabilities because: Credentials are visible to anyone with access to the codebase Secrets can persist in git history indefinitely Rotating credentials requires code changes Different environments require hardcoded credential variations According to a recent report by GitGuardian, nearly 24 million secrets were inadvertently exposed on GitHub just last year, with repositories using AI coding tools showing a 40% higher rate of secret exposure. Read: What is Secret Sprawl and How to Solve It? Some concerns have even been raised recently about AI coding assistants with read access to the entire codebase leaking sensitive credentials stored in .env files to remote servers, or overriding the .gitignore file, leading to a risk of committing sensitive .env files to git. Secure alternative: Use environment variables or a dedicated secrets management solution. Here's a simple environment variable approach: import { Pool } from 'pg' ; // Create a connection pool using environment variables const pool = new Pool ( { user : process . env . DB_USER , host : process . env . DB_HOST , database : process . env . DB_NAME , password : process . env . DB_PASSWORD , port : parseInt ( process . env . DB_PORT || '5432' ) , } ) ; For more robust solutions, consider dedicated secrets managers like Infisical, AWS Secrets Manager, or HashiCorp Vault, which offer: Separation of code and credentials Granular access control Automated secret rotation Audit logging capabilities Environment-specific configuration 2. Input Validation Vulnerabilities SQL Injection AI-generated code often prioritizes functionality over security, leading to unsafe database queries: // VULNERABLE CODE import { Pool } from 'pg' ; export async function getUserData ( username : string ) : Promise < any > { const pool = new Pool ( ) ; const query = ` SELECT * FROM users WHERE username = ' ${ username } ' ` ; const result = await pool . query ( query ) ; return result . rows [ 0 ] ; } This code directly concatenates user input into a SQL query without proper sanitization or parameterization. An attacker could input a value like admin' OR '1'='1 to bypass authentication or execute arbitrary SQL commands. Secure alternative: // SECURE CODE import { Pool } from 'pg' ; export async function getUserData ( username : string ) : Promise < any > { const pool = new Pool ( ) ; // Use parameterized queries to prevent SQL injection const query = 'SELECT * FROM users WHERE username = $1' ; const result = await pool . query ( query , [ username ] ) ; return result . rows [ 0 ] ; } Cross-Site Scripting (XSS) AI assistants often miss proper output encoding, creating XSS vulnerabilities: // VULNERABLE CODE import express from 'express' ; const app = express ( ) ; app . get ( '/search' , ( req , res ) => { const searchTerm = req . query . term as string ; res . send ( ` <h1>Search results for: ${ searchTerm } </h1> ` ) ; } ) ; This code inserts user input directly into HTML without sanitization, allowing attackers to inject malicious scripts that execute in users' browsers. Secure alternative: // SECURE CODE import express from 'express' ; import escapeHtml from 'escape-html' ; const app = express ( ) ; app . get ( '/search' , ( req , res ) => { const searchTerm = escapeHtml ( req . query . term as string ) ; res . send ( ` <h1>Search results for: ${ searchTerm } </h1> ` ) ; } ) ; 3. Authentication and Authorization Flaws AI assistants often generate code that handles user authentication but lacks critical security protections: // VULNERABLE CODE function loginUser ( username , password ) { const user = findUserByUsername ( username ) ; if ( user && user . password === password ) { return generateToken ( user . id ) ; } return null ; } This implementation has multiple security issues: Passwords are compared in plaintext rather than being hashed No protection against brute force attacks No account lockout mechanism No logging of failed login attempts Secure alternative: // SECURE CODE import bcrypt from 'bcrypt' ; async function loginUser ( username , password , ip ) { // Rate limiting check if ( isRateLimited ( ip ) ) { logFailedAttempt ( ip , username , 'rate_limited' ) ; throw new Error ( 'Too many attempts. Try again later.' ) ; } const user = await findUserByUsername ( username ) ; // Always perform hash comparison even if user isn't found to prevent timing attacks const passwordValid = user ? await bcrypt . compare ( password , user . passwordHash ) : false ; if ( ! user || ! passwordValid ) { logFailedAttempt ( ip , username , 'invalid_credentials' ) ; throw new Error ( 'Invalid username or password' ) ; } return generateToken ( user . id ) ; } Security Review Guide for Vibe Coders When reviewing AI-generated code, be vigilant for these common warning signs: Security Red Flags Sensitive Information Exposure Hardcoded credentials, API keys, or tokens Database connection strings with embedded passwords Debug or error messages revealing internal details Unsafe Data Handling Unparameterized queries (SQL, NoSQL, LDAP) Direct insertion of user input into HTML, JavaScript, or command strings Missing input validation or reliance only on client-side validation Weak Security Controls Insufficient error handling that leaks sensitive information Missing or weak authentication mechanisms Absence of authorization checks on sensitive functions Outdated cryptographic methods (MD5, SHA1, DES) Configuration Issues Development features enabled in production code Overly permissive CORS settings Unnecessary services or features enabled by default Best Practices for Secure Vibe Coding Implement these practical guidelines to maximize the benefits of AI code assistants while minimizing security risks: Prompt Engineering for Security The way you phrase your prompts significantly affects the security of generated code: Instead of: Write me a login function Try: Write a secure login function using bcrypt for password hashing, with rate limiting and protection against timing attacks, following OWASP best practices Multi-Stage Security Reviews When working with AI-generated code, adopt this review workflow: Initial Generation : Get your working code solution Security Verification : Follow up with prompts like: "What security vulnerabilities might exist in this code?" "How can we improve error handling to prevent information leakage?" "Are there any edge cases that could lead to security issues?" Challenge Testing : Test with problematic inputs: "How would this code handle a user input of: admin'; DROP TABLE users; --" "What happens if a file upload contains malicious content?" Automate Security Checks Integrate security tools into your development workflow: Security Layer Tools to Consider Code Analysis SonarQube, ESLint Security Plugin, Semgrep Dependency Scanning OWASP Dependency-Check, Snyk, GitHub Dependabot Secret Detection GitLeaks, TruffleHog, detect-secrets Runtime Protection RASP tools, WAF configuration Educate Yourself on Core Security Concepts Even with minimal coding experience, understanding these fundamental security principles will help you evaluate AI-generated code: Defense in Depth : Multiple layers of protection are better than a single strong defense Principle of Least Privilege : Give components access only to what they absolutely need Input Validation : Never trust external input without proper validation Secure by Default : Start with the most secure configuration and only open what's necessary Conclusion: Responsible Vibe Coding Vibe coding is an exciting development that makes software creation accessible to more people than ever before. However, with this power comes responsibility, particularly around security. Treat AI assistants as collaborators whose work requires careful review rather than infallible experts whose code can be blindly trusted. By applying the security principles outlined in this playbook, you can confidently vibe code while keeping your applications secure. Remember: The most secure code is code that you understand. Take time to have your AI assistant explain its security choices and learn from them as you go. Next, check our guide on how to manage secrets in your MCP servers to learn how to keep your secrets safe and secure. Thomas Segura Thomas is a tech writer at Infisical, passionate about open-source software and cloud security. He enjoys simplifying complex topics and helping developers build secure applications. twitter github linkedin security ai-coding vibe-coding devsecops owasp Previous Article SSH Certificates: A Complete Guide Next Article Infisical Gateway: Securely Connect Infisical to Anything, Anywhere Starting with Infisical is simple, fast, and free. Get Started Get a demo PRODUCT Secret Management Secret Scanning Share Secret Pricing Security USE CASES Infisical Agent Kubernetes Dynamic Secrets Terraform Ansible Jenkins Docker AWS ECS GitLab GitHub SDKs DEVELOPERS Documentation Changelog API Reference Status Feedback & Requests Community Slack How to contribute RESOURCES Blog Infisical vs Vault Careers Hiring Forum Open Source Friends Customers Company Handbook Trust Center LEGAL Terms of Service Privacy Policy Subprocessors Service Level Agreement CONTACT Team Email Sales Support Copyright © 2026 Infisical Inc. | 2026-01-13T08:49:37 |
https://www.fine.dev/blog/ai-coding-tools-all#chatgpt | The Top AI Coding Tools and Assistants in 2024 Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back The Top AI Coding Tools and Assistants in 2024 Do you find yourself going crazy with all the different AI coding tools available? There are so many (here we list 32, but more are announced every week), it's hard to cut through the noise and understand which are the most useful AI coding tools. One thing is for certain: in today's fast-evolving software development landscape, AI coding tools are becoming essential for enhancing productivity, streamlining workflows, and improving code quality. Startups and agencies are looking to adopt the best AI coding tool to help them ship faster, better software and gain a competitive edge. This guide reviews 32 AI coding assistants available in 2024, discussing their features, pricing, and accessibility. Of course, we encourage you to check out Fine , the end-to-end AI coding tool designed to slot in to your team's collaborative workflows. Whilst many of the platforms listed focus on one aspect (code gen, testing, etc) - Fine is the AI Coding tool offering it all. Table of Contents Introduction Top 32 AI Coding Tools and Assistants Available for Immediate Use Fine.dev GitHub Copilot ChatGPT Amazon CodeWhisperer Tabnine Replit AI (Ghostwriter) Codiga Sourcery DeepCode (Snyk) CodeWP AIXcoder Cody (Sourcegraph) Figstack Android Studio Bot Amazon CodeGuru Security Mutable AI Ponicode Otter.ai Snyk Cursor Bolt Codium Qodo Void Editor Honeycomb Pear AI Magic AlphaCode Code Llama StableCode Visual Copilot Devin Conclusion FAQs Introduction Artificial Intelligence (AI) has revolutionized software development, with a plethora of coding tools now available to assist developers. Whether it's automating repetitive tasks, suggesting code improvements, or enhancing security, AI coding assistants have something to offer for every level of developer. Top 32 AI Coding Tools and Assistants Here’s a comprehensive list of the top AI coding assistants in 2024, divided into categories based on availability. Available for Immediate Use Fine - End-to-end AI coding assistant for every stage of the dev lifecycle, with full context awareness. Fine learns your codebase via the GitHub integration to minimize errors and maximize usefulness. It can turn issues into PRs; add docs, tests and logs; answer questions about your code; make revisions to PRs or summarize them; review your code and more. Based in the cloud, it's available via mobile as well as desktop. GitHub Copilot – Offers real-time code suggestions using OpenAI Codex. It helps developers write code more efficiently by predicting entire lines or blocks of code based on the context and the developer's intent. GitHub Copilot supports a wide range of programming languages and is integrated into popular development environments like Visual Studio Code, making it accessible and easy to use. Available plans start at $10/month. Pricing : $10/month (individual), $19/month (business) ChatGPT – Versatile AI assistant capable of code generation and debugging. A free version is available, while ChatGPT Plus costs $20/month. ChatGPT doesn't integrate with your codebase, so you'll need to copy and paste between your editor and the site. Pricing : Free, $20/month for Plus Amazon CodeWhisperer – Integrates seamlessly with AWS services, providing real-time code completions. Free tier available; Pro plan starts at $19/user per month. Pricing : Free, $19/user per month for Pro Tabnine – AI-powered code completion with a focus on privacy. Pricing : Free, $12/month for Pro Replit AI (Ghostwriter) – Collaborative cloud-based IDE offering code generation and debugging features, particularly useful for those with no coding experience or already using Replit. Pricing : $10/month for Core, $33/user per month for Teams Codiga – Real-time static code analysis tool with a free tier; Pro plan costs $14/month. Pricing : Free, $14/month for Pro Sourcery – AI code reviewer. Improves code quality through automated refactoring. Uses GPT4-turbo Pricing : Free for open-source, $12/month for Pro DeepCode (Snyk) – Detects security vulnerabilities in real-time. Free for individuals, with team plans starting at $27/month. Pricing : Free for individuals, $27/month per user CodeWP – AI-powered code generator specifically for WordPress. Pricing starts at $18/month. Pricing : Free, $18/month for Pro AIXcoder – Offers intelligent code completion with support for multiple IDEs. Free and custom enterprise plans available. Pricing : Free, custom pricing for enterprises Cody (Sourcegraph) – Supports project-wide code assistance, offering features like code navigation, large-scale search, and contextual help across entire projects, ensuring that developers can maintain consistency and quality across their entire codebase. Pricing : Free option available, paid plans start at $9 per month. Figstack – Assists with code documentation and optimization, priced at $10/month after a free trial. Pricing : $10/month after free trial Android Studio Bot – Available for free as part of Android Studio. Pricing : Free Amazon CodeGuru Security – Helps optimize code security, free for the first 90 days. Post-trial pricing is $10/month. Pricing : $10/month after first 90 days Mutable AI – Creates a wiki for your codebase. Pricing : Free for open source, basic plan starts at $2 per month. Snyk – Offers code and dependency vulnerability detection. Free for individuals; team plans start at $25/month. Pricing : Free for individuals, $27/month for teams Cursor – Cursor is a powerful AI coding assistant designed to streamline the software development process by providing intelligent code completions, contextual code suggestions, and explanations. It supports a wide range of programming languages and integrates smoothly with popular IDEs, making it an efficient tool for both individual developers and teams. Cursor aims to enhance productivity by reducing the time spent on repetitive coding tasks, offering automated code fixes, and facilitating collaboration. Free for basic use; premium features pricing varies. – Free for basic use; premium features pricing varies. Pricing : Varies Bolt – Although commonly described as a Cursor and V0 killer, Bolt seems to be a ChatGPT for front-end development. It's built by Stackblitz, the cloud-based web-development platform that lets you write, run and debug frontend code in your browser. Pricing : Free to start with paid subscriptions available in the app. Codeium – In-IDE AI coding assistant. Offers autocomplete, chat, and inline commands. Pricing : Free plan available, paid plans start at $10 per month. Qodo – AI coding tool that emphasis quality code, helping developers generate, test and review code. Pricing : Free version available, or $19 per month. Enterprise options available. Void Editor – Void describe themselves as an Open-Source alternative to Cursor offering greater privacy. Their logo seems similar to squarespace. Offers the ability to use the tab button to autocomplete the code you're writing - similar to GitHub Copilot. Waitlist access only, no pricing information available. Honeycomb – AI coding tool announced in August 2024 as a YC-backed startup, but the announcement and website have since disappeared. Still viewable on X . Pear AI – AI-powered coding assistant focused on improving development workflows, available at Pear AI. Built as a fork of Continue, which is a fork of VSCode, leading to controversy during their launch. Pricing : Free plan available requiring your own API keys. "Junior" plan for $15 per month includes limited credits for Claude and GPT4o with more credits available for purchase.. Magic – Requires a waitlist to access during the early access phase. AlphaCode – Limited to research and special projects. Code Llama – Open-source, but some hosted services may be restricted. Stable Code Alpha – Available as part of stability.ai membership. Visual Copilot – AI coding assistant for design-to-code. Import designs from Figma and turn into code. Free plan available with 4K context window and 20 code generations; Basic plan $19 per month, Growth plan $39 per month. Devin – Available only in early access; requires joining the waitlist. Conclusion AI coding tools continue to evolve, offering unique features to boost developer productivity. From real-time code suggestions to comprehensive security checks, developers can choose from a variety of options based on their needs and budget. FAQs Q: Are there any free AI coding tools? A: Yes, many tools offer free tiers or trials, including Fine. Q: How can I access Devin or Magic? A: Both tools require joining a waitlist for early access. Q: Are these tools suitable for beginners? A: Yes, many of these tools cater to all skill levels, providing resources and support for new developers. Important note: Information about platforms, their availability, features and pricing, is based on an automated internet search and may be inaccurate or out-of-date. Last updated: 2024-10-10 Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:49:37 |
https://dev.to/arvindsundararajan | Arvind Sundara Rajan - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close Follow User actions Arvind Sundara Rajan Arvind Sundara Rajan is a Generative AI Strategist and Senior Director @ LTIMindtree. He is reffered to as arvind sundararajan,arvind rajan, arvind s rajan, aravind sundararajan, sundarajan arvind Location Warsaw Joined Joined on Aug 31, 2025 Personal website https://www.linkedin.com/in/arvindsrajan Education College Pronouns He/Him Work Senior Director & Gen AI Strategist at LTIMindtree More info about @arvindsundararajan Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages Expert in Python, AI/ML frameworks (LangChain, Stable Diffusion), data scraping (Scrapy, Selenium), data processing (Apache Flink, Bytewax), API development (FastAPI), and cloud AI Currently learning Exploring advanced generative AI models and deploying cutting-edge no-code AI platforms like IBM WatsonX and Vertex AI Agent Builder. Deepening expertise in vector databases (Pinecone, Weviate) Currently hacking on Building AI-powered automation tools using generative AI Developing advanced data pipelines integrating RAG compute with vector search, and exploring audio AI technologies Available for Collaborations on AI innovation, data-driven product strategies, and scalable cloud-native solutions. Open to discussions on ethical AI, bias detection Post 485 posts published Comment 0 comments written Tag 0 tags followed Unveiling Brain Dynamics: A New Era in EEG Analysis Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Unveiling Brain Dynamics: A New Era in EEG Analysis # machinelearning # neuroscience # python # datascience 1 reaction Comments Add Comment 2 min read Code Your Way to Perfect 3D: Introducing Gradient-Powered Geometry by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Code Your Way to Perfect 3D: Introducing Gradient-Powered Geometry by Arvind Sundararajan # machinelearning # graphics # 3d # ai 1 reaction Comments Add Comment 2 min read AI Unveils the Secrets of Chemical Reactions: A Leap for Innovation by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 AI Unveils the Secrets of Chemical Reactions: A Leap for Innovation by Arvind Sundararajan # machinelearning # chemistry # python # opensource 1 reaction Comments Add Comment 2 min read Lateral Thinking for CNNs: A New Architecture Inspired by the Brain by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Lateral Thinking for CNNs: A New Architecture Inspired by the Brain by Arvind Sundararajan # deeplearning # ai # cnn # neuroscience 1 reaction Comments Add Comment 2 min read Decoding the Brain's Symphony: Visualizing Evolving Neural Networks with AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Decoding the Brain's Symphony: Visualizing Evolving Neural Networks with AI # ai # neuroscience # machinelearning # datascience 1 reaction Comments Add Comment 2 min read Weather Unlocked: Predicting Wind Patterns with 5G Signals and AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Weather Unlocked: Predicting Wind Patterns with 5G Signals and AI # datascience # ai # 5g # weather 1 reaction Comments Add Comment 2 min read Decoding the Sky: Predicting Wind with 5G and AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Decoding the Sky: Predicting Wind with 5G and AI # ai # machinelearning # weather # 5g 1 reaction Comments Add Comment 2 min read The Unified AI: A Single Model for Generation, Understanding, and Prediction by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 The Unified AI: A Single Model for Generation, Understanding, and Prediction by Arvind Sundararajan # machinelearning # ai # deeplearning # generativeai 1 reaction Comments Add Comment 2 min read AI Learns to See: Mimicking the Human Gaze for Supercharged Accuracy Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 AI Learns to See: Mimicking the Human Gaze for Supercharged Accuracy # machinelearning # computervision # ai # python 1 reaction Comments Add Comment 2 min read Unlocking AI Vision: Can Optical Illusions Be the Key? Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Unlocking AI Vision: Can Optical Illusions Be the Key? # machinelearning # computervision # ai # deeplearning 1 reaction Comments Add Comment 2 min read Graph Harmony: Harmonizing Global and Local Views for Superior Clustering Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 22 '25 Graph Harmony: Harmonizing Global and Local Views for Superior Clustering # machinelearning # python # datascience # ai 1 reaction Comments Add Comment 2 min read Guardrails for the AI Wild West: Taming Autonomous Agents by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 21 '25 Guardrails for the AI Wild West: Taming Autonomous Agents by Arvind Sundararajan # ai # machinelearning # security # ethics 1 reaction Comments Add Comment 2 min read Quantum Shortcuts: Auto-Pilot for VQE Parameter Tuning Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 21 '25 Quantum Shortcuts: Auto-Pilot for VQE Parameter Tuning # quantumcomputing # vqe # algorithms # optimization 1 reaction Comments Add Comment 2 min read Unlocking Edge-AI: Peak Performance Without the Premium Price Tag Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 21 '25 Unlocking Edge-AI: Peak Performance Without the Premium Price Tag # ai # edgeai # embedded # iot 1 reaction Comments Add Comment 2 min read AI's Dirty Secret: Data Leaks Through the Backdoor by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 21 '25 AI's Dirty Secret: Data Leaks Through the Backdoor by Arvind Sundararajan # ai # security # privacy # enterprise 5 reactions Comments Add Comment 2 min read Participant-Aware AI: Blocking Data Leaks & Boosting Trust in Your Enterprise AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 21 '25 Participant-Aware AI: Blocking Data Leaks & Boosting Trust in Your Enterprise AI # ai # security # privacy # accesscontrol 1 reaction Comments Add Comment 2 min read Smooth Moves: How 'Dense-Jump' AI Polishes Robot Performance Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Smooth Moves: How 'Dense-Jump' AI Polishes Robot Performance # robotics # ai # machinelearning # python 1 reaction Comments Add Comment 2 min read Unlocking Complexity: The Art of Counting Possibilities Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Unlocking Complexity: The Art of Counting Possibilities # computerscience # optimization # algorithms # logic 1 reaction Comments Add Comment 2 min read Smart City Secrets: Marrying AI Prediction with Human Understanding in Transportation by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Smart City Secrets: Marrying AI Prediction with Human Understanding in Transportation by Arvind Sundararajan # datascience # machinelearning # ai # transportation 1 reaction Comments Add Comment 2 min read Bee-I-Y: Building a Smart Hive Monitor to Protect Your Honey Makers Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Bee-I-Y: Building a Smart Hive Monitor to Protect Your Honey Makers # iot # edgecomputing # bees # sustainability 1 reaction Comments Add Comment 2 min read Robots That Recover: Building Resilience into Robotic Control Systems Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Robots That Recover: Building Resilience into Robotic Control Systems # robotics # ai # machinelearning # automation 1 reaction Comments Add Comment 2 min read Smarter Pixels: Turbocharging Visual AI with Semantic Compression by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Smarter Pixels: Turbocharging Visual AI with Semantic Compression by Arvind Sundararajan # machinelearning # computervision # ai # python 1 reaction Comments Add Comment 2 min read Agentic Auth: Securing the AI Revolution, One Token at a Time by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Agentic Auth: Securing the AI Revolution, One Token at a Time by Arvind Sundararajan # ai # security # jwt # autonomousagents 1 reaction Comments Add Comment 2 min read Deep Lookup Networks: The Surprisingly Simple Architecture Revolutionizing Recommendation Systems Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Deep Lookup Networks: The Surprisingly Simple Architecture Revolutionizing Recommendation Systems # machinelearning # deeplearning # ai # neuralnetworks 1 reaction Comments Add Comment 2 min read Unlocking the Impossible: Brute Force with Brains by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Unlocking the Impossible: Brute Force with Brains by Arvind Sundararajan # optimization # algorithms # constraints # softwareengineering 1 reaction Comments Add Comment 2 min read Turbocharging Video Diffusion: Caching Your Way to Real-Time AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Turbocharging Video Diffusion: Caching Your Way to Real-Time AI # ai # machinelearning # deeplearning # python 1 reaction Comments Add Comment 2 min read Can Tiny Sensors Save the Bees? How IoT and AI are Fighting Colony Collapse by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Can Tiny Sensors Save the Bees? How IoT and AI are Fighting Colony Collapse by Arvind Sundararajan # iot # edgecomputing # machinelearning # sustainability 1 reaction Comments Add Comment 2 min read Orchestrating Lifelines: Intelligent Routing for Rapid Disaster Relief Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Orchestrating Lifelines: Intelligent Routing for Rapid Disaster Relief # optimization # disasterrelief # logistics # algorithms 1 reaction Comments Add Comment 2 min read Automated Guardians: Scaling Industrial Efficiency with AI-Powered GUI Agents Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Automated Guardians: Scaling Industrial Efficiency with AI-Powered GUI Agents # ai # automation # industrial # gui 1 reaction Comments Add Comment 2 min read Cognitive Blueprints: Mapping Thought for Smarter AI by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Cognitive Blueprints: Mapping Thought for Smarter AI by Arvind Sundararajan # ai # cognitivemodeling # datascience # machinelearning 1 reaction Comments Add Comment 2 min read Robots that Learn Better, Faster: New AI Technique Prevents Errors in Complex Tasks by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Robots that Learn Better, Faster: New AI Technique Prevents Errors in Complex Tasks by Arvind Sundararajan # robotics # ai # machinelearning # python 1 reaction Comments Add Comment 2 min read HiveMind: Smart Sensors Protecting Pollinators with Edge AI by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 HiveMind: Smart Sensors Protecting Pollinators with Edge AI by Arvind Sundararajan # iot # machinelearning # python # environmental 1 reaction Comments Add Comment 2 min read Robotics Reimagined: Control with a Single Prompt Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Robotics Reimagined: Control with a Single Prompt # robotics # ai # machinelearning # automation 1 reaction Comments Add Comment 2 min read Unlocking Schedules: Visualizing Constraint Conflicts with Graph-Based Analysis by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Unlocking Schedules: Visualizing Constraint Conflicts with Graph-Based Analysis by Arvind Sundararajan # optimization # algorithms # ai # research 1 reaction Comments Add Comment 2 min read Unlock Photorealistic AI: Train Procedural Graphics Like Never Before! by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Unlock Photorealistic AI: Train Procedural Graphics Like Never Before! by Arvind Sundararajan # graphics # machinelearning # ai # gamedev 1 reaction Comments Add Comment 2 min read Turbocharging AI Video: Smart Caching for Blazing-Fast Generation Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Turbocharging AI Video: Smart Caching for Blazing-Fast Generation # machinelearning # ai # python # generativeai 1 reaction Comments Add Comment 2 min read Robots With Gut Feelings: Differentiable Physics and the Future of AI by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Robots With Gut Feelings: Differentiable Physics and the Future of AI by Arvind Sundararajan # ai # machinelearning # reinforcementlearning # robotics 1 reaction Comments Add Comment 2 min read Algorithmic Alchemy: Transmuting Images with AI-Generated Code Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Algorithmic Alchemy: Transmuting Images with AI-Generated Code # machinelearning # ai # computervision # generativeai 1 reaction Comments Add Comment 2 min read Cognitive Blueprints: Mapping the Shapes of Thought for AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Cognitive Blueprints: Mapping the Shapes of Thought for AI # ai # machinelearning # cognitivescience # neuroscience 1 reaction Comments Add Comment 2 min read Cracking the Code of Constraint Chaos: Faster Solutions for Complex Problems Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Cracking the Code of Constraint Chaos: Faster Solutions for Complex Problems # algorithms # optimization # programming # research 1 reaction Comments Add Comment 2 min read HiveMind: AI-Powered Sentinels Guarding Our Pollinators Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 HiveMind: AI-Powered Sentinels Guarding Our Pollinators # iot # ai # edgecomputing # sustainability 1 reaction Comments Add Comment 2 min read Instant Robot Skills: Teach with a Single Demo Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Instant Robot Skills: Teach with a Single Demo # robotics # ai # machinelearning # automation 1 reaction Comments Add Comment 2 min read AI Math Masters: Building a LEGO Brain for Complex Equations Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 AI Math Masters: Building a LEGO Brain for Complex Equations # ai # machinelearning # reinforcementlearning # python 1 reaction Comments Add Comment 2 min read Securing the AI Swarm: Intent-Bound Tokens for Agentic Applications Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Securing the AI Swarm: Intent-Bound Tokens for Agentic Applications # ai # security # jwt # autonomousagents 1 reaction Comments Add Comment 2 min read Targeted LLM Surgery: Pinpoint Control with Concept Isolation Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Targeted LLM Surgery: Pinpoint Control with Concept Isolation # ai # machinelearning # nlp # python 1 reaction Comments Add Comment 2 min read Intent-Bound Authentication: Securing Autonomous AI Agents Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Intent-Bound Authentication: Securing Autonomous AI Agents # ai # security # jwt # agents 1 reaction Comments Add Comment 2 min read Cracking the Infeasible Code: Unveiling the Secrets of Constraint Conflicts Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Cracking the Infeasible Code: Unveiling the Secrets of Constraint Conflicts # optimization # algorithms # debugging # ai 1 reaction Comments Add Comment 2 min read HiveMind: Smart Sensors Unlock Secret Bee Colony Insights by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 HiveMind: Smart Sensors Unlock Secret Bee Colony Insights by Arvind Sundararajan # iot # edgecomputing # ai # environment 1 reaction Comments Add Comment 2 min read Cognitive Shapes: Visualizing Intelligence for Smarter AI Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Cognitive Shapes: Visualizing Intelligence for Smarter AI # ai # cognitivescience # machinelearning # neuroscience 1 reaction Comments Add Comment 2 min read AI's Imperfect Memory: Rewriting the Code of Forgetting Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 AI's Imperfect Memory: Rewriting the Code of Forgetting # machinelearning # ai # privacy # ethics 1 reaction Comments Add Comment 2 min read Hive Mind: How Sensor Fusion and AI Can Save the Bees by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Hive Mind: How Sensor Fusion and AI Can Save the Bees by Arvind Sundararajan # iot # ai # machinelearning # edgecomputing 1 reaction Comments Add Comment 2 min read Beyond Sensors: Teaching Robots to *Understand* the World Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Beyond Sensors: Teaching Robots to *Understand* the World # robotics # ai # architecture # cognitive 1 reaction Comments Add Comment 2 min read Intent-Driven Access: Securing the Autonomous AI Frontier by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Intent-Driven Access: Securing the Autonomous AI Frontier by Arvind Sundararajan # ai # security # jwt # autonomousagents 1 reaction Comments Add Comment 2 min read Unraveling the Impossible: Finding the Roots of Optimization Failures Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Unraveling the Impossible: Finding the Roots of Optimization Failures # optimization # ai # algorithms # programming 1 reaction Comments Add Comment 2 min read Buzzworthy Insights: Decoding Hive Health with AI and Sensor Fusion by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Buzzworthy Insights: Decoding Hive Health with AI and Sensor Fusion by Arvind Sundararajan # iot # edgecomputing # ai # bees 1 reaction Comments Add Comment 2 min read The AI Eraser: Rewriting History in Your Code Models by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 The AI Eraser: Rewriting History in Your Code Models by Arvind Sundararajan # ai # machinelearning # ethics # privacy 5 reactions Comments Add Comment 2 min read Programmable Physics: Shaping Reality with Code by Arvind Sundararajan Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Programmable Physics: Shaping Reality with Code by Arvind Sundararajan # robotics # programming # materials # future 1 reaction Comments Add Comment 2 min read Conquer Complexity: Integer Model Counting with Lightning Speed Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Conquer Complexity: Integer Model Counting with Lightning Speed # algorithms # optimization # constraintsolving # programming 1 reaction Comments Add Comment 2 min read Concrete That Heals Itself: The Dawn of Autonomous Infrastructure Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Concrete That Heals Itself: The Dawn of Autonomous Infrastructure # materials # engineering # science # sustainability 1 reaction Comments Add Comment 2 min read Untangling the Impossible: Diagnosing Constraint Conflicts in Boolean Models Arvind Sundara Rajan Arvind Sundara Rajan Arvind Sundara Rajan Follow Sep 18 '25 Untangling the Impossible: Diagnosing Constraint Conflicts in Boolean Models # optimization # algorithms # constraintprogramming # ai 1 reaction Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/_402ccbd6e5cb02871506/super-fast-markdown-linting-for-go-developers-meet-gomarklint-3ikd#speed-performance | Super Fast Markdown Linting for Go Developers: Meet gomarklint - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Kazu Posted on Jan 13 Super Fast Markdown Linting for Go Developers: Meet gomarklint # go # performance # showdev # markdown The "Why" (The Motivation) Documentation is the heart of any project, but keeping it consistent is a nightmare. While working on various Go projects, I realized a few things about my workflow: Context Switching Costs: I love Go's speed and simplicity. Having to install Node.js or Ruby just to run a Markdown linter in a Go project felt "heavy." CI Fatigue: In large repositories, documentation checks shouldn't take seconds—they should take milliseconds. Every second saved in CI is a win for developer experience. The "Broken Link" Problem: There’s nothing more embarrassing than shipping a README with dead links. I needed a tool that catches these issues instantly. I couldn't find a tool that was Go-native, ultra-fast, and zero-config by default, so I decided to build one. The goal for gomarklint was simple: Make Markdown linting so fast and easy that you never have an excuse to skip it. Speed Performance When I say "fast," I mean Go-fast. In many CI/CD pipelines, linting documentation is often the bottleneck that adds unnecessary seconds (or even minutes) to every PR. gomarklint changes that. By leveraging Go's concurrency and efficient string handling, it delivers near-instant feedback. The Benchmark: I tested gomarklint against a large documentation set: Total Files: 180 Markdown files Total Volume: 100,000+ lines of text Execution Time: < 50ms To put that in perspective, 50ms is literally faster than the blink of a human eye. You can run this on every single file save without ever noticing a stutter in your workflow. By removing the overhead of a virtual machine or a heavy runtime, gomarklint ensures that your documentation quality stays high without sacrificing your velocity. Key Features gomarklint doesn't just check syntax; it enforces a logical structure for your documentation. Here are the core rules it handles out of the box: Heading Hierarchy Enforcement : Ever seen a document jump from an H2 directly to an H4? It breaks the visual flow and accessibility. gomarklint ensures your heading levels follow a strict, logical sequence. Duplicate Heading Detection : Identical headings in the same file can break anchor links (e.g., #features vs #features-1). We catch these early so your internal navigation never breaks. Broken Link Checker (Internal & External) : This is my favorite. It scans your Markdown for links and validates them. No more 404s for your users when they click on a "Getting Started" guide or an external API reference. Configuration via JSON : While it works great with zero config, you can easily tweak rules or ignore specific paths using a simple .gomarklint.json file. Quick Start # install (choose one) go install github.com/shinagawa-web/gomarklint@latest # or clone and build manually git clone https://github.com/shinagawa-web/gomarklint cd gomarklint make build # or: go build ./cmd/gomarklint Enter fullscreen mode Exit fullscreen mode 1) Initialize config (optional but recommended) gomarklint init Enter fullscreen mode Exit fullscreen mode This creates .gomarklint.json with sensible defaults: { "include": ["."], "ignore": ["node_modules", "vendor"], "minHeadingLevel": 2, "enableHeadingLevelCheck": true, "enableDuplicateHeadingCheck": true, "enableLinkCheck": false, "skipLinkPatterns": [], "outputFormat": "text" } Enter fullscreen mode Exit fullscreen mode You can edit it anytime — CLI flags override config values. 2) Run it # lint current directory recursively gomarklint ./... # lint specific targets gomarklint docs README.md internal/handbook Enter fullscreen mode Exit fullscreen mode What's Next? (Roadmap) gomarklint is already stable and fast, but I have a clear vision for where it’s headed. I’m actively working on expanding its rule set to cover even more edge cases and best practices. Here’s what you can expect in the coming updates: max-line-length Enforcement : To keep your Markdown source files readable in any editor or GitHub's UI. Image Alt-Text Validation : Improving accessibility by ensuring every image has a descriptive alt attribute. Custom Rules via JSON : Giving you the power to define your own project-specific rules in .gomarklint.json. Auto-fixing (The Dream) : While currently focused on linting, I’m exploring ways to automatically fix simple issues like heading level skips. We are Open for Contributions! If you have a rule in mind that would make your documentation better, or if you find a bug, please open an Issue or a Pull Request on GitHub. I’d love to build the future of this tool together with the community. Wrap Up Building gomarklint has been an incredible journey into the world of Go performance and static analysis. It started as a small tool for my own workflow, but I realized that many other developers are likely facing the same "slow linting" frustration. If you're looking for a way to keep your documentation spotless without adding bloat to your CI/CD, I’d be honored if you gave gomarklint a try. Check it out on GitHub : shinagawa-web/gomarklint Give it a ⭐: If you find the project useful, a Star would mean the world to me and helps others discover the tool! I’m really curious to hear from you: What’s the most annoying thing you’ve encountered with Markdown formatting? Let’s chat in the comments below! Happy hacking! 🚀 Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Kazu Follow Joined Aug 9, 2025 More from Kazu Building a Culture of Documentation Quality in CI/CD # markdown # cicd # documentation # opensource Inside gomarklint: Architecture, Rule Engine, and How to Extend It # programming # go # markdown Inside gomarklint: Building a High-Performance Markdown Linter in Go # go # markdown # opensource 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://refine.dev/blog/lovable-ai/#:~:text=,the%20fun%20parts%20of%20building | Lovable.dev - AI Web App Builder | Refine Skip to main content Documentation Tutorial Templates Integrations Blog Refine Home Search ⌘K Loading... Explore Refine AI The next-gen approach to build enterprise-ready React-based internal tools with the power of GenAI. Learn more Back to blog Share on: February 12, 2025 14 min read Lovable.dev - AI Web App Builder Update (August 2025): This article has been updated to include information about Lovable.dev v2, including new features, improvements, and enhanced AI capabilities. Introduction Building software has traditionally been a complex and time-consuming process, often requiring teams of developers to carefully craft every line of code. But what if I could drastically simplify this process? Enter Lovable.dev , an AI-powered app builder that’s designed to revolutionize how we approach software development. In this article, I’ll explore what makes Lovable AI code generation a cool tool for developers. We’ll dive into its features, pricing, and real-world use cases, and also discuss where it shines (and where it might fall short). Whether you’re a startup founder, a solo developer, or part of a larger team, this guide will help you understand how it can fit into your development workflow. Steps we will cover: Introduction What is Lovable AI? How to use lovable.dev? 1. Sign Up and Log In 2. Define Your Project 3. Customize the Output 4. Deploy Your App Pricing - How much does it cost? Messaging Limits: How Many Messages Can You Send? Free Plan: What’s Included? Paid Plans: What Are the Options? AI code generation vs traditional development Limitations of AI-Driven Code Generation Lovable v2 When Does Lovable.dev Make Sense? Lovable.dev Alternatives More Refine technical articles on AI-Powered Development Conclusion What is Lovable AI? Let me put it this way, lovable dev is like having a helpful team member for your app development journey. It’s an AI-powered system that promises to remove the pain of app creation by generating the skeleton of your project with some basic instructions. It acts as your AI co-engineer, enabling you to generate fully functional apps simply by describing what you need. From building your app’s foundation to integrating APIs and managing deployment,it handles it all with remarkable efficiency. You instruct it what you wish to build, and it does the heavy lifting of building the groundwork for you. It supports popular frameworks like React and TypeScript and even integrates with tools like Stripe and Supabase. So you can bypass the hours of boilerplate code and jump straight into polishing and adding your own flair. Now, who is this for? If you're: A developer trying to save time at the start of a project, Someone testing an idea and needing a functional prototype quickly, A small group looking for efficient ways of developing apps, or A beginner trying to dip your toes into app development without needing to deal with complex setups, then Lovable might be worth a closer look. It’s all about simplifying the process and letting you focus on the fun (and challenging) parts of development. What tech stacks does Lovable know? Lovable builds front-end using React, Tailwind & Vite, and can connect to OpenAPI backends. Support for data persistence and authentication is in alpha, using Supabase. How to use lovable.dev? Like other AI web app builders, it has integration to Anthropic's Claude, and in practice, it’s not significantly different from using tools like Claude Chat or ChatGPT for generating. 1. Sign Up and Log In Go to Lovable.dev and create an account. You’ll land on a prompt field that reads, “Ask Lovable to create an…”. 2. Define Your Project Start by entering a natural language description of what you want to build. For example: “Build a blog web app with Next.js” Lovable will process your input and generate the foundational code for your project 3. Customize the Output Your app is given a shareable link so that you can see it live in action. After Lovable AI has generated the base of your app, you can personalize it. I normally start by modifying the components—adding or removing features as required. If the user interface doesn't feel just right, I spend some time refining it or altering the logic to suit my exact requirements. Lovable also provides easy editing with basic tools like undo and version history. You can experiment with changes, roll back if needed, and improve your project step by step. And, if you prefer, you can directly edit code changes in GitHub or your favorite IDE, and Lovable will synchronize everything. One thing that I particularly love is the ease with which it lets you link APIs. Simply tell it like, "Set up Stripe for payments" or "Connect this with OpenAI for text generation", and it does the grunt work for you. It is literally like having an extra pair of hands to take care of the tedious work so that I can focus on the fun parts of building. 4. Deploy Your App When your app is ready, deploy it effortlessly. Lovable integrates seamlessly with platforms like Netlify( Congrats on Netlify to support most of AI agent tools💙), making deployment as simple as clicking a button. Your app gets a shareable URL so you can see it live in action. Pricing - How much does it cost? Lovable AI follows a freemium model, meaning you can start for free but might need to upgrade depending on your usage. Lovable uses the same kind of token system as other AI-based tools. Every time you create, edit, or ask for revisions, you use up tokens. The more complex the request, the more tokens are required. Tokens are the AI's fuel. You'll require less if you're just making small changes. You'll require more if you're building an entire app from scratch. Monitoring your tokens closely saves you money while you continue to get the most out of it. Messaging Limits: How Many Messages Can You Send? Lovable.dev has a daily and monthly message limit , mostly because LLMs (Large Language Models) are expensive to run. To keep things running smoothly, Lovable limits how many messages you can send based on your plan. Free Plan: What’s Included? If you're just exploring, the free plan gives you: 5 free messages per day Maximum of 30 messages per month Just keep in mind: Unused messages don’t roll over. If you don’t use your daily quota, it’s gone—no carrying it over to the next day or month. NOTE Sometimes, using more AI tokens to guide the AI properly results in better long-term outcomes. Well-structured guidance leads to higher-quality code and more efficient development. Paid Plans: What Are the Options? If you need more than the free plan offers, Lovable ai offers several paid tiers , each with an increased message allowance. All paid plans include: 5 free daily messages (same as the free plan) Another monthly message quota Here’s a quick breakdown: Plan Daily Messages Monthly Messages Total Messages per Month Starter 5 (up to 150) 100 250 Launch 5 250 400 Scale 1 5 500 650 Scale 2 5 1,000 1,150 Scale 3 5 1,500 1,650 Scale 4 5 2,000 2,150 Scale 5 5 3,000 3,150 Scale 6 5 4,000 4,150 Scale 7 5 5,000 5,150 The higher the plan, the more messages you can send —so if you're planning to use Lovable extensively, you’ll probably need to upgrade. TIP One cool thing: "Ask the AI to fix" messages don’t count toward your usage limit , so you can make adjustments without worrying about burning through your quota. AI code generation vs traditional development Building software once meant doing everything manually—from framework installation to dependency management and handling deployments. It’s a kind of complex process but one that is often traded at the cost of time and complexity. AI-powered tools are changing this by automating the boilerplate tasks so that developers can start implementing meaningful features right away. Project Setup: One of the biggest differences is in project setup. Normally, you would begin by choosing a framework, installing dependencies, and setting up your project before you've even written one feature. AI web app builders let you skip that step—you simply inform it what you need, and it generates a working project configuration in a matter of seconds. Instead of hours of setup, you're immediately in a place to construct. Deployment : Deployment is also a major dividing line between AI-driven and manual development. With a manual process, deploying an app live usually means arranging hosting, setting up CI/CD pipelines, and debugging along the way. AI-powered platforms, nevertheless, attempt to remove these pain points by offering pre-designed deployment options with little effort needed. While not a total replacement for full customization, it definitely makes it easier for most use cases. Lovable v2: What’s New Lovable v2 brings several exciting improvements over the original version. It introduces a more intuitive user interface, faster AI-generated code, and enhanced support for additional frameworks and integrations. Version 2 also improves error handling and debugging suggestions, making it easier to improve and deploy apps quickly. Another notable feature is the expanded API integration options, allowing developers to connect with more third-party services seamlessly. A standout addition in Lovable v2 is multiplayer coding , which allows multiple developers to collaborate on the same codebase in real time. This feature enhances teamwork, reduces merge conflicts, and makes pair programming or group development sessions much more seamless. Overall, Lovable v2 focuses on speed, flexibility, and a smoother development experience. Limitations of AI-Driven Code Generation Let's be realistic—AI in software development is in its early days. AI hype has reached stratospheric levels over the past year, and over the past five months, AI-powered web code generators have started to be used seriously. The weaknesses I will enumerate below hold good today, but that will not necessarily be true tomorrow. Who can tell? Six months from now, these issues could be completely eliminated. When that happens, we will argue again. Code Quality and Optimization : AI-generated code is not optimized. Alright, it gets you up and running quicker, but the output generated can sometimes be bloated, inefficient, or simply not following best practices. A human developer still needs to intervene, review and optimize the generated code to make it maintainable and performant. Limited Customization : They are great at boilerplate generation, but the moment you need anything that falls outside of their standard templates, you can be stuck with rigid frameworks or hand-coding huge chunks of code. AI tools are great at generic applications but fall short when deep customization is required. Debugging Complexity: Debugging AI-generated code is difficult because you did not create it yourself. Debugging errors is similar to trying to understand someone else's thought process—except that "someone" is an AI, making debugging even more complex. Scalability Issues: AI-generated apps can work for small projects, but as complexity grows, it might be challenging to scale and maintain the codebase. If the AI-generated architecture is not scalable, developers can struggle when they attempt to scale apps efficiently. Security Threats: AI models aren't necessarily following best practices around security, and they may generate code with issues that an experienced developer would otherwise pick up. Blind reliance on AI-generated authentication, API integrations, or database configurations can fail if there are not suitable security audits performed. Security vulnerabilities introduced by AI-generated code can be catastrophic. Over-Dependence on AI: AI software is meant to enhance, not replace, software developers. Over-reliance on AI-generated code that is not understood will lead to a knowledge gap, whereby developers will be increasingly dependent on the tool rather than improving their coding skills. This, in the long term, can lead to poorer problem-solving abilities and lack of advanced technical skills. The Requirement for Human Supervision At the end of the day, AI-powered development tools are just that—tools. They can help enhance productivity, remove friction from the start of a project, and even help with brainstorming, but they don't replace veteran developers who possess the capability to optimize, and scale applications correctly. AI can be a great assistant, but human judgment is still necessary. That being said, technology moves fast. Today’s AI code might have all these problems, but six months from now we might be looking at a whole different set of circumstances. At which time, we’ll be having different discussions about the next set of developments. When Does Lovable.dev Make Sense? For developers who need to get up and running quickly, Lovable.dev can be a great choice. It is not intended to replace traditional development but to enable the early stages of a project to be faster and more streamlined. For instance, if you’re constructing a bigger application, AI-generated scaffolding can give you a solid foundation, with you focusing on business logic and customization rather than boilerplate configuration. It’s similar to starting a long journey with a head start—you’re skipping the most tedious part and diving into the real work. It’s also fantastic for rapid prototyping. If you have an idea you want to test, Lovable.dev allows you to have a working prototype up and running in minutes, rather than days. Rather than having to invest time in setting up a project, you can move on to iterating and testing. For business tools or internal projects, where speed matters more than full control, AI-generated code can save time. Instead of coding an inventory manager or dashboard from scratch, you get a working version in seconds and tweak it as needed. And of course, there are personal projects—the ones you keep delaying because setting them up feels like a hassle. AI-generated code isn’t a perfect solution, but it’s a handy tool when you want things to be quick and easy. Whether you’re building a serious app or just testing an idea, skipping the boring setup can make development more enjoyable. Lovable.dev Alternatives If you’re exploring alternatives to Lovable.dev, there are a few other AI-powered app development tools worth considering. Each comes with its own strengths, depending on your needs—whether it’s rapid prototyping, AI-assisted UI generation, or collaborative coding. I’ll cover these in more detail in a separate article, but here’s a quick overview: Replit AI Agent : Replit’s AI-powered coding assistant helps developers generate and refactor code directly in their IDE. It’s particularly useful for collaborative coding and AI-assisted debugging. Vercel V0 : Vercel’s v0 tool focuses on UI generation, converting natural language prompts into Tailwind CSS and React components. It’s best suited for front-end developers looking to streamline their design-to-code workflow. Bolt.new : Similar to Lovable, Bolt.new helps developers generate full-stack app structures using AI, automating much of the boilerplate work. Each of these tools takes a different approach to AI-assisted development, so the best choice depends on your specific workflow—whether you need end-to-end scaffolding, UI generation, or AI-powered code assistance. More Refine technical articles on AI-Powered Development Vercel v0 Replit AI Code Editor Bolt AI App Builder Conclusion Lovable.dev is not just another AI tool, but a new way of developing web applications. By handling the setup and boilerplate in advance, you get to cut straight to the fun: building and iterating on your app. Whether you're prototyping a new idea, creating an internal business application, or finally working on that personal project you've been delaying, Lovable.dev streamlines the process so you can get started faster. Related Articles What is "Vibe Coding" Ever had a half-formed idea that you just wanted to see in motion, without the usual development overhead? June 24, 2025 Replit AI Agent - AI Web App Builder We'll explore how Replit helps streamline the development process from generating project scaffolding to deploying applications. February 17, 2025 Purpose-Built AI Agents - The Future of Internal Enterprise Apps How AI shapes the internal enterprise software development with purpose-built agents. June 2, 2025 ai Introduction What is Lovable AI? How to use lovable.dev? 1. Sign Up and Log In 2. Define Your Project 3. Customize the Output 4. Deploy Your App Pricing - How much does it cost? Messaging Limits: How Many Messages Can You Send? Free Plan: What’s Included? Paid Plans: What Are the Options? AI code generation vs traditional development Lovable v2: What’s New Limitations of AI-Driven Code Generation When Does Lovable.dev Make Sense? Lovable.dev Alternatives More Refine technical articles on AI-Powered Development Conclusion Refine Inc. 447 Sutter St 405, San Francisco info@refine.dev Resources Documentation Tutorials Blog Product Templates Integrations Company About Contact Us Join us on Refine Inc. 447 Sutter St 405, San Francisco info@refine.dev Join us on Terms & Conditions Privacy Policy License © 2026, Refine from SF to wherever you are | 2026-01-13T08:49:37 |
https://dev.to/challenges/google-ai-studio-2025-09-03#main-content | Google AI Studio Multimodal Challenge - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Challenges > Google AI Studio Multimodal Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Google AI Multimodal Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Google AI Studio Multimodal Challenge View Entries Please sign in to follow this challenge The fastest way to start building! Challenge Status: Ended Ended Join our next Challenge We're excited to announce our first challenge with Google AI! Running through September 14 , the Google AI Studio Multimodal Challenge invites you to build and deploy innovative applets that showcase the incredible power of Gemini's multimodal capabilities. There's one prompt for this challenge but three chances to win! We'll select three winners for this challenge. Each winner will receive: $1,000 USD DEV++ Membership Exclusive DEV Badge All Participants with a valid submission will receive a completion badge on their DEV profile. Key Dates Contest start: September 03, 2025 Submissions due: September 14, 2025 Winners announced: October 02, 2025 Badge Rewards Google AI Studio Multimodal Challenge Completion Badge Google AI Studio Multimodal Challenge Winner Badge Find Out More Ask questions and share your ideas on the Google AI Studio Multimodal Challenge Launch Post. View Launch Post Sponsored by Google AI At Google, we believe making AI helpful for everyone is the most profound way to advance our mission. We're excited by the amazing possibilities of a world responsibly empowered by AI — a future of innovation that will enhance creativity, extend knowledge, advance science, and transform the way billions of people live and work around the world. Within our ecosystem, Gemini is evolving to be more than just the models. It supports an entire ecosystem — from the products that billions of people use every day, to the APIs and platforms helping developers and businesses innovate. Among this, Google AI Studio is the fastest way to start building with Gemini. Learn More → Challenge Prompt Build and Deploy a Multimodal Applet Build and deploy an applet on Google AI Studio that shows off the power of Gemini in multimodal content understanding and/or generation. Your applet must meet these requirements: Built on Google AI Studio Deployed using Cloud Run Utilize at least one of the below multimodal functionality: Gemini 2.5 Pro / Flash-supported image, video, or audio understanding Gemini 2.5 Flash Image (free tier available for Sept 6-7) Live API (free tier supports 3 concurrent sessions) Imagen (requires paid tier) Veo (requires paid tier) Think interactive storytelling experiences, tools that process audio and visual content, platforms that understand and generate content across multiple media types. If you can think it, you can build it! Important Notes: Use of paid APIs are purely optional and won't enhance your chance of winning If you used Gemini 2.5 Flash Image during the free trial period and it is no longer available for your app during the judging period, be sure to include a video so we can see your project in action. "Build Apps with Google AI Studio" DEV Education Track submissions do not count towards this challenge, you must build and deploy a new, original applet. How To Participate To participate, create your Google AI Studio account and publish a post using the submission template below. Your applet should demonstrate creative and practical applications of Gemini's multimodal capabilities. Think beyond basic demos - how can multimodal AI solve real problems or create delightful experiences? Eligibility Requirements This specific challenge includes the following restrictions: Territories and regions excluded per Official Rules: Afghanistan, Belarus, Central African Republic, Cuba, Equatorial Guinea, Iran, Iraq, Kosovo, Libya, Myanmar (Burma), North Korea, Russia, South Sudan, Sudan, Syria, Tanzania, Venezuela, Yemen, Crimea, the so-called Donetsk People's Republic (DNR), the so-called Luhansk People's Republic (LNR). Additional participant exclusions for this challenge: Government institution employees, Google employees These challenge-specific restrictions are in addition to all eligibility requirements and exclusions detailed in our General Contest Official Rules and Google AI Studio Multimodal v25.09.03 Contest Rules . Submission Template Judging Criteria: Innovation and Creativity Technical Implementation User Experience Effective Use of Multimodal Features Helpful Links & Resources New to Google AI Studio ? You can get to know Google AI Studio by tackling the "Build Apps with Google AI Studio" DEV Education Track: Build Apps with Google AI Studio DEV Education Track From prompt to deployed app in less than 2 minutes Connect: @GoogleAIDevs Frequently Asked Questions Participation Can I submit to the prompt more than once? Yes, you can submit multiple submissions but you'll need to publish a separate post for each submission. In the event that you may win two or more submissions, and your submissions are very close with another participant, we will favor the other participant. In the event that you do win with multiple submissions, you will only receive one winner badge. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the cash prize, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it's important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else's code to give you a jumpstart to demonstrate your ideas on top of someone else's base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Google AI Studio Multimodal Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends September 14, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entries must be submitted during the contest period. For Official Rules, see Google AI Studio Multimodal Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:37 |
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