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https://dev.to/_aparna_pradhan_/glm-47-is-the-era-of-expensive-only-sota-models-ending-1eol | 🚀 GLM 4.7 : Is the era of "expensive-only" SOTA models ending? - 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 Aparna Pradhan Posted on Dec 25, 2025 🚀 GLM 4.7 : Is the era of "expensive-only" SOTA models ending? # llm # ai # glm # zai For AI and SaaS founders, runway is everything. Zhipu AI (Z.ai) just released GLM-4.7 , and it’s a massive strategic signal for the B2B tech ecosystem. Here is why your startup needs to pay attention to this shift in the open-source landscape: ✅ Provocative Performance: GLM-4.7 has claimed the #1 spot in the LMArena Code Arena (Blind Test) among open-source models, reportedly outperforming GPT-5.2 in coding capability. It also scored 42% on Humanity’s Last Exam (HLE) —a 38% leap over its predecessor—approaching GPT-5.1 reasoning levels. ✅ The "$3/Month" Advantage: For bootstrapped startups, the GLM Coding Plan is a game-changer. Starting at just $3/month , it offers approximately 3× the usage quota of standard premium plans at roughly 1/7th the cost . In high-volume B2B operations, this can reduce operational API overhead to nearly 1% of standard pricing. ✅ Built for "Agentic" SaaS: The model is specifically optimized for "Agentic Coding" —moving from simple code generation to autonomous task completion . It handles requirement comprehension and multi-stack integration, making it ideal for startups building autonomous agents that fix lint issues, resolve merge conflicts, or generate release notes. ✅ Strategic Autonomy (MIT License): While many frontier models are locked behind APIs, Z.ai released GLM-4.6 (355B MoE) under a permissive MIT license . For B2B startups in regulated sectors (Finance, Healthcare), this allows for complete self-hosting and fine-tuning on proprietary codebases without data ever leaving your infrastructure. ✅ Deep Thinking & Tool Integration: With a dedicated "Deep Thinking" mode for complex reasoning and a 90.6% tool-calling success rate , GLM-4.7 integrates seamlessly into agent frameworks like Claude Code, Cline, and Roo Code via an Anthropic API-compatible endpoint. The Bottom Line: You no longer have to sacrifice SOTA intelligence for the sake of your burn rate. Whether you are building the next automated dev tool or a complex B2B workflow orchestrator, GLM-4.7 provides a high-performance, cost-effective infrastructure to scale. AIStartups #SaaS #B2BTech #GenerativeAI #OpenSource #GLM4 #Zai #CodingAgents Analogy for Understanding: Deploying GLM-4.7 for your startup is like moving from a high-rent, shared co-working space to owning your own high-tech headquarters for the price of a coffee subscription. You get the same elite infrastructure, but you finally have the "keys to the building" (MIT license) and the financial freedom to invite as many "guests" (users) as you want without the bill spiraling out of control. 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 Aparna Pradhan Follow A full-stack web and React Native developer specializing in AI integration with TensorFlow.js and TFLite, as well as LLM API integration. Experienced in building AI agents, retrieval-augmented generat Location india, west bengal Joined Jan 3, 2025 More from Aparna Pradhan COST EFFECTIVE AI IN GCP # ai # cloudcomputing # gemini # serverless Clone Your CTO: The Architecture of an 'AI Twin' (DSPy + Unsloth) # ai # llm # rag # agenticai The Perfect Extraction: Unlocking Unstructured Data with Docling + LangExtract 🚀 # docling # langextract # ai # rag 💎 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/ioweb_961ddefd53bd65fce97/a-strategic-guide-to-hire-angular-developers-29a2 | A Strategic Guide to Hire Angular Developers - 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 Aditya Posted on Dec 22, 2025 A Strategic Guide to Hire Angular Developers # interview # career # typescript # angular The demand for robust, interactive web applications has skyrocketed, and with it, the demand for skilled frontend engineers. If you are looking to hire angular developers, you are entering a competitive market. Finding the right talent requires knowing exactly what to look for beyond just a keyword on a resume. The Skill Set: Beyond the Basics Anyone can watch a tutorial and build a "To-Do List" app. However, enterprise-grade angular web apps require a much deeper understanding of the ecosystem. When you interview candidates, test for these core competencies: TypeScript Proficiency: Angular is built on TypeScript. A developer who doesn't understand interfaces, generics, and strict typing will write messy code. RxJS (Reactive Extensions): This is often the steepest learning curve in Angular. A senior developer should be comfortable using Observables to handle data streams. Performance Optimization: Do they know how to use Lazy Loading? Can they optimize the change detection cycle? Cultural Fit and Soft Skills Technical skills are non-negotiable, but soft skills determine the success of the team. You want to hire angular developers who are problem solvers, not just ticket closers. Communication: Can they explain a complex technical concept to a non-technical project manager? Collaboration: How do they handle code reviews? Are they defensive, or do they view feedback as an opportunity to learn? QA Mindset: Great developers respect the testing process. They work closely with the app quality assurance team to reproduce bugs and verify fixes. Freelancers vs. Full-Time vs. Agencies Your hiring strategy depends on your timeline and budget. Freelancers: Good for small tasks or short-term fixes, but availability can be an issue. Full-Time: Ideal for long-term product ownership, but the recruitment process is slow and expensive. Agencies: Partnering with an angular development company offers a middle ground—dedicated teams without the overhead of HR and payroll. Conclusion Hiring is an investment. A bad hire costs money, time, and morale. By focusing on deep technical understanding (especially TypeScript and RxJS) and prioritizing strong communication skills, you can build a team capable of delivering world-class software. Frequently Asked Questions What is the average salary of an Angular developer? It varies by region. In the US, senior Angular developers can earn between $110,000 and $150,000 annually. Offshore rates are significantly lower. What are the key interview questions for Angular developers? Ask about "Change Detection strategies," "Subject vs. BehaviorSubject in RxJS," and "How to secure an Angular application." Should I hire a full-stack developer or a dedicated frontend specialist? For complex UIs, a dedicated Angular specialist is usually better. Full-stack devs are great, but they may not have the depth of knowledge required for advanced frontend architecture. How do I test a developer's skills? Give them a practical coding challenge—like building a small app that fetches data from an API and displays it—rather than just asking theoretical questions. Is Angular dying? No. While React is popular, Angular remains a top choice for enterprise-level applications due to its stability, structure, and backing by Google. 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 Aditya Follow Joined Nov 20, 2025 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning I Didn’t “Become” a Senior Developer. I Accumulated Damage. # programming # ai # career # discuss If a problem can be solved without AI, does AI actually make it better? # ai # architecture # 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 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 | 2026-01-13T08:49:33 |
https://dev.to/aaron_rose_0787cc8b4775a0/the-secret-life-of-go-interfaces-21a1 | The Secret Life of Go: Interfaces - 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 Aaron Rose Posted on Jan 12 The Secret Life of Go: Interfaces # go # coding # programming # software Chapter 14: The Shape of Behavior The archive was unusually cold that Thursday. The radiators hissed and clanked, fighting a losing battle against the draft seeping through the century-old brickwork. Ethan sat at the table wearing his heavy coat, typing with fingerless gloves. He looked miserable. "It’s the duplication," he muttered, staring at his screen. "I feel like I'm writing the same code twice." Eleanor placed a small plate on the desk. "Mille-feuille," she said. "Thousands of layers of pastry, separated by cream. Distinct, yet unified." Ethan eyed the pastry. "I wish my code was that organized. Look at this." He spun his laptop around. type Admin struct { Name string Level int } type Guest struct { Name string } func SaveAdmin ( a Admin ) error { // Logic to save admin to database... return nil } func SaveGuest ( g Guest ) error { // Logic to save guest to text file... return nil } func ProcessAdmin ( a Admin ) { if err := SaveAdmin ( a ); err != nil { log . Println ( err ) } } func ProcessGuest ( g Guest ) { if err := SaveGuest ( g ); err != nil { log . Println ( err ) } } Enter fullscreen mode Exit fullscreen mode "I have two types of users," Ethan explained. "Admins go to the database. Guests go to a log file. But now my manager wants a 'SuperAdmin', and I’m about to write ProcessSuperAdmin and SaveSuperAdmin . It feels wrong." "It feels wrong because you are obsessed with identity," Eleanor said, pouring tea. "You are asking 'What is this thing?' Is it an Admin? Is it a Guest? But the function Process does not care what the thing is . It only cares what the thing does ." She pointed to the Save calls. "What is the behavior you actually need?" "I need it to save." "Precisely. In Go, we describe behavior with Interfaces ." The Implicit Contract Eleanor opened a new file. "In other languages, you might create a complex hierarchy. AbstractUser inherits from BaseEntity . In Go, we simply describe a method set." type Saver interface { Save () error } Enter fullscreen mode Exit fullscreen mode "This is it," she said. "Any type that has a Save() error method is automatically a Saver . You do not need to type implements Saver . You do not need to sign a contract. You just do the job." She refactored Ethan’s code: // 1. Define the behaviors (Methods) on the structs func ( a Admin ) Save () error { fmt . Println ( "Saving admin to DB..." ) return nil } func ( g Guest ) Save () error { fmt . Println ( "Writing guest to file..." ) return nil } // 2. Write ONE function that accepts the Interface func ProcessUser ( s Saver ) { // This function doesn't know if 's' is an Admin or a Guest. // It doesn't care. It just knows it can call Save(). if err := s . Save (); err != nil { log . Println ( err ) } } Enter fullscreen mode Exit fullscreen mode Ethan blinked. "Wait. Admin doesn't mention Saver anywhere?" "No. This is called Duck Typing . If it walks like a duck and quacks like a duck, Go treats it as a duck. Because Admin has the Save method, it is a Saver . This decouples your code. The ProcessUser function no longer depends on Admin or Guest . It depends only on the behavior." Accept Interfaces, Return Structs "So I should make interfaces for everything?" Ethan asked, reaching for the mille-feuille. "Should I make an AdminInterface ?" "Absolutely not," Eleanor said sharply. "That is the Java talking. In Go, we have a golden rule: Accept Interfaces, Return Structs ." She wrote it on a notepad. Accept Interfaces: Functions should ask for the abstract behavior they need ( Saver , Reader , Validator ). This makes them flexible. Return Structs: Functions that create things should return the concrete type ( *Admin , *File , *Server ). "Why?" Ethan asked. "Because of Postel's Law ," Eleanor replied. "'Be conservative in what you do, be liberal in what you accept from others.' If you return an interface, you strip away functionality. You hide data. If you return a concrete struct, the caller gets everything. But when you accept an argument, you should ask for the minimum behavior required." She typed an example: // Good: Return the concrete struct (pointer) func NewAdmin ( name string ) * Admin { return & Admin { Name : name } } // Good: Accept the interface func LogUser ( s Saver ) { s . Save () } func main () { admin := NewAdmin ( "Eleanor" ) // We get a concrete *Admin LogUser ( admin ) // We pass it to a function expecting a Saver } Enter fullscreen mode Exit fullscreen mode "See?" Eleanor traced the lines. "We create concrete things. But we pass them around as abstract behaviors." The Empty Interface "What if I want to accept anything ?" Ethan asked. "Like print(anything) ?" "Then you use the Empty Interface: interface{} . Or in modern Go, any ." func PrintAnything ( v any ) { fmt . Println ( v ) } Enter fullscreen mode Exit fullscreen mode "Since any has zero methods, every single type in Go satisfies it. An integer, a struct, a pointer—they all have at least zero methods." "That sounds powerful," Ethan said. "It is dangerous," Eleanor corrected. "When you use any , you throw away all type safety. You are telling the compiler, 'I don't care what this is.' Use it sparingly. Use it only when you truly do not care about the data, like in fmt.Printf or JSON serialization." Small is Beautiful Ethan finished the pastry. "So, big interfaces are better? Like UserBehavior with Save , Delete , Update , Validate ?" "No. The bigger the interface, the weaker the abstraction," Eleanor said. "We prefer single-method interfaces. Reader . Writer . Stringer . Saver . If I ask for a Saver , I can pass in an Admin , a Guest , or even a CloudBackup . If I ask for a massive UserBehavior , I can only pass in things that implement all twenty methods . Keep it small." She closed her laptop. "Do not define the world, Ethan. Just define the behavior you need right now." Ethan looked at his refactored code. The duplicate functions were gone, replaced by a single, elegant ProcessUser(s Saver) . "It's about detachment," he realized. "The function doesn't need to know the identity of the data." "Exactly," Eleanor smiled, wrapping her hands around her warm tea. "It is polite software design. We do not ask 'Who are you?' We simply ask, 'Can you save?'" Key Concepts from Chapter 14 Implicit Implementation: Go types satisfy interfaces automatically. There is no implements keyword. If a struct has the methods, it fits the interface. Metaphor: Duck Typing. (If it quacks, it's a duck). Defining Interfaces: Define interfaces where you use them, not where you define the types. type Saver interface { Save () error } Enter fullscreen mode Exit fullscreen mode The Golden Rule: "Accept Interfaces, Return Structs." Accept: Function inputs should be interfaces (e.g., func Do(r io.Reader) ). This allows flexibility. Return: Function outputs (constructors) should be concrete types (e.g., func New() *MyStruct ). This gives the caller full access. Small Interfaces: Prefer single-method interfaces ( io.Reader , fmt.Stringer ). Small interfaces are easier to satisfy and compose. The Empty Interface ( any ): interface{} (or alias any ) is satisfied by all types. Use it only when necessary (like generic printing or containers), as it bypasses compile-time type checking. Decoupling: Interfaces allow you to write logic (like ProcessUser ) that works with future types you haven't even invented yet. Next chapter: Concurrency. Ethan thinks doing two things at once is easy, until Eleanor introduces him to the chaos of race conditions—and the zen of channels. 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: Testing # go # coding # programming # softwaredevelopment The Secret Life of Python: The Matryoshka Trap # python # coding # programming # softwaredevelopment The Secret Life of Python: The Dangerous Reflection # 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/introschool/python-course-intro-3h3l | Python Course Intro - 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 Introschool Posted on May 29, 2022 Python Course Intro # datascience # beginners # programming # python This is a course intro video of Python for Data Science Course 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 Introschool Follow Creating tutorials around programming and data analytics Joined Oct 8, 2021 More from Introschool Can You Solve This Simple Python Challenge? # python # beginners # challenge # programming Modules and packages In Python # programming # tutorial # python # datascience File handling in python # tutorial # programming # python # datascience 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/voxel51/visual-ai-in-healthcare-advancing-comparative-computational-ai-in-veterinary-oncology-5dnh | Visual AI in Healthcare: Advancing Comparative Computational AI in Veterinary Oncology - 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 Jimmy Guerrero for Voxel51 Posted on Sep 20, 2024 Visual AI in Healthcare: Advancing Comparative Computational AI in Veterinary Oncology # computervision # datascience # ai # machinelearning Roughly 50% of dogs over the age of 10 years will develop cancer. Animals are now part of the family, and veterinary medical care now approximates what is available in humans. We are now at a pivotal time where AI platforms and products can expedite clinical discovery and decision – making and accelerate innovation. In this talk, we will provide a high-level overview of comparative AI and the work our team has initiated to evaluate both radiomic and language-based models in veterinary medicine. About the Speakers Dr. Christopher Pinard , DVM DVSc DACVIM (Oncology) is the CEO and co-founder of ANI.ML Health Inc., an adjunct professor in the Department of Clinical Studies at the Ontario Veterinary College, University of Guelph, a Medical Oncologist at Lakeshore Animal Health Partners, a Research Fellow at Sunnybrook Research Institute, and a Faculty Affiliate with the Centre for Advancing Responsible and Ethical Artificial Intelligence (CARE-AI) at the University of Guelph. His research focuses on comparative computational oncology and the development of computer vision and language model-based tools for clinical applications. Dr. Kuan-Chuen Wu builds A.I. products and Engineering solutions via scientific research, technological development, and global teaching. With a Harvard-Stanford education in multi-disciplinary engineering, data science, and business management, he leads multi-functional teams and communities in generative A.I. and predictive A.I. using hardware, software, theory plus ingenuity for societal good. Learn more: ANI.ML - https://www.animl.health/ Recorded on Sept 19, 2024 at the Visual AI in Healthcare virtual event. 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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/voxel51/computer-vision-meetup-reducing-hallucinations-in-chatgpt-and-similar-ai-systems-49g2 | Computer Vision Meetup: Reducing Hallucinations in ChatGPT and Similar AI Systems - 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 Jimmy Guerrero for Voxel51 Posted on Sep 12, 2024 Computer Vision Meetup: Reducing Hallucinations in ChatGPT and Similar AI Systems # computervision # datascience # ai # machinelearning LLMs are prone to producing hallucinations, largely due to their limited content and knowledge base. One of the most widely used techniques to reduce hallucinations is incorporating external knowledge sources. Among these, using knowledge graphs has shown particularly impressive results in enhancing the accuracy and reliability of the results produced by LLMs. In this talk, we will explore what knowledge graphs are, why they are important, and how to utilize the Neo4j graph database to improve the reliability of LLMs. About the Speaker Abhimanyu Aryan started in VR industry, then worked as an ML Engineer (Vision) for the Indian Air Force and contributed to Julia’s open-source web ecosystem( mostly Genie). Currently, building an AI stealth startup. Not a Meetup member? Sign up to attend the next event: https://voxel51.com/computer-vision-ai-meetups/ Recorded on Sept 12, 2024 at the AI, Machine Learning and Computer Vision Meetup. 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/spring | Spring - 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 # spring Follow Hide Create Post Older #spring 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 OIDC UserInfo Endpoint explained for Backend Engineers Shilpa Gore Shilpa Gore Shilpa Gore Follow Jan 12 OIDC UserInfo Endpoint explained for Backend Engineers # oauth # openidconnect # spring # authentication Comments 1 comment 3 min read How Does @Async Work Internally in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Jan 10 How Does @Async Work Internally in Spring Boot? # java # interview # spring # springboot 6 reactions Comments Add Comment 3 min read Do Dev ao Arquiteto: O Papel da Liderança Técnica em Ambientes Ágeis Daniel Camucatto Daniel Camucatto Daniel Camucatto Follow Jan 3 Do Dev ao Arquiteto: O Papel da Liderança Técnica em Ambientes Ágeis # programming # architecture # spring # agile Comments Add Comment 3 min read Magic in the Wild: How Java Giants like Spring, Hibernate, and Mockito use Dynamic Proxies Rajat Arora Rajat Arora Rajat Arora Follow Jan 1 Magic in the Wild: How Java Giants like Spring, Hibernate, and Mockito use Dynamic Proxies # java # spring # hibernate # mockito 1 reaction Comments Add Comment 6 min read Hibernate XML 설정 가이드 - 매핑, 캐시, 트랜잭션 dss99911 dss99911 dss99911 Follow Dec 31 '25 Hibernate XML 설정 가이드 - 매핑, 캐시, 트랜잭션 # backend # spring # jpa # hibernate Comments Add Comment 3 min read Spring Boot Properties 설정 완벽 가이드 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Boot Properties 설정 완벽 가이드 # backend # spring # springboot # properties Comments Add Comment 3 min read Spring Data JPA 완벽 가이드 - Entity, Repository, Cache dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Data JPA 완벽 가이드 - Entity, Repository, Cache # backend # spring # jpa # hibernate Comments Add Comment 2 min read Spring Boot JSP 가이드 - 설정부터 Form 처리, 유효성 검증까지 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Boot JSP 가이드 - 설정부터 Form 처리, 유효성 검증까지 # backend # spring # jsp # jstl Comments Add Comment 3 min read JPA Entity 어노테이션 완벽 가이드 - 상속, Named Query, 기본 매핑 dss99911 dss99911 dss99911 Follow Dec 31 '25 JPA Entity 어노테이션 완벽 가이드 - 상속, Named Query, 기본 매핑 # backend # spring # jpa # hibernate Comments Add Comment 2 min read Spring Boot 기본 설정 가이드 - Configuration, DI, Profile, Devtools dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Boot 기본 설정 가이드 - Configuration, DI, Profile, Devtools # backend # spring # springboot # configuration Comments Add Comment 2 min read Spring Cloud 마이크로서비스 - Eureka와 Multi-Module 프로젝트 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Cloud 마이크로서비스 - Eureka와 Multi-Module 프로젝트 # backend # spring # microservices # eureka Comments Add Comment 2 min read Hibernate 쿼리 완벽 가이드 - HQL과 Criteria API dss99911 dss99911 dss99911 Follow Dec 31 '25 Hibernate 쿼리 완벽 가이드 - HQL과 Criteria API # backend # spring # jpa # hibernate Comments Add Comment 3 min read Spring Boot 로깅 설정 가이드 - Logback 설정과 활용 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Boot 로깅 설정 가이드 - Logback 설정과 활용 # backend # spring # logging # logback Comments Add Comment 2 min read Spring Boot Actuator - 애플리케이션 모니터링 가이드 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Boot Actuator - 애플리케이션 모니터링 가이드 # backend # spring # actuator # monitoring Comments Add Comment 2 min read Spring Web MVC 완벽 가이드 - Controller, Session, Bootstrap 연동 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Web MVC 완벽 가이드 - Controller, Session, Bootstrap 연동 # backend # spring # springmvc # controller Comments Add Comment 2 min read Spring Security 시작하기 - 기본 설정과 인증 dss99911 dss99911 dss99911 Follow Dec 31 '25 Spring Security 시작하기 - 기본 설정과 인증 # backend # spring # springsecurity # authentication Comments Add Comment 2 min read How Does CompletableFuture Simplify Asynchronous Programming in Java? realNameHidden realNameHidden realNameHidden Follow Dec 26 '25 How Does CompletableFuture Simplify Asynchronous Programming in Java? # java # spring # springboot # interview 5 reactions Comments Add Comment 8 min read How Do You Validate Query Parameters in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 26 '25 How Do You Validate Query Parameters in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 4 min read How do you handle optional fields in request body in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 26 '25 How do you handle optional fields in request body in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 4 min read How Do You Read Enum Values from Query Parameters in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 26 '25 How Do You Read Enum Values from Query Parameters in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 3 min read How do you handle optional query parameters in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 25 '25 How do you handle optional query parameters in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 3 min read How Do You Read Query Parameters in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 25 '25 How Do You Read Query Parameters in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 3 min read How Do You Map Different Exceptions to Different HTTP Status Codes in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 24 '25 How Do You Map Different Exceptions to Different HTTP Status Codes in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 4 min read How Do You Read Query Parameters in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 24 '25 How Do You Read Query Parameters in Spring Boot? # java # spring # springboot # interview 5 reactions Comments Add Comment 3 min read How Do You Handle Validation Errors Globally in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Dec 24 '25 How Do You Handle Validation Errors Globally in Spring Boot? # java # spring # springboot # errors 5 reactions Comments Add Comment 4 min read loading... trending guides/resources Spring Data JDBC Tutorial Build a Spring AI MCP Server With MongoDB Spring Boot Properties: Complete Tutorial Important Spring Boot Annotations: What They Do, Why, and How They Work Behind the Scenes Spring Data JPA Best Practices: Entity Design Guide What Is the Difference Between @ControllerAdvice and @RestControllerAdvice? Learning Java Spring Boot: A Step-by-Step Backend Development The "Aha!" Moment: Why Understanding the JVM Changed How I Write Java 🔥Java Spring Framework & Spring Boot : A simple, no-nonsense guide that actually makes sense How Does CompletableFuture Simplify Asynchronous Programming in Java? Spring vs Spring Boot: What Are the Main Differences Every Java Developer Should Know? How Do You Handle Exceptions Globally in Spring Boot? How We Reduced Payment API Latency by 60% Using ExecutorService in Spring Boot How Do You Handle Validation Errors Globally in Spring Boot? How do you handle optional fields in request body in Spring Boot? How Do You Validate Query Parameters in Spring Boot? 🏨 Spring Boot 4 & Spring Framework 7: Native API Versioning (No More Hacks) The Proxy Paradox: Why Spring @Transactional Vanishes How Do You Read Query Parameters in Spring Boot? 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https://dev.to/t/chores | Chores - 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 # chores Follow Hide Strategies for getting kids involved in household responsibilities. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 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 | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/feature-flags/variables-and-variations/variables | Variables | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Variables Variations Variable Defaults Feature Flag Reach Targeting Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Variables and Variations Variables On this page Variables Variables are the elements that can change within a Feature. For example, if you have a Feature that controls a new UI element, a Variable could be the color of that element. By default, upon creation of a Feature, a Boolean Variable will be created which has the same name as the Feature's key for easier reference. Already understand the Variable essentials? Be sure to check out our advanced Variable documentation which covers topics like: Variable Schemas Managing Variables To view the Variables and Variations within a Feature, navigate to the 'Variables' section on a Feature page sidebar. This will lead the user to a table containing all of the Variables used by this Feature and all of their values across all Variations: Each Feature manages its own set of Variables. By default, upon creation of a Feature, a Boolean Variable will be created which has the same name as the Feature's key for easier reference. On the Feature page, there are indicators for each Variable that inform you of the following: if a Variable has been seen in code (if Code References have been enabled) if evaluations have been seen info For insights into why a particular value was returned, check out Evaluation Reasons . These indicators are helpful when setting up Features. They help to confirm proper setup, and aid in Variable cleanup once a Feature has completed it's lifecycle . Hover over these indicators for more detail about a Variable's code references & evaluation information. Depending on the Feature type, the default Variations will be pre-set. For example, the most common Feature type is a Release Flag, and it will have two Variations - "Variation OFF" and "Variation ON", with the boolean Variable being set to false and true, respectively. info For more information on Variations please visit the Variations section of the documentation. Global Variables Dashboard You can also view Variables through the Variables dashboard, a collection of all Variables used within a Project on a single list. In more complex or longer running Projects, the Variables dashboard is useful to quickly find exactly what Feature is controlling a Variable (if any). To navigate to this page, use the Variables button on DevCycle dashboard's top bar, which will lead you to the Variables list which will show: Variable Name The name given to the Variable upon its creation Feature The name of the Feature that is currently managing a Variable. Note that Variables can only be managed by a single Feature at a time. If you wish to change what Feature is managing a Variable, first remove that Variable from a Feature as outlined in Creating Variables and Variations . If the Variable is NOT being managed by a Feature, this column will note the lack of Feature. Click on a Feature name to navigate directly to the Feature managing this Variable Type The type of the Feature flag. This type can one of: Boolean, JSON, Number, Boolean, or String. Created At The time this Variable was first created. Variable Details To access Variable details, click "View Info" on the Variables list page for your Desired Variable. This page contains two sections: Section Description Variable Info This section allows for the modification of the display name of the Variable, as well as the ability to provide a more detailed description of the Variable. Code References The Code References section is a collection of all of the areas within your codebase this Variable is actually being referenced, with a link out to the exact location within your GitHub codebase. info To use the Code Refs feature, the DevCycle action for Code References must be enabled within your repository. Creating a New Variable A user can add as many Variables as they desire by simply clicking the "Add Variable" button. Give your new Variable a key , a type , and its values for each of the current Variations. The unique Variable key is used to reference the Variable in code. Variables cannot be used in multiple existing Features, so their keys must be unique. The Variable Type helps enforce consistent usage across the team to avoid type mismatches in different use cases. Variables may be the following types: Boolean String Number JSON The Variable Values for each Variation will be what the Variable's value will be in SDK and API responses if a targeting rule is targeting those specific Variations. caution For JSON Variables, the only allowable Values are JSON objects with key-value pairs. Updating a Variable DevCycle allows users to edit the Variable Type of existing Variables. We understand the importance of type-safety in Variable management in addition to having flexibility when creating & editing Variables. As such, editing unassociated Variable versus associated Variables differs slightly so you have as much context as possible on the ramifications of changing a Variable type & its impact on your code. Unassociated Variables To edit an unassociated Variable, navigate to the Variable Details page of the Variable you want to edit and select the new type from the dropdown. Associated Variables If a Variable is currently associated with a Feature, changes to the Variable Type must be done on the associated Feature page. Once on the Feature page, click on the edit icon next to the Variable key and select a new Variable Type from the dropdown and click Update. caution Be cautious when editing Variable types as any code that is evaluating this Variable must also be updated to expect the new type. A mismatch in Variable types between the dashboard and your code will result in your code always returning the default value. Removing a Variable To remove a Variable from a Feature, simply click on the edit icon next to the Variable key and select the option to remove the Variable from the Variable edit modal. Removing a Variable from this page does not completely remove the Variable from DevCycle. The Variable will still be visible in the Variable Dashboard , but it will not be associated with any Features. Taking this action will cause all references to the Variable in any code usage to default only to the default value used in your codebase. info To fully delete a Variable you must do so via our Management API . Archiving a Variable Archiving Variables is a good way to clean up the DevCycle dashboard and ensure that it is easy to understand which Variables are available for use and which should no longer be leveraged going forward. To archive a Variable it must also be removed from any active Features . Variables can be archived and removed from a Feature at the same time. When you've selected to remove the Variable, the confirmation modal will also provide the option to archive the Variable. If a Variable is not archived when it is removed from a Feature, it will remain active, but it won't be associated with any Features, and the default value will be delivered whenever the Variable is evaluated in code. If you are archiving a Variable from the Variable list or Variable details page, the Variable must be in this unassociated state. When archiving a Variable from the Variable list or details page you will need to confirm your desire to archive by entering the Variable's key in the archive confirmation modal. Once archived, Variables can still be viewed by toggling the Variable status filter to either All or Archived Variables on the Variable list page. From here, Variables can also be unarchived if desired. Re-associating a Variable DevCycle has the ability to re-use existing Variables and re-associate them to different Features. In the Variable Key input field, a drop down will display all unassociated, unarchived Variables that can be re-associated to your Feature while also providing you the option to add a net new Variable. If you select an existing, unassociated Variable from the dropdown, the Variable type will be populated with the type of the selected Variable and cannot be changed. If you input a Variable key that matches an existing archived Variable, the error below will appear, as you must first unarchive the Variable. To use it, click the hyperlinked " Variable " text, and you'll be directed to the archived Variable page where you can unarchive it. info If you want to move a Variable between Features, you must first remove it from the previous Feature, making it unassociated. Cleaning up Variables DevCycle will display the option to either keep or archive a Variable once a Feature has been Completed : Keep: Marks the Variable as permanent, indicating that the it should be kept active. DevCycle will not prompt you toward archiving or removing the Variable from your code, and the Variable will always serve the configured value. Archive (Cleanup): Cleanup the Variable by removing (un-associating) the Variable from the Feature and archiving it. The intention is that the Variable is no longer needed and it has been removed from the codebase. With code references, Variables will also be marked as deprecated in code if it was not made permanent. A Feature can revert is "completed" status at any time, and Variables can be un-archived or re-associated as needed. Learn more about Feature cleanup on the Feature Status and Lifecycle page. Edit this page Last updated on Jan 9, 2026 Previous Features Next Variations Managing Variables Creating a New Variable Updating a Variable Removing a Variable Archiving a Variable Re-associating a Variable Cleaning up Variables DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://dev.to/saadmanrafat/uv-mcp-server-34i8 | uv-mcp server - 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 Saadman Rafat Posted on Dec 16, 2025 uv-mcp server # uv # mcp # python # ai uv-mcp Why uv-mcp? Python environment management, reimagined for the AI era. It bridge modern, reproducible Python environments with MCP agents. Diagnose, self-heal, and manage uv workflows Gemini CLI Featured Extension Github: https://github.com/saadmanrafat/uv-mcp Documentation: https://saadman.dev/uv-mcp Sponsor: 💖 https://github.com/sponsors/saadmanrafat by Saadman Rafat 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 Saadman Rafat Follow Full Stack Developer. An ardent advocate of open-source software. Python Developer. Passionate about Python and it's ecosystem. Joined Dec 1, 2020 More from Saadman Rafat Give Your AI Superpowers: Managing Python Environments with uv-mcp # devtools # ai # uv # gemini Seeing the World: A Beginner's Guide to Convolutional Neural Networks (CNNs) with PyTorch # deeplearning # pytorch # computervision # python Deta Surf: Reclaim Your Digital World # ai # productivity # browser # det 💎 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 | 2026-01-13T08:49:33 |
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https://docs.devcycle.com/platform/security-and-guardrails/variable-schemas | Variable Schemas | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Approval Workflows Audit Log Custom Property Schemas Feature Obfuscation Roles & Permissions SDK Visibility Variable Schemas Testing and QA Extras Examples Platform Security and Guardrails Variable Schemas On this page Variable Schemas Variable Schemas is a new DevCycle feature that lets you define allowable values for your Variables when creating Feature Variations. Variable Schemas help developers ensure that team members can easily select allowable inputs for Variable values without being nervous that a certain value might cause an application crash or negatively impact end user experience. Defining a Variable Schema To define a Variable Schema for a Variable, navigate to the Schema section of the Variable Details page to select and define a schema for that particular Variable. Variable Schemas can be defined manually , or you may want AI to generate a Schema automatically instead. More on those options later. Schema Types There are three different types of schemas that you can define for your Variable: Enum ( String or Number Variable ) Regex ( String Variable ) JSON ( JSON Variable ) Each schema type requires a Brief Description . For example, when defining an Enum schema for a String Variable that's meant for a greeting message on a sign up page, a sample description could be “Greeting options for sign-up page.” You also must set an Example Value . The example value will be used as the initial value for each Variation when adding this Variable to a Feature. caution You will be unable to define or edit a Schema that makes the associated Feature’s values invalid. Enum Schema An Enum schema will allow you to input allowable values for a string or number Variable. If “Enum” type is selected, users must define the allowable values in the Enum Values input field. Enum Example: Regex Schema A Regex schema allows you to define a regex pattern. Variation values for a Variable with a Regex schema type must match the pattern defined in the schema. Regex Example: JSON Schema A JSON schema will allow DVC users to define a JSON schema that Variation values must follow. If the “JSON schema” type is selected, users can define a schema themselves in a JSON editor under the Manual Entry tab or have AI define a schema for you under the AI Generated tab. Examples of JSON Schemas and more information about them can be found here . JSON Example: Schema Creation Variables Schemas can be created automatically via our AI Generated Schemas, or manually, by inputting the details yourself. You may find out more about creating Schemas and it’s proper syntax from this page here . Manual Entry Schemas can be created manually by providing it with a Description, the Schema and an example of an acceptable value for your schema. Variable Schemas can be manually added to both associated or unassociated Variables. AI Generated Schemas can also be created automatically by using DevCycle’s AI Generated Schemas. It works by analyzing the Variable, and it’s values within the Feature it’s used in, and generating a schema based on it’s assumption of what the Variable represents. AI Generated Schemas rely on existing Variables that are associated to a Feature. To start, you can select to Add or Edit the Variable’s Schema and navigate to the AI Generated tab. Here you can select “Generate with AI” to create a new schema, or “Regenerate with AI” to replace your existing one. After that, you’ll be asked to select a Variation to choose as a example. This example is shown when you’re creating a new Variation and will pre-populate your Variable value for the new Variation. When you've selected an example, have AI generate the Schema. AI will create the Variable Schema for you and all you have to do is hit “Save” to apply your changes. You may also edit the Schema further before saving as you may want to include more possible values or allow/do not allow additional properties to be added via a Feature. Adding a Variable with a Defined Schema Once the Variable is created and a schema has been defined, you can add it to a Feature like any other unassociated Variable and select it from the dropdown in the Add New Variable modal within a Feature. If a Variable that has a schema is selected, an info box will appear that outlines the schema type and has the Brief Description of the schema defined on the Variable details page. You can also click on the word "here” to open a side panel which displays the schema definition along with other details about the Variable. Adding a New Variation for Variables with a Defined Schema When adding a new Variation for a Variable with a schema, you can click on the Variable name (e.g. inline-search in this example) to open a side panel which displays the schema definition along with other details about the Variable. Edit this page Last updated on Jan 9, 2026 Previous SDK Visibility Next Evaluation Lookup Defining a Variable Schema Schema Types Schema Creation Adding a Variable with a Defined Schema Adding a New Variation for Variables with a Defined Schema DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://dev.to/veritaschain/ed25519-merkle-tree-uuidv7-building-tamper-proof-decision-logs-o1e | Ed25519 + Merkle Tree + UUIDv7 = Building Tamper-Proof Decision Logs - 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 VeritasChain Standards Organization (VSO) Posted on Dec 13, 2025 Ed25519 + Merkle Tree + UUIDv7 = Building Tamper-Proof Decision Logs # blockchain # security # architecture # python TL;DR : This article shows how to combine three cryptographic primitives—Ed25519 signatures, Merkle trees, and UUIDv7 identifiers—to create an immutable audit trail for AI and algorithmic systems. Full Python implementation included. The Problem: AI Decisions at the Speed of Light Your trading algorithm just made 10,000 decisions in the last second. Your ML model approved 500 loan applications. Your autonomous system executed a critical maneuver. Now someone asks: "What exactly happened at 14:32:07.847?" Can you prove: What decision was made? When it was made (with cryptographic certainty)? That nothing was altered after the fact? Traditional logging fails here. Database records can be modified. Timestamps can be forged. Log files can be edited. When AI systems operate faster than human comprehension, we need something stronger than "trust us." We need cryptographic proof . The Three Pillars Let's build a tamper-proof audit trail using three battle-tested primitives: Primitive Purpose Standard UUIDv7 Time-ordered unique identifiers RFC 9562 Hash Chain Tamper-evident linking SHA-256 Ed25519 Digital signatures RFC 8032 Merkle Tree Efficient batch verification RFC 6962 Each solves a specific problem. Together, they create an unbreakable chain of evidence. Pillar 1: UUIDv7 — Time-Ordered Identity UUIDv7 (defined in RFC 9562) embeds a 48-bit Unix timestamp in milliseconds directly into the identifier. This gives us: Lexicographic sorting = chronological sorting Embedded temporal proof independent of any timestamp field Uniqueness without central coordination import uuid import time def generate_uuidv7 () -> str : """ Generate a UUIDv7 identifier with embedded timestamp. """ # Current time in milliseconds timestamp_ms = int ( time . time () * 1000 ) # UUIDv7 structure: # - 48 bits: timestamp (ms) # - 4 bits: version (7) # - 12 bits: random # - 2 bits: variant # - 62 bits: random # Using Python 3.12+ built-in (or uuid7 package for earlier versions) return str ( uuid . uuid7 ()) # Example output: "019234ab-cdef-7000-8123-456789abcdef" # ^^^^^^^^ timestamp embedded here Enter fullscreen mode Exit fullscreen mode Why this matters : If someone claims an event happened at time T, but the UUIDv7 embedded timestamp says T+5 minutes, we have cryptographic evidence of timestamp manipulation. def extract_timestamp_from_uuidv7 ( uuid_str : str ) -> int : """ Extract the embedded millisecond timestamp from a UUIDv7. """ uuid_hex = uuid_str . replace ( " - " , "" ) # First 48 bits (12 hex chars) contain the timestamp timestamp_ms = int ( uuid_hex [: 12 ], 16 ) return timestamp_ms def detect_timestamp_anomaly ( event_id : str , claimed_timestamp_ms : int , threshold_ms : int = 5000 ) -> bool : """ Detect if claimed timestamp diverges from UUIDv7 embedded timestamp. """ embedded_ts = extract_timestamp_from_uuidv7 ( event_id ) drift = abs ( embedded_ts - claimed_timestamp_ms ) return drift > threshold_ms Enter fullscreen mode Exit fullscreen mode Pillar 2: Hash Chains — Tamper-Evident Linking Every event includes the hash of the previous event, creating an unbreakable chain: Event₁ → H(Event₁) → Event₂ → H(Event₂) → Event₃ → ... ↓ ↓ prev_hash prev_hash Enter fullscreen mode Exit fullscreen mode If anyone modifies Event₁ after the fact, the hash changes, which breaks the link to Event₂, which breaks the link to Event₃... The tampering is instantly detectable. import hashlib import json # Genesis hash: 64 zeros (256 bits) GENESIS_HASH = " 0 " * 64 def canonicalize_json ( obj : dict ) -> str : """ RFC 8785 JSON Canonicalization. - Lexicographic key ordering - No whitespace - Specific number formatting """ return json . dumps ( obj , sort_keys = True , separators = ( " , " , " : " ), ensure_ascii = False ) def compute_event_hash ( header : dict , payload : dict , prev_hash : str , algo : str = " sha256 " ) -> str : """ Compute event hash following VCP specification. hash = H(canonical(header) || canonical(payload) || prev_hash) """ canonical_header = canonicalize_json ( header ) canonical_payload = canonicalize_json ( payload ) # Concatenate components data = f " { canonical_header }{ canonical_payload }{ prev_hash } " . encode ( " utf-8 " ) if algo == " sha256 " : return hashlib . sha256 ( data ). hexdigest () elif algo == " sha3_256 " : return hashlib . sha3_256 ( data ). hexdigest () else : raise ValueError ( f " Unsupported algorithm: { algo } " ) Enter fullscreen mode Exit fullscreen mode Chain validation is straightforward: def validate_chain ( events : list [ dict ]) -> tuple [ bool , str ]: """ Validate the integrity of an event chain. Returns (is_valid, error_message). """ if not events : return True , " Empty chain " # First event must reference genesis hash first_event = events [ 0 ] if first_event [ " security " ][ " prev_hash " ] != GENESIS_HASH : return False , " Genesis event has incorrect prev_hash " # Verify each subsequent event for i in range ( 1 , len ( events )): current = events [ i ] previous = events [ i - 1 ] # Recompute previous event's hash expected_prev_hash = compute_event_hash ( previous [ " header " ], previous [ " payload " ], previous [ " security " ][ " prev_hash " ] ) # Verify linkage if current [ " security " ][ " prev_hash " ] != expected_prev_hash : return False , f " Chain broken at event { i } : prev_hash mismatch " # Verify current event's own hash computed_hash = compute_event_hash ( current [ " header " ], current [ " payload " ], current [ " security " ][ " prev_hash " ] ) if current [ " security " ][ " event_hash " ] != computed_hash : return False , f " Event { i } hash mismatch: content was modified " return True , " Chain valid " Enter fullscreen mode Exit fullscreen mode Pillar 3: Ed25519 Signatures — Authenticity and Non-Repudiation Hash chains prove integrity (nothing was modified), but they don't prove who created the record. That's where digital signatures come in. Ed25519 (RFC 8032) provides: 256-bit security with 64-byte signatures Fast signing and verification (~25,000 ops/sec on commodity hardware) Deterministic signatures (same input always produces same output) from cryptography.hazmat.primitives.asymmetric.ed25519 import ( Ed25519PrivateKey , Ed25519PublicKey ) from cryptography.hazmat.primitives import serialization class EventSigner : """ Ed25519 signer for VCP events. """ def __init__ ( self , private_key : Ed25519PrivateKey = None ): self . private_key = private_key or Ed25519PrivateKey . generate () self . public_key = self . private_key . public_key () def get_public_key_hex ( self ) -> str : """ Export public key as hex string. """ public_bytes = self . public_key . public_bytes ( encoding = serialization . Encoding . Raw , format = serialization . PublicFormat . Raw ) return public_bytes . hex () def sign_event ( self , event_hash : str ) -> str : """ Sign an event hash and return hex-encoded signature. """ signature = self . private_key . sign ( bytes . fromhex ( event_hash )) return signature . hex () @staticmethod def verify_signature ( public_key_hex : str , event_hash : str , signature_hex : str ) -> bool : """ Verify an event signature. """ try : public_key = Ed25519PublicKey . from_public_bytes ( bytes . fromhex ( public_key_hex ) ) public_key . verify ( bytes . fromhex ( signature_hex ), bytes . fromhex ( event_hash ) ) return True except Exception : return False Enter fullscreen mode Exit fullscreen mode Pillar 4: Merkle Trees — Efficient Batch Verification For high-throughput systems generating millions of events, we need efficient proofs. Merkle trees (RFC 6962, from Certificate Transparency) let us: Batch many events under a single root hash Prove inclusion of any single event without revealing others Anchor to external systems (blockchain, timestamp authority) Root Hash / \ Hash01 Hash23 / \ / \ Hash0 Hash1 Hash2 Hash3 | | | | Event0 Event1 Event2 Event3 Enter fullscreen mode Exit fullscreen mode import hashlib from typing import Optional # RFC 6962 leaf/node prefixes LEAF_PREFIX = b ' \x00 ' NODE_PREFIX = b ' \x01 ' def merkle_leaf_hash ( data : bytes ) -> bytes : """ Compute RFC 6962 leaf hash. """ return hashlib . sha256 ( LEAF_PREFIX + data ). digest () def merkle_node_hash ( left : bytes , right : bytes ) -> bytes : """ Compute RFC 6962 internal node hash. """ return hashlib . sha256 ( NODE_PREFIX + left + right ). digest () class MerkleTree : """ RFC 6962 compliant Merkle tree for event batching. """ def __init__ ( self , event_hashes : list [ str ]): self . leaves = [ merkle_leaf_hash ( bytes . fromhex ( h )) for h in event_hashes ] self . tree = self . _build_tree ( self . leaves ) self . root = self . tree [ - 1 ][ 0 ] if self . tree else None def _build_tree ( self , leaves : list [ bytes ]) -> list [ list [ bytes ]]: """ Build complete Merkle tree from leaves. """ if not leaves : return [] tree = [ leaves ] current_level = leaves while len ( current_level ) > 1 : next_level = [] for i in range ( 0 , len ( current_level ), 2 ): left = current_level [ i ] # Handle odd number of nodes right = current_level [ i + 1 ] if i + 1 < len ( current_level ) else left next_level . append ( merkle_node_hash ( left , right )) tree . append ( next_level ) current_level = next_level return tree def get_root_hex ( self ) -> str : """ Get Merkle root as hex string. """ return self . root . hex () if self . root else "" def get_proof ( self , index : int ) -> list [ dict ]: """ Get inclusion proof for event at index. Returns list of {hash, position} for verification. """ if index >= len ( self . leaves ): raise IndexError ( " Event index out of range " ) proof = [] idx = index for level in self . tree [: - 1 ]: # Exclude root level if len ( level ) == 1 : break # Determine sibling if idx % 2 == 0 : # Left node sibling_idx = idx + 1 if idx + 1 < len ( level ) else idx position = " right " else : # Right node sibling_idx = idx - 1 position = " left " proof . append ({ " hash " : level [ sibling_idx ]. hex (), " position " : position }) idx //= 2 return proof @staticmethod def verify_proof ( event_hash : str , proof : list [ dict ], root_hash : str ) -> bool : """ Verify a Merkle inclusion proof. """ current = merkle_leaf_hash ( bytes . fromhex ( event_hash )) for step in proof : sibling = bytes . fromhex ( step [ " hash " ]) if step [ " position " ] == " left " : current = merkle_node_hash ( sibling , current ) else : current = merkle_node_hash ( current , sibling ) return current . hex () == root_hash Enter fullscreen mode Exit fullscreen mode Putting It All Together: The VCP Event Structure Here's the complete event model combining all four primitives: from dataclasses import dataclass , field from datetime import datetime , timezone from typing import Optional import uuid import time @dataclass class VCPEvent : """ Complete VCP event with cryptographic security. """ # Header event_id : str = field ( default_factory = lambda : str ( uuid . uuid7 ())) trace_id : str = "" # Links related events (e.g., order lifecycle) timestamp_int : str = "" # Nanoseconds as string (precision preservation) timestamp_iso : str = "" # RFC 3339 format event_type : str = "" # SIG, ORD, EXE, etc. event_type_code : int = 0 timestamp_precision : str = " MILLISECOND " clock_sync_status : str = " NTP_SYNCED " hash_algo : str = " SHA256 " # Domain fields venue_id : str = "" symbol : str = "" account_id : str = "" # Payload (domain-specific) payload : dict = field ( default_factory = dict ) # Security prev_hash : str = GENESIS_HASH event_hash : str = "" signature : str = "" signer_id : str = "" def __post_init__ ( self ): if not self . timestamp_int : now_ns = int ( time . time () * 1_000_000_000 ) self . timestamp_int = str ( now_ns ) if not self . timestamp_iso : self . timestamp_iso = datetime . now ( timezone . utc ). isoformat () if not self . trace_id : self . trace_id = self . event_id def to_header_dict ( self ) -> dict : return { " event_id " : self . event_id , " trace_id " : self . trace_id , " timestamp_int " : self . timestamp_int , " timestamp_iso " : self . timestamp_iso , " event_type " : self . event_type , " event_type_code " : self . event_type_code , " timestamp_precision " : self . timestamp_precision , " clock_sync_status " : self . clock_sync_status , " hash_algo " : self . hash_algo , " venue_id " : self . venue_id , " symbol " : self . symbol , " account_id " : self . account_id , } def compute_hash ( self ) -> str : """ Compute and store event hash. """ self . event_hash = compute_event_hash ( self . to_header_dict (), self . payload , self . prev_hash , algo = self . hash_algo . lower () ) return self . event_hash def sign ( self , signer : EventSigner ) -> str : """ Sign the event hash. """ if not self . event_hash : self . compute_hash () self . signature = signer . sign_event ( self . event_hash ) self . signer_id = signer . get_public_key_hex () return self . signature def to_dict ( self ) -> dict : """ Export complete event as dictionary. """ return { " header " : self . to_header_dict (), " payload " : self . payload , " security " : { " prev_hash " : self . prev_hash , " event_hash " : self . event_hash , " signature " : self . signature , " signer_id " : self . signer_id , } } Enter fullscreen mode Exit fullscreen mode Complete Example: Logging a Trade Decision def demo_trade_logging (): """ Demonstrate complete tamper-proof logging workflow. """ # Initialize signer signer = EventSigner () print ( f " Signer Public Key: { signer . get_public_key_hex ()[ : 32 ] } ... " ) events = [] prev_hash = GENESIS_HASH # Event 1: Signal Generated (AI decision) signal_event = VCPEvent ( event_type = " SIG " , event_type_code = 1 , venue_id = " BINANCE " , symbol = " BTC/USDT " , account_id = " ALGO_001 " , prev_hash = prev_hash , payload = { " signal_type " : " LONG " , " confidence " : " 0.847 " , # String for precision " model_version " : " v2.3.1 " , " decision_factors " : { " rsi_14 " : { " value " : " 28.5 " , " weight " : " 0.3 " }, " macd_signal " : { " value " : " -0.0023 " , " weight " : " 0.25 " }, " sentiment_score " : { " value " : " 0.72 " , " weight " : " 0.2 " }, } } ) signal_event . compute_hash () signal_event . sign ( signer ) events . append ( signal_event ) prev_hash = signal_event . event_hash print ( f " \n ✅ Signal Event " ) print ( f " ID: { signal_event . event_id } " ) print ( f " Hash: { signal_event . event_hash [ : 32 ] } ... " ) # Event 2: Order Submitted order_event = VCPEvent ( event_type = " ORD " , event_type_code = 2 , trace_id = signal_event . trace_id , # Link to signal venue_id = " BINANCE " , symbol = " BTC/USDT " , account_id = " ALGO_001 " , prev_hash = prev_hash , payload = { " trade_data " : { " order_id " : " ORD-20241201-001 " , " side " : " BUY " , " order_type " : " LIMIT " , " price " : " 43250.50 " , " quantity " : " 0.1 " , } } ) order_event . compute_hash () order_event . sign ( signer ) events . append ( order_event ) prev_hash = order_event . event_hash print ( f " \n ✅ Order Event " ) print ( f " ID: { order_event . event_id } " ) print ( f " Links to: { order_event . trace_id } " ) # Event 3: Execution exec_event = VCPEvent ( event_type = " EXE " , event_type_code = 5 , trace_id = signal_event . trace_id , venue_id = " BINANCE " , symbol = " BTC/USDT " , account_id = " ALGO_001 " , prev_hash = prev_hash , payload = { " trade_data " : { " order_id " : " ORD-20241201-001 " , " execution_id " : " EXE-20241201-001 " , " execution_price " : " 43251.25 " , " executed_qty " : " 0.1 " , " commission " : " 0.00043251 " , " slippage " : " 0.75 " , } } ) exec_event . compute_hash () exec_event . sign ( signer ) events . append ( exec_event ) print ( f " \n ✅ Execution Event " ) print ( f " Slippage: { exec_event . payload [ ' trade_data ' ][ ' slippage ' ] } USDT " ) # Validate chain event_dicts = [ e . to_dict () for e in events ] is_valid , message = validate_chain ( event_dicts ) print ( f " \n 🔗 Chain Validation: { message } " ) # Create Merkle tree for batch anchoring event_hashes = [ e . event_hash for e in events ] merkle = MerkleTree ( event_hashes ) print ( f " \n 🌳 Merkle Root: { merkle . get_root_hex ()[ : 32 ] } ... " ) # Generate proof for the order event proof = merkle . get_proof ( 1 ) # Index 1 = order event is_included = MerkleTree . verify_proof ( order_event . event_hash , proof , merkle . get_root_hex () ) print ( f " Order event inclusion verified: { is_included } " ) return events , merkle # Run the demo if __name__ == " __main__ " : demo_trade_logging () Enter fullscreen mode Exit fullscreen mode Output: Signer Public Key: 7a8b9c0d1e2f3a4b5c6d7e8f9a0b1c2d... ✅ Signal Event ID: 019234ab-cdef-7000-8123-456789abcdef Hash: a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6... ✅ Order Event ID: 019234ab-cdf0-7000-8124-567890abcdef Links to: 019234ab-cdef-7000-8123-456789abcdef ✅ Execution Event Slippage: 0.75 USDT 🔗 Chain Validation: Chain valid 🌳 Merkle Root: f1e2d3c4b5a6f7e8d9c0b1a2f3e4d5c6... Order event inclusion verified: True Enter fullscreen mode Exit fullscreen mode Detecting Tampering Let's see what happens when someone tries to modify history: def demo_tamper_detection (): """ Show how tampering is detected. """ events , _ = demo_trade_logging () event_dicts = [ e . to_dict () for e in events ] # Attacker tries to change the execution price print ( " \n 🚨 Simulating tampering... " ) original_price = event_dicts [ 2 ][ " payload " ][ " trade_data " ][ " execution_price " ] event_dicts [ 2 ][ " payload " ][ " trade_data " ][ " execution_price " ] = " 43200.00 " # Fake better price # Validate chain is_valid , message = validate_chain ( event_dicts ) print ( f " Chain valid: { is_valid } " ) print ( f " Detection: { message } " ) # Restore and try more subtle tampering event_dicts [ 2 ][ " payload " ][ " trade_data " ][ " execution_price " ] = original_price # Attacker tries to change the timestamp print ( " \n 🚨 Attempting timestamp manipulation... " ) event_dicts [ 1 ][ " header " ][ " timestamp_int " ] = " 1700000000000000000 " # Earlier timestamp # UUIDv7 reveals the lie event_id = event_dicts [ 1 ][ " header " ][ " event_id " ] claimed_ts = int ( event_dicts [ 1 ][ " header " ][ " timestamp_int " ]) // 1_000_000 # ns to ms anomaly = detect_timestamp_anomaly ( event_id , claimed_ts ) print ( f " Timestamp anomaly detected: { anomaly } " ) demo_tamper_detection () Enter fullscreen mode Exit fullscreen mode Output: 🚨 Simulating tampering... Chain valid: False Detection: Event 2 hash mismatch: content was modified 🚨 Attempting timestamp manipulation... Timestamp anomaly detected: True Enter fullscreen mode Exit fullscreen mode Why This Matters: Real-World Applications 1. AI Audit Compliance The EU AI Act (Article 12) mandates automatic logging for high-risk AI systems. This architecture provides cryptographic proof of compliance. 2. Algorithmic Trading MiFID II requires firms to maintain accurate, tamper-proof records of algorithmic decisions. Hash chains satisfy this requirement. 3. Autonomous Systems When an AI makes a critical decision, stakeholders need verifiable evidence of exactly what happened—not just what someone claims happened. 4. Dispute Resolution In any dispute, cryptographic proofs are far more compelling than database records that could have been modified. Going Further This implementation covers the core concepts. Production systems should also consider: External anchoring : Periodically anchor Merkle roots to public blockchains or RFC 3161 timestamp authorities Key management : HSMs for private key protection Post-quantum migration : Ed25519 will eventually need replacement with CRYSTALS-Dilithium Crypto-shredding : GDPR compliance via encrypted payloads with destroyable keys Resources RFC 9562: UUIDv7 RFC 8032: Ed25519 RFC 6962: Certificate Transparency RFC 8785: JSON Canonicalization VeritasChain Protocol Specification What tamper-proof systems are you building? Drop a comment below 👇 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 VeritasChain Standards Organization (VSO) Follow Developing global cryptographic standards for algorithmic & AI-driven trading. Maintainer of VeritasChain Protocol (VCP) — a tamper-evident audit layer designed for MiFID II, EU AI Act, and next-gener Location Tokyo, Japan Joined Dec 7, 2025 More from VeritasChain Standards Organization (VSO) The Grok Scandal Proves AI Needs Cryptographic Audit Trails—Not Just Content Moderation # ai # security # opensource Why Your Trading Algorithm Needs a Flight Recorder: Lessons from the 2025 Market Chaos # fintech # cryptography # security # algorithms Building the World's First Edge-Deployed Cryptographic Audit Trail for Algorithmic Trading # cloudflarechallenge # security # fintech # 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 | 2026-01-13T08:49:33 |
https://www.fine.dev/blog/how-to-use-github-copilot#conclusion | How to Use GitHub Copilot Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back How to Use GitHub Copilot Introduction GitHub Copilot has been a game-changer for developers looking to write code faster, with fewer errors, and a smoother workflow. It's an AI pair programmer that takes a lot of the heavy lifting out of coding, freeing up your time and energy to focus on the bigger picture. In this blog post, we'll dive into how to use GitHub Copilot effectively and explore how it can significantly improve your productivity as a developer. But we'll also go one step further and look at what else AI can do for developers beyond GitHub Copilot's capabilities. Stick around until the end, where we'll explore how Fine can fill in the gaps. Table of Contents Introduction What Can GitHub Copilot Do? How GitHub Copilot Can Make You Faster Practical Steps to Use GitHub Copilot Why Does GitHub Copilot Hallucinate? Best Practices for Using Copilot Safely Limitations of GitHub Copilot What Else Can AI Do for Developers? Conclusion What Can GitHub Copilot Do? GitHub Copilot is designed to be your AI assistant, generating code suggestions based on the context of your work. Here are some of its standout features: Code Generation: Copilot can generate whole lines or even blocks of code, based on natural language comments or existing code context. Autocomplete Functionality: It helps autocomplete methods, variables, and even complex logic based on what it thinks you need next, making your coding process faster and less repetitive. Code Examples and Snippets: If you're dealing with a function or algorithm you're not familiar with, Copilot can provide examples to guide you. Multi-language Support: Copilot isn't limited to a specific language; it supports Python, JavaScript, TypeScript, Ruby, and many more. How GitHub Copilot Can Make You Faster Speed Up Boilerplate Code: By generating repetitive boilerplate code, Copilot saves hours that developers often lose to monotonous tasks. Discover New APIs and Methods: It can introduce you to libraries or functions that you might not be familiar with, expanding your toolkit while you're working. Natural Language to Code: Simply typing what you want in plain English can lead Copilot to write the corresponding code for you. This saves time looking up syntax or fiddling with commands. Practical Steps to Use GitHub Copilot Install the Extension : First, install GitHub Copilot from the Visual Studio Code extensions marketplace. Activate Copilot : Once installed, make sure to sign in with your GitHub account to activate Copilot. Write Natural Language Comments : Start by writing comments like "// Create a function to calculate Fibonacci numbers". Copilot will suggest code based on your comments. Accept or Modify Suggestions : Review Copilot's suggestions and either accept them, modify them, or ask for alternatives by pressing Tab to cycle through options. Customize Settings : Go into Copilot's settings and tweak how often you receive suggestions, the types of suggestions, and more, to tailor the experience to your workflow. Why Does GitHub Copilot Hallucinate? GitHub Copilot can sometimes generate code that seems correct but actually contains logical flaws, outdated practices, or even completely incorrect information. This phenomenon is often referred to as AI "hallucination." These hallucinations occur because Copilot generates responses based on the vast datasets it was trained on, but it doesn't fully understand the context or correctness of the code. Instead, it predicts what comes next based on patterns it has seen before. Additionally, Copilot has limitations in understanding broader project-specific contexts, which can lead to suggestions that don't align with your particular use case. This is why reviewing and testing the code suggestions provided by Copilot is always necessary to avoid unintended errors or vulnerabilities. Best Practices for Using Copilot Safely To make the most of GitHub Copilot while ensuring your code remains secure and of high quality, consider these best practices: Always Review Generated Code : Never assume the generated code is flawless. Make sure to review it thoroughly to avoid introducing bugs or vulnerabilities into your project. Test All Suggestions : Just like any other code, make sure to test the suggestions provided by Copilot. This helps you catch any mistakes or unexpected behaviors early on. Avoid Sensitive Data Handling : Do not use Copilot for generating code that handles sensitive information, like authentication or encryption, as it may inadvertently introduce security risks. Understand the Code : Use Copilot as a guide, not a crutch. Always strive to understand the code being generated, so you can effectively modify and maintain it over time. Limitations of GitHub Copilot While Copilot is a powerful tool, it's important to recognize its limitations: Lack of Deep Context Awareness : Copilot generates suggestions based on the immediate context but lacks a deep understanding of your entire project. This means it might provide code that doesn't fit well with your broader application logic. Risk of Outdated Practices : The AI model was trained on a large dataset that includes both modern and outdated code. As a result, it can sometimes suggest practices that are no longer recommended. Potential Security Risks : Since Copilot generates code based on patterns it has seen, it may inadvertently include insecure coding practices. This makes it crucial for developers to have a good understanding of security best practices when using it. No Guarantee of Originality : The code Copilot suggests may resemble code from public repositories, potentially raising licensing concerns. Be mindful of this when using its suggestions in proprietary software. What Else Can AI Do for Developers? GitHub Copilot is amazing, but it's not the only player in the field of AI-driven development tools . If you want more than just code suggestions, let’s look at some other tasks that AI can automate for you, and this is where Fine comes into the picture. Help Getting Started: If you're not sure how to begin addressing a feature or an issue, or if you're not sure where in the codebase the relevant code is, just ask Fine. Within GitHub Issues or Linear, you can comment /guideme and Fine will break down the task for you. Answer Questions About Your Code: You can ask Fine questions about your code or different tasks you've been given to get quick answers. Using the power of the LLMs and the knowledge of your codebase, Fine will help you solve puzzles. Revisions to PRs in your browser: Need to make a small change to a PR? Fine allows you to comment /revise on the PR in GitHub followed by the change you'd like and the AI does it for you. Comprehensive Code Documentation : Fine automatically documents your code and changes, making it easier for your team to understand and maintain code for years to come. Automate AI workflows: Using Fine, you can set up AI to perform repeated tasks automatically - such as summarizing and reviewing all new PRs. Conclusion GitHub Copilot is an incredible AI assistant that can boost your efficiency by speeding up coding tasks, reducing repetition, and helping you learn on the go. But, if you're looking to level up your entire development process, from security to bug detection and comprehensive documentation, Fine has a lot to offer. Ready to see how AI can transform the way you work beyond code suggestions? Sign up for Fine today and discover the difference. 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 | 2026-01-13T08:49:33 |
https://dev.to/aws-builders/building-a-serverless-sales-analytics-platform-with-ai-insights-for-under-10month-49g9#comments | Building a Serverless Sales Analytics Platform with AI Insights for Under $10/Month - 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 Darryl Ruggles for AWS Community Builders Posted on Nov 29, 2025 Building a Serverless Sales Analytics Platform with AI Insights for Under $10/Month # serverless # terraform # lambda # stepfunctions I have a number of projects I’ve been working on that are not finished yet but this is one I wanted to complete before I finished packing and got on the plane to attend AWS Re:Invent in Las Vegas this year. I'm hoping to pick up new techniques and meet many other people who build event-driven architectures every day to learn from them. I see so many great examples of using the managed and serverless services that cloud providers like AWS offer. Being able to build such a complete solution that costs less than $10 a month to run is a common occurrence with these types of builds. You can examine your requirements and budget for any given project and choose from the many tools that are available to use with just an API call and only get charged based on how much you use them. You can try this project out for yourself by checking out the code found in my Github repo here → Github Repo The Challenge Smurf Memorabilia Inc., is a fictional retail chain with multiple store locations and it needs a way to: Collect daily sales data from each store location Transform and store that data efficiently Generate AI-powered business insights Visualize results in dashboards The key requirements include: low cost , minimal operational overhead , and pay only for what you use . Stores will upload their sales data each day in an agreed format. The data will be processed and analysis will be done. Analytics data will be updated and AI-based recommendations will be made. Key people will receive daily emails or SMS messages of what is happening. The Solution: 100% Serverless Architecture My solution involves an event-driven ETL platform using managed AWS services. There are no servers to patch, no capacity to plan, and no minimum fees. You pay only when data flows through the system. Services Used Service Role Pricing Model AWS Lambda All compute (17 functions) Per invocation + duration S3 Object storage Per GB stored + requests DynamoDB Metrics database Per read/write unit (on-demand) Step Functions Workflow orchestration Per state transition EventBridge Event routing Free tier covers most use cases Bedrock AI analysis (Nova Lite) Per token processed API Gateway REST API Per request SNS Notifications Per message These are a few of the managed/serverless offerings from AWS. You can piece together as many of these as you need to build your architecture. These scale automatically from zero to whatever capacity you need. Smart Data Storage with Apache Parquet One of the key architectural decisions was converting the raw uploaded JSON sales data into Apache Parquet format. This columnar storage format delivers significant benefits: Huge Compression Our 30-day dataset comparison: Raw JSON uploads : 53.1 MB Parquet files : 4.7 MB The examples I have get an 11x reduction in size using the default parquet compression algorithm but it can be changed to use even higher compression if needed. This results in great savings for storage and faster query performance. Why Parquet? Columnar Storage : Only reads the columns you need, not entire rows Built-in Compression : Uses efficient encoding (dictionary, run-length, delta) Schema Enforcement : Explicit types prevent data quality issues Ecosystem Support : Works with Athena, Spark, Pandas, and most analytics tools Type-Safe Schema We define an explicit PyArrow schema to ensure data quality. We want to make sure we keep track of which Smurf loot is popular every day and follow the trends. PARQUET_SCHEMA = pa . schema ([ ( " transaction_id " , pa . string ()), ( " transaction_timestamp " , pa . timestamp ( " ms " )), ( " item_sku " , pa . string ()), ( " item_name " , pa . string ()), ( " quantity " , pa . int32 ()), ( " unit_price " , pa . decimal128 ( 10 , 2 )), ( " line_total " , pa . decimal128 ( 10 , 2 )), ( " discount_amount " , pa . decimal128 ( 10 , 2 )), ( " payment_method " , pa . string ()), ( " customer_id " , pa . string ()), ]) Enter fullscreen mode Exit fullscreen mode This schema ensures that decimal precision is maintained (critical for financial data) and timestamps are properly typed for time-series analysis. Hive-Style Partitioning for Efficient Queries Raw uploads arrive with flat filenames like store_0001_2025-11-27.json . We transform these into a Hive-style partition structure : s 3 ://bucket/processed/ ├── year= 2025 / │ └── month= 11 / │ ├── day= 27 / │ │ ├── store_id= 0001 /data.parquet │ │ ├── store_id= 0002 /data.parquet │ │ └── ... │ └── day= 28 / │ └── ... Enter fullscreen mode Exit fullscreen mode Why This Structure Matters Partition Pruning : When you query "all sales for November 2025", tools like Amazon Athena only scan files in year=2025/month=11/ - not the entire dataset. This means: Faster queries Lower costs (Athena charges per TB scanned) Better organization The Transformation Code : # Parse: store_0001_2025-11-27.json store_id , year , month , day = parse_filename ( filename ) # Output: year=2025/month=11/day=27/store_id=0001/data.parquet output_key = f " processed/year= { year } /month= { month } /day= { day } /store_id= { store_id } /data.parquet " Enter fullscreen mode Exit fullscreen mode This simple transformation enables sophisticated analytics without complex ETL pipelines. Two Analytics Options (Web-based and a more standard Business Intelligence approach) I wanted to show how you could use multiple approaches to analyze the sales data. We need to use the best approaches to keep track of those 3-apple tall blue creatures and all the ways their fans want to remember them. One in a more simple web version that is built in ReactJS and runs in your browser. I also built a prototype version of Amazon Quick Suite dashboards. Depending on the audience one of these approaches will likely work (or you could build something else. Option 1: React Dashboard (Developer-Friendly) The project includes a custom ReactJS application that queries the API directly: The Web-based analytics approach is likely best for: Custom visualizations Embedding in existing applications Provides Full control over the user experience No additional licensing costs The React dashboard provides: Real-time metrics display File upload interface with drag-and-drop Historical trend charts AI-generated insights and recommendations Option 2: Amazon Quick Suite (Business-Friendly) This approach offers a managed Business Intelligence (BI) service that imports data from S3: The Quick Suite approach is likely best for: Business users who need self-service analytics Ad-hoc exploration without writing code Sharing dashboards with stakeholders Built-in visualizations (no frontend development) The current project exports five datasets to S3 in newline-delimited JSON format: Store summaries (daily metrics per store) Top products (best sellers) Anomalies (AI-detected unusual patterns) Trends (week-over-week analysis) Recommendations (AI-generated action items) Quick Suite's SPICE engine imports this data for fast, interactive dashboards. Choosing between the analytics approach to use: Factor React Dashboard Quick Suite Cost Included (API calls only) $24/month per author, $3/month per reader Setup Requires development Point-and-click Customization Unlimited Template-based User Type Developers Business analysts Embedding Full control Quick Suite embedding Many organizations could use both: ReactJS for customer-facing features, Quick Suite for internal analytics. Event-Driven Processing The platform uses an event-driven architecture where each component reacts to events rather than polling for work. I always try to use this type of architecture unless the use-case really doesn’t fit it. AWS Step Functions are used to drive the data upload processing as well as the recommendation and analytics flow handling. Upload Processing Flow Store uploads JSON file to S3 (via presigned URL) S3 emits Object Created event EventBridge routes event to Step Functions Step Functions orchestrates the processing pipeline: * Validate schema * Convert to Parquet * Calculate metrics * Store in DynamoDB * Check if all stores reported Enter fullscreen mode Exit fullscreen mode Daily Analysis Trigger When the last store uploads for a day, the system automatically triggers a smurfy comprehensive analysis: The analysis runs exactly when the data is ready. But what if a store fails to report? A scheduled EventBridge rule runs at 11 PM local time as a fallback, ensuring you always get a daily report - even with partial data. The scheduler checks if analysis already ran for that day and skips if so. If invalid data is uploaded, the key stakeholders will receive email or SNS notifications to follow up with users. If the processing flow fails on the first attempt it has built-in retry and backoff mechanisms. Daily Email Reports Once analysis completes, the platform automatically sends a daily summary email via SNS containing: Total revenue across all stores Top performing store of the day AI-detected anomalies and unusual patterns Business recommendations from Bedrock Stakeholders receive insights in their inbox without logging into any dashboard. AI-Powered Insights with Amazon Bedrock The solution uses Amazon Bedrock with the Nova Lite model (configurable to whatever model you want) to generate business intelligence: Anomaly Detection : Identifies stores with unusual revenue patterns Trend Analysis : Compares current performance to historical baselines Recommendations : Generates actionable business advice Bedrock is pay-per-token with no minimum commitment - so it’s perfect for batch processing workloads. The Cost Breakdown Here's what this platform actually costs for a typical month (e.g., 330 file uploads = multiple stores × 30 days): Service Monthly Cost Notes Lambda ~$2.00 17 functions, ~1000 invocations each Step Functions ~$0.50 360 workflow executions DynamoDB ~$1.00 On-demand mode, ~1000 ops S3 ~$0.01 ~60 MB stored Bedrock ~$5.00 Nova Lite, 30 daily analyses EventBridge ~$0.00 Free tier SNS ~$0.10 Email notifications CloudWatch Alarms ~$0.00 7 alarms (first 10 free) Total ~$8.61 Add Quick Suite (if needed) for $24/month per author to build dashboards, or just $3/month per reader for view-only access. Why is this all so cheap? ARM64 Architecture : Lambda on Graviton2 is ~20% cheaper than x86 Parquet Compression : ~ 11x less storage than JSON On-Demand DynamoDB : Pay only for actual read/write operations Event-Driven : No idle compute costs Infrastructure as Code (IaC) I’m a big advocate of using IaC for everything. My favourite tools for this are Terraform, the Serverless Application Model (SAM), and the Cloud Development Kit (CDK). In this case there is VPC provisioning and a lot of resources so I chose my go-to tool Terraform. One command deploys everything with Terraform: terraform apply Enter fullscreen mode Exit fullscreen mode Here are some key snippets from the infrastructure code: Lambda Functions (ARM64 for Cost Savings) Lambda is best place to host your business logic when code execution times are short. All 17 Lambda functions use ARM64 architecture (Graviton2) for ~ 20% cost savings: resource "aws_lambda_function" "process_upload" { filename = data.archive_file.process_upload_zip.output_path function_name = "process_upload" role = aws_iam_role.lambda_role.arn handler = "process_upload.lambda_handler" runtime = "python3.13" architectures = [ "arm64" ] timeout = 30 memory_size = 1024 layers = [ local.powertools_layer_arn , local.pandas_layer_arn ] tracing_config { mode = "Active" } environment { variables = merge(local.powertools_env_vars , { S 3 _BUCKET = aws_s 3 _bucket.upload_bucket.id PROCESSED_PREFIX = var.processed_prefix } ) } } Enter fullscreen mode Exit fullscreen mode DynamoDB (Pay-Per-Request) DynamoDB is my favourite database to use with AWS. It is truly serverless and tables are ready to use in seconds. It offers on-demand billing which means zero compute cost when idle: resource "aws_dynamodb_table" "sales_data" { name = "SalesData" billing_mode = "PAY_PER_REQUEST" hash_key = "PK" range_key = "SK" attribute { name = "PK" type = "S" } attribute { name = "SK" type = "S" } # GSI for querying by date across all stores global_secondary_index { name = "GSI1" hash_key = "GSI1PK" range_key = "GSI1SK" projection_type = "ALL" } } Enter fullscreen mode Exit fullscreen mode EventBridge (S3 to Step Functions) Eventbridge is my favourite AWS service. It offers rules for reacting to events, pipes for bridging data across AWS services, and a nice scheduler. Here i’m using a simple rule that routes S3 uploads to the processing workflow: resource "aws_cloudwatch_event_rule" "s3_upload" { name = "capture-s3-uploads" description = "Capture all S3 object uploads" event_pattern = jsonencode( { source = [ "aws.s3" ] detail-type = [ "Object Created" ] detail = { bucket = { name = [ aws_s 3 _bucket.upload_bucket.id ] } object = { key = [{ prefix = var.upload_prefix }] } } } ) } resource "aws_cloudwatch_event_target" "step_function" { rule = aws_cloudwatch_event_rule.s 3 _upload.name target_id = "UploadProcessorStepFunction" arn = aws_sfn_state_machine.upload_processor.arn role_arn = aws_iam_role.eventbridge_step_function_role.arn } Enter fullscreen mode Exit fullscreen mode Step Functions (Workflow Orchestration) In many cases you want to tightly control and track the flow of processing in your app. AWS Step Function state machines are defined as JSON templates with Lambda ARNs injected: resource "aws_sfn_state_machine" "upload_processor" { name = "upload-processor" role_arn = aws_iam_role.step_function_role.arn definition = templatefile( "${path.module}/../backend/state-machines/upload-processor.json" , { process_upload_lambda_arn = aws_lambda_function.process_upload.arn calculate_metrics_lambda_arn = aws_lambda_function.calculate_metrics.arn write_metrics_lambda_arn = aws_lambda_function.write_metrics.arn check_all_stores_lambda_arn = aws_lambda_function.check_all_stores.arn sns_alerts_topic_arn = aws_sns_topic.sales_alerts.arn daily_analysis_state_machine_arn = aws_sfn_state_machine.daily_analysis.arn } ) } Enter fullscreen mode Exit fullscreen mode S3 Bucket (Secure by Default) S3 is at the core of storing data for so many apps today. My setup has Public access blocked, encryption enabled, and EventBridge notifications on: resource "aws_s3_bucket_public_access_block" "upload_bucket_public_access_block" { bucket = aws_s 3 _bucket.upload_bucket.id block_public_acls = true block_public_policy = true ignore_public_acls = true restrict_public_buckets = true } resource "aws_s3_bucket_notification" "bucket_notification" { bucket = aws_s 3 _bucket.upload_bucket.id eventbridge = true } Enter fullscreen mode Exit fullscreen mode The complete infrastructure includes: 17 Lambda functions 2 Step Functions state machines API Gateway with 5 endpoints DynamoDB table with GSI S3 bucket with security policies EventBridge rules SNS topics IAM roles with least-privilege policies To set all this up there is no clicking through console pages and no manual configuration drift. Key Takeaways Serverless doesn't mean simple - it means you focus on business logic instead of infrastructure. Parquet is worth the conversion - the great compression pays for itself in storage and query costs. Hive partitioning enables scale - organize data for how it will be queried, not how it arrives. Event-driven beats polling - let AWS route events instead of writing schedulers. Pay-as-you-go works - for variable workloads, managed services beat reserved capacity. Offer analytics options - different users have different needs; support both custom dashboards and BI tools. Try It Yourself The complete source code for my solution is available on GitHub, including: Terraform infrastructure definitions 17 Lambda functions (Python 3.13) React frontend application Sample data generator Quick Suite setup scripts Deploy your own instance and start processing data in under 30 minutes. Built with AWS Lambda, Step Functions, S3, DynamoDB, EventBridge, Bedrock, API Gateway, SNS, and optionally Quick Suite. CLEANUP (IMPORTANT!!) If you do end up deploying this yourself please understand some of the included resources will cost you a small amount of real money. Please don’t forget about it. Please MAKE SURE TO DELETE the stack if you are no longer using it. Running terraform destroy can take care of this or you can delete the server in the AWS console. Try the setup in your AWS account You can clone the Github Repo and try this out in your own AWS account. The README.md file mentions any changes you need to make for it to work in your AWS account. Please let me know if you have any suggestions or problems trying out this example project. For more articles from me please visit my blog at Darryl's World of Cloud or find me on Bluesky , X , LinkedIn , Medium , Dev.to , or the AWS Community . For tons of great serverless content and discussions please join the Believe In Serverless community we have put together at this link: Believe In Serverless Community 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 AWS Community Builders Follow Build On! Would you like to become an AWS Community Builder? Learn more about the program and apply to join when applications are open next. Learn more More from AWS Community Builders What I Learned Using Specification-Driven Development with Kiro # aws # serverless # kiro 5 Practical Tips for the Terraform Authoring and Operations Professional Exam # terraform # aws Simple Service Relationships in EventBridge # aws # serverless # eventdriven # awscdk 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://opensource.org/board-member/chris-aniszczyk | Chris Aniszczyk – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Chris Aniszczyk Chris Aniszczyk he/him Director Board Member Candidacy Period: March 19, 2024 – March 19, 2026 Type of Seat: Individual Chris Aniszczyk is an open source technologist with a passion for building a better world through open collaboration. He’s currently a CTO at the Linux Foundation focused on developer experience and running the Cloud Native Computing Foundation (CNCF). At the Linux Foundation, he helped start a variety of open source foundations, from GraphQL Foundation, TODO Group to the FinOps Foundation and more! In a previous life, he created the Twitter OSPO and led their open source efforts. For many years he served on the Eclipse Foundation’s Board of Directors representing the committer community and the Java Community Process (JCP) Executive Committee. In his younger years, he bootstrapped a open source consulting company, made many mistakes, lead and hacked on many eclipse.org and Linux related projects. How will you contribute to the board Chris has extensive experience in sustainability around open source foundations, from creation to fundraising to operation. He built up CNCF to be one of the fastest growing open source foundations of all time in terms of revenue and impact. I’d contribute that experience to help scale OSI to the next level and to a healthier mix of professional staff (supporting volunteers). Why you should be elected I believe that we are at an inflection point in open source where partly, open source is everywhere and extremely successful. However, there are issues around what does open source mean in a new era of generative AI, intelligent cloud development environments and supply chain security, the OSI should be at the forefront of defining and protecting open source in these fields. Furthermore, a simple realistic goal would be to expand OSI’s fundraising to help further professionalize the organization so it can be sustained into the next decade. Finally, selfishly, I simply would like to pay it forward, I have benefited from OSI’s stewardship of open source licensing in my career and I’d like to ensure that OSI lasts into the next decade of open source. Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Marketing Marketing The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Manage options Manage services Manage {vendor_count} vendors Read more about these purposes Accept Deny View preferences Save preferences View preferences {title} {title} {title} Manage consent | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/testing-and-qa/self-targeting | Self-Targeting | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Testing and QA Debug Tools Self-Targeting Extras Examples Platform Testing and QA Self-Targeting On this page Self-Targeting Self-Targeting is a DevCycle QA & debugging feature that allows you to easily serve yourself different variations of a feature without having to modify targeting rules in each environment. To leverage this feature, you must set up your DevCycle Identity by associating an SDK User ID to your DevCycle user profile. On each feature, you will see a Self-Targeting section within the Users & Targeting tab. This section will show you at-a-glance if you have any active Self-Targeting overrides for a feature, and how many other team-members within the current project have Self-Targeting overrides set as well. Within the slide-out, you can setup your DevCycle Identity, select Self-Targeting overrides, and see the other team members that are currently Self-Targeting for that feature, including the variation and environment they have active overrides in. DevCycle Identity Setup your DevCycle Identity by entering the user ID you are providing to the DevCycle SDK, and which uniquely identifies you. Doing so unlocks debugging features such as Self-Targeting, a feature that allows you to override targeting rules to deliver different variations of the feature to yourself. You can setup & update your DVC Identity within the Self-Targeting slide-out itself OR on your profile page within your project settings. Self-Targeting Override Once you’ve setup your DevCycle Identity, you are able to use Self-Targeting! Navigate to the feature you’d like to target yourself in and open the Self-Targeting slide-out by clicking on the Manage Self-Targeting button. Within the Environment & Variations section of the slide-out, you will see a list of all environments along with a dropdown with all variations that have been created for the feature. Select a variation for one or more environments, and click Apply Changes. To view all of the Self-Targeting feature overrides you’re currently being served, navigate to the DevCycle Identity section on your profile settings page (Project Settings —> DevCycle Identity). From where, you’ll also be able to clear all existing Overrides for the specified project. Edit this page Last updated on Jan 9, 2026 Previous Web Debugger Next Custom Domains DevCycle Identity Self-Targeting Override DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/feature-flags/targeting/edgedb | EdgeDB (Stored Custom Properties) | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Targeting Targeting Overview Audiences Custom Properties Random Variations Scheduling & Rollouts Randomize using a Custom Property EdgeDB (Stored Custom Properties) Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Targeting EdgeDB (Stored Custom Properties) On this page EdgeDB and Stored Custom Properties EdgeDB is a lightning-fast, globally replicated edge storage tool that allows you to store information about your users for future use in Targeting Rules. For example, you can set a custom property when a user performs a key action in your application, and then target based on that property in the future without having to continuously provide that data in the SDK. EdgeDB is also a powerful tool for cross-platform feature flagging, where you may only have the user data available in one platform, but need to target the same user in another platform. To learn more about EdgeDB check out the documentation for the features powered by EdgeDB below. Stored Custom Properties This guide will explain how to set up and use EdgeDB to target users using Stored Custom Properties. It will also discuss some use cases to help you determine where to implement EdgeDB in your project. Prerequisites To complete this guide, you will need a proficient understanding of the following DevCycle concepts: Identifying users within an SDK Targeting Rules Custom Properties Setup EdgeDB is enabled at the project level. To enable EdgeDB for your project, go to the project settings by navigating to the “Settings” tab and clicking “Projects” on the sidebar. Find your project and click edit. There you will find a dropdown to either enable or disable EdgeDB. Once EdgeDB is enabled in your project, you must turn on EdgeDB mode for the SDK within your code. To do so, pass in the enableEdgeDB option and set it to true . This will look different depending on the SDK you are using. You can view our list of supported SDKs here for a specific example of how to enable EdgeDB for your SDK. Example Usage Let’s say you have set a Targeting Rule that targets users by a custom property called pricingPlan . We can use EdgeDB to store the user's plan for future use. To set the pricingPlan , pass in the custom property when identifying the user, in addition to the enableEdgeDB option. Note: The following example uses the JavaScript SDK. const user = { user_id : 'demo_user' , customData : { pricingPlan : 'premium' , } , } const options = { enableEdgeDB : true , } const devcycleClient = initialize ( 'ENV_KEY' , user , options ) Once the data is sent to EdgeDB, you no longer need to specify it the next time the user logs in, even if it is from a different platform. Simply identify the user by user_id ; in this case, it’s 'demo_user' . The targeting rules will then use the data stored on EdgeDB for 'demo_user' . const user = { user_id : 'demo_user' , } devcycleClient . identifyUser ( user ) In the example above, 'demo_user' will still receive the features based on their premium Pricing Plan because the data stored in EdgeDB was used for targeting. Rest API Usage We are able to support updates to users using our EdgeDB Public Rest API. The docs for it can be found here . You are able to use this to update stored user custom data, and be able to use that data for segmenting in the SDKs without having to explicitly pass all of the data when identifyUser is called. curl --location --request PATCH 'https://sdk-api.devcycle.com/v1/edgedb/my-user' \ --header 'Authorization: <YOUR-CLIENT-KEY>' \ --header 'Content-Type: application/json' \ --data-raw '{ "user_id": "my-user", "customData": { "amountSpent": 50 } }' This will make the custom data amountSpent available to segment on when identifying that same user in the SDKs without having to actually pass in the custom data. The only required piece of data is user_id . SDK Usage For specific documentation on how to use Edge Flags with each SDK Client SDKs JS SDK iOS SDK Android SDK React SDK React Native Next.js SDK Server SDKs Go SDK Java SDK Node.js SDK PHP SDK Python SDK Ruby SDK .NET SDK info Data stored in EdgeDB is only used for user segmenting (targeting rules), so EdgeDB won’t return that data to the SDK. In the second block of code, if we tried to access devcycleClient.user.customData.pricingPlan , it will be undefined. This does not mean the data is not in EdgeDB; it is simply because EdgeDB data is not returned to the SDK itself. However, the data will still be used for the targeting rules that were configured in the dashboard. Keep user data on the server; feature flag on the client. Use Cases There are several scenarios where EdgeDB’s data synchronization can be useful. The following list can give you some ideas about when to implement EdgeDB. Storing complex facets or decisions about a user. There are often complex properties describing a user which are not easily retrieved or derived on each call to the SDK. For example, a data analysis system may want to categorize users a certain way based on many factors, or an application may want to record that a user performed an action in real time. EdgeDB allows you to store this information when it is available and use it later for targeting. Storing data for cross-channel applications. When you store information in EdgeDB, you can use it as targeting data regardless of the channel in use (mobile, web, OTT, IoT). This allows you to keep a consistent user experience across platforms. Improving customer profiles in a microservices environment. In a microservices environment, many different services are used to gather customer information. As a result, getting a complete picture of the customer may require complex data pipelines. In contrast, EdgeDB allows you to store information all in one place, no matter the source of the data. Maintaining sessions in a serverless environment. Serverless environments can make it difficult to store session information, as data is transient. With DevCycle, you can send session information to EdgeDB and use it as targeting data whenever you need it. Keeping Personal Identifiable Information (PII) safe from the client-side application . With EdgeDB, you no longer need to repeatedly send customer data from web apps, providing an added layer of security. Minimizing your payload size. EdgeDB is useful when you have user objects with lots of data. Instead of sending cumbersome payload requests every time, with EdgeDB you only need to send the user_id and any new data. Summary In this guide we explored: how to enable EdgeDB for your project how to implement EdgeDB in your code some use cases on how EdgeDB can improve efficiency and privacy within your apps Edit this page Last updated on Jan 9, 2026 Previous Randomize using a Custom Property Next Status and Lifecycle Prerequisites Setup Example Usage Rest API Usage SDK Usage Use Cases Summary DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://dev.to/resumemind/how-to-write-a-resume-that-gets-interviews-not-rejections-127b#5-skills-section-be-honest-relevant-and-specific | How to Write a Resume That Gets Interviews (Not Rejections) - 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 Resumemind Posted on Jan 12 How to Write a Resume That Gets Interviews (Not Rejections) # career # interview # tutorial Most resumes don’t fail because the candidate is unqualified. They fail because the resume doesn’t communicate value fast enough. Recruiters spend 6–8 seconds scanning a resume before deciding whether to continue or reject it. If your resume doesn’t pass that first scan, it’s over — no matter how skilled you are. This guide will show you step by step how to write a resume that gets interviews, not silent rejections. 1. Understand How Recruiters Actually Read Resumes Before writing anything, you need to understand how resumes are evaluated. Recruiters don’t read resumes line by line. They scan for: Job title relevance Clear role identity Skills that match the job Recent experience or projects Structure and readability If these aren’t obvious in seconds, the resume is rejected. 👉 Your goal is clarity, not creativity. 2. Start With a Clear Role-Focused Resume Header Your resume must immediately answer one question: Who are you professionally? ❌ Weak header John Doe Email | Phone | Location ✅ Strong header John Doe Junior Software Developer | Frontend (Angular) Email | Phone | LinkedIn | Portfolio This instantly tells the recruiter: your level your role your focus Never make recruiters guess. 3. Write a Resume Summary That Sells (Not One That Repeats) Your resume summary is not your life story. It’s a 2–4 line pitch. ❌ Bad summary “Hardworking and motivated individual looking for opportunities to grow.” This says nothing. ✅ Good summary Junior Software Developer with hands-on experience building web applications using Angular and Spring Boot. Strong in problem-solving, REST APIs, and clean UI design. Actively seeking an entry-level role where I can contribute and grow. A good summary: mentions your role highlights key skills shows direction 4. Experience Matters — Even If You Have No Job Experience Many people think: “I can’t write a good resume because I have no experience.” That’s false. Recruiters accept: projects internships freelance work academic projects self-initiated work How to Write Experience Correctly Instead of listing duties, list impact. ❌ Bad: Built a website Worked with Angular ✅ Good: Built a responsive web application using Angular and REST APIs Implemented authentication and improved UI usability If you don’t have job experience, projects become your experience. 5. Skills Section: Be Honest, Relevant, and Specific Your skills section should support your role — not show everything you’ve ever touched. ❌ Bad skills list HTML, CSS, Java, Python, Photoshop, Networking, Excel This looks unfocused. ✅ Good skills list Frontend: Angular, TypeScript, HTML, CSS Backend: Java, Spring Boot, REST APIs Tools: Git, GitHub, Postman Only list skills you’re ready to discuss in an interview. 6. Formatting Can Get You Rejected Instantly Even strong content can fail if formatting is poor. Use: 1 page (for juniors) clear section headings consistent spacing readable font bullet points Avoid: long paragraphs heavy colors icons everywhere photos (unless required) fancy designs that hurt readability A clean resume looks professional and trustworthy. 7. Tailor Your Resume for Each Job (This Is Critical) Using one resume for every job is one of the biggest mistakes job seekers make. You should: adjust your summary reorder skills emphasize relevant projects This doesn’t mean rewriting everything — it means highlighting what matters most for that role. Tailoring your resume alone can double your interview chances. 8. Common Resume Mistakes That Lead to Rejection Avoid these at all costs: No role mentioned Weak or generic summary No projects listed Grammar mistakes Overcrowded layout Irrelevant skills Copy-pasted content Recruiters see these mistakes every day — and reject fast. 9. Get a Second Pair of Eyes on Your Resume One of the best things you can do is get honest feedback. When reviewing resumes manually, the most common missing elements are: unclear role weak summary missing experience descriptions no direction You might not see these issues yourself. Getting your resume reviewed by another person can completely change your results. Final Thoughts A resume that gets interviews is not about being perfect. It’s about being clear, relevant, and honest. If recruiters can quickly understand: who you are what you can do and why you fit the role You’ll start getting callbacks. Next Step If you’re unsure whether your resume is working, get it reviewed before you apply. Often, a few small changes are all it takes to start getting interviews. We offer a free manual resume review , where real people review resumes daily and give honest feedback — not automated scores. 👉 Request a free resume review: https://resumemind.com/public/resume-review 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 Resumemind Follow Helping software developers and other related tech experts like project managers, QA, businesses analysts crafting their tech resumes for their next job applications. Joined Jan 4, 2026 More from Resumemind How I Built a Manual Resume Review System with Spring Boot & Angular # angular # career # showdev # springboot I Reviewed 50 Junior Developer Resumes — Here’s What Actually Works # beginners # career # codenewbie How to Write a Resume With No Work Experience (Fresh Graduate Guide for 2026) # beginners # career # tutorial 💎 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/voxel51/eccv-2024-redux-fast-and-photo-realistic-novel-view-synthesis-from-sparse-images-18hb | ECCV 2024 Redux: Fast and Photo-realistic Novel View Synthesis from Sparse Images - 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 Jimmy Guerrero for Voxel51 Posted on Nov 21, 2024 ECCV 2024 Redux: Fast and Photo-realistic Novel View Synthesis from Sparse Images # computervision # datascience # ai # machinelearning Novel view synthesis generates new perspectives of a scene from a set of 2D images, enabling 3D applications like VR/AR, robotics, and autonomous driving. Current state-of-the-art methods produce high-fidelity results but require a lot of images, while sparse-view approaches often suffer from artifacts or slow inference. In this talk, I will present my research work focused on developing fast and photorealistic novel view synthesis techniques capable of handling extremely sparse input views. ECCV 2024 Paper: CoherentGS: Sparse Novel View Synthesis with Coherent 3D Gaussians About the Speaker: Avinash Paliwal is a PhD Candidate in the Aggie Graphics Group at Texas A&M University. His research is focused on 3D Computer Vision and Computational Photography. Recorded on Nov 19, 2024 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://bsky.app/profile/securitylab.github.com | @securitylab.github.com on Bluesky JavaScript Required This is a heavily interactive web application, and JavaScript is required. Simple HTML interfaces are possible, but that is not what this is. Learn more about Bluesky at bsky.social and atproto.com . Profile GitHub Security Lab securitylab.github.com did:plc:hgsd4yfe4kglfcjnjmirrzst Securing open source software, together | 2026-01-13T08:49:33 |
https://dev.to/siddharthsing/how-blockchain-hides-your-identity-54mg | How Blockchain hides your 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. 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 Siddharth Singh Baghel Posted on Dec 27, 2022 How Blockchain hides your Identity? # blockchain # web3 # tutorial # devjournal Click on the play button above to start the video. If you wanna read, see the full article 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 Siddharth Singh Baghel Follow I am an engineering undergrad who is always busy learning new technologies . Satisfying the writer inside me here on dev.to. Do check some of my writing 👇. Location India Education KIIT Deemed University Work Upcoming Associate Software Engineer Joined Oct 13, 2021 More from Siddharth Singh Baghel What are smart contracts? Learn and deploy your first contract. # web3 # blockchain # tutorial # beginners Roadmap to Blockchain Development # blockchain # beginners # tutorial # devjournal Wait, what and why Blockchain ? 🤔 # blockchain # tutorial # beginners # devjournal 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/voxel51/neurips-2024-what-matters-when-building-vision-language-models-1i3i | NeurIPS 2024 - What Matters When Building Vision Language Models - 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 Jimmy Guerrero for Voxel51 Posted on Dec 3, 2024 NeurIPS 2024 - What Matters When Building Vision Language Models # computervision # datascience # ai # machinelearning Check out Harpreet Sahota’s conversation with Hugo Laurençon about his NeurIPS 2024 paper, "What Matters When Building Vision Language Models.” Complete interview and discussion on YouTube Blog Post Research Paper Heading to NeurIPS in Vancouver next week? Visit the Voxel51 crew at booth #415! 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://golf.forem.com/code-of-conduct#our-pledge | Code of Conduct - Golf Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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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 Golf Forem Close Code of Conduct Last updated July 31, 2023 All participants of DEV Community are expected to abide by our Code of Conduct and Terms of Service , both online and during in-person events that are hosted and/or associated with DEV Community. Our Pledge In the interest of fostering an open and welcoming environment, we as moderators of DEV Community pledge to make participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. 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https://popcorn.forem.com/popcorn_movies/ringer-movies-a-holiday-surprise-for-the-unboxing-boy-4gma#comments | Ringer Movies: A Holiday Surprise for the Unboxing Boy - Popcorn Movies and TV 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 Popcorn Movies and TV 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 Movie News Posted on Dec 6, 2025 Ringer Movies: A Holiday Surprise for the Unboxing Boy # reviews # offtopic A Holiday Surprise for the Unboxing Boy The Unboxing Boy is back with a festive twist, unwrapping five surprise physical-media gifts handpicked by his wife. Expect plenty of genuine reactions and holiday cheer as he dives into each package. Don’t miss out—subscribe to The Ringer-Verse and Bill Simmons channels on YouTube, check out the Ringer shop and website, and follow on Twitter, Facebook, and Instagram for more unboxing 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 Movie News Follow Joined Jun 22, 2025 More from Movie News Ringer Movies: The 2026 Golden Globes: ‘One Battle After Another’ vs. ‘Hamnet’ Begins # movies # reviews # analysis # streaming CinemaSins: Everything Wrong With Austin Powers in Goldmember in 19 Minutes Or Less # movies # reviews # analysis # marketing Ringer Movies: Five Burning Questions About Awards Season & Our Golden Globes Predictions # movies # analysis # reviews # recommendations 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account | 2026-01-13T08:49:33 |
https://dev.to/voxel51/free-data-centric-visual-ai-linkedin-learning-course-4i92 | Data-Centric Visual AI Linkedin Learning course! - 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 Jimmy Guerrero for Voxel51 Posted on Dec 10, 2024 Data-Centric Visual AI Linkedin Learning course! # computervision # machinelearning # datascience # ai Voxel51 has teamed up with Linkedin to produce the “Data-Centric Visual AI” Linkedin Learning course ! Through videos and hands-on exercises, Dan Gural shows you how Data-Centric thinking is transforming the field of computer vision. Course Highlights: Intro to Data Curation for Computer Vision Dataset Collection and Visualization Data Curation and Improvement Model Evaluation Iterative Dataset Improvement and Model Refinement Top comments (0) 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/christian_bromann/automating-a-browser-with-anthropics-computer-use-to-play-tic-tac-toe-3de2 | Automating a Browser with Anthropic’s Computer Use to Play Tic-Tac-Toe - 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 Christian Bromann Posted on Dec 16, 2025 Automating a Browser with Anthropic’s Computer Use to Play Tic-Tac-Toe # ai # agents # automation For years, the “agent” story was mostly text → API calls → text . That works when software exposes clean endpoints, but the real world is full of: Legacy UIs with no API SaaS products where the API is incomplete or locked down Workflows that span apps (browser + spreadsheet + admin UI) Tasks where the UI is the source of truth (what’s visible, what’s enabled, what error banners appear) Provider-native computer use tools are a response to that gap: they let a model operate software the same way a human does—by seeing the screen and performing input actions . OpenAI frames this as a “Computer-Using Agent” capability aimed at controlling real interfaces and measuring progress on benchmarks like OSWorld (a sign they’re treating UI control as a first-class modality, not a hack) ( OpenAI: Computer-Using Agent ). Anthropic positions “computer use” as enabling Claude to interact with existing interfaces directly while highlighting operational safety concerns (e.g., isolate execution in a dedicated environment) ( Anthropic computer use docs , Anthropic announcement ). Under the hood, the important idea is standardization : Providers define a tool schema (action types, fields, image formats). They train (and safety-tune) models to reliably emit that schema . They enforce constraints (environment type, context handling) that make the loop workable in production. That’s why these tools matter: you’re not just “running Selenium with an LLM”—you’re using a model/tool pair designed together as a control system. What “computer use” enables at a technical level Provider computer-use is basically a minimal OS/UI control API with three properties: 1) A perception channel grounded in pixels The model can request a screenshot and interpret UI state: text, layout, icons, highlights, banners, disabled buttons, etc. This is the “state observation” step in a control loop. 2) A constrained action vocabulary Instead of arbitrary code execution, the model emits actions like: click / move / drag type / keypress scroll wait screenshot (again) This constraint is good : fewer degrees of freedom means fewer unsafe/irreversible actions and more predictable orchestration. 3) Closed-loop autonomy The model can iterate: observe → act → observe , handling uncertainty and recovery: “Did my click land?” “Did the UI change?” “Do I need to wait for the next state?” This is what makes “computer use” different from one-shot vision: it’s not just recognition; it’s interactive control. How your Tic-Tac-Toe project leverages these tools (and what it demonstrates) This demo is valuable because it isolates the core computer-use loop without lots of app complexity—and still exposes the hard parts. 1) The UI becomes the “API surface” Your agent does not get a structured board array. It must infer the board from screenshots and interact via clicks. That’s the entire point of computer-use: operate systems where the UI is the interface. To make that reliable, the project adds an important “agent affordance”: cell labels ( TOP-LEFT , CENTER , …). This is a general pattern: if you want robust UI control, you design UI elements that are easy for vision models to anchor on (stable text, consistent placement, clear state cues). 2) You turn the model into a controller, not a narrator The implementation forces an explicit loop: Take screenshot Choose a move Click Take screenshot to verify Wait for opponent Repeat That “verify after action” step is the difference between a demo that “usually works” and one that can recover from inevitable UI mistakes. 3) You anchor termination to UI truth (critical for reliability) Both prompts insist the agent must only end the game when it sees the on-screen banner (“Player X wins!”, “It’s a draw!”), not when it believes it has three in a row. This is a broadly applicable safety/reliability pattern for computer-use: Never end (or submit, pay, delete, send) based on internal inference alone Require screen evidence for critical transitions It reduces hallucinated “success” and makes runs auditable. 4) You surface real provider constraints (OpenAI truncation, Anthropic context bloat) Provider-native tools come with operational requirements that show up immediately in multi-step UI loops: OpenAI : your agent sets truncation: "auto" because OpenAI’s computer-use flow expects automatic truncation to keep long interactive sessions viable ( OpenAI computer use guide ). This is a concrete example of “provider tool != generic LLM call”; there are mode-specific runtime contracts. Anthropic : your agent uses middleware to clear old tool uses (screenshots). That’s essentially context garbage collection —and it’s not optional in screenshot-heavy loops. Without pruning, you hit context limits or degrade performance as stale observations pile up. This is one of the biggest “why computer-use is hard” lessons: the environment is unstructured, and the data (images) is heavy. 5) You demonstrate why providers add more than computer control: persistent memory The Anthropic player adds a native memory tool and stores learnings as markdown (strategy, opponent patterns, mistakes). In practice, this turns a single-session controller into something that can: review prior outcomes before starting encode opponent-specific openings avoid repeating mistakes across games The demo’s memory files show exactly the value proposition: the agent loses once due to a missed threat, then blocks the same pattern next game. That’s a minimal but real example of “agent improvement” that’s hard to get from prompts alone. Why this matters beyond Tic-Tac-Toe This project is a good representation of where computer-use shines and where it bites: Shines when you need to automate UI-only workflows quickly, without building bespoke integrations. Bites because reliability depends on: UI stability and “readability” verification loops context management isolation/sandboxing (providers explicitly recommend this for safety) ( Anthropic computer use docs ) In other words: computer-use is best understood as a systems discipline —a control loop combining model behavior, tool constraints, UI design, and runtime safeguards. Thanks for reading! 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 Christian Bromann Follow Founding Engineer @statefulhq | open source & open standards advocate | @webdriverio lead maintainer | formerly Head of OSPO @saucelabs | He/him. Work Stateful Joined Jan 19, 2022 More from Christian Bromann Giving a Chat App Operational Access to My Cloudflare Account with MCP # agents # llm # mcp 💎 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 | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/feature-flags/status-and-lifecycle#theme-svg-external-link | Status and Lifecycle | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Targeting Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Status and Lifecycle On this page Feature Status and Lifecycle Management In DevCycle, Features have Statuses that indicate their current position in the feature lifecycle. Statuses provide a clear, at-a-glance understanding of where a Feature is in its development, release, and cleanup process. Each Status belongs to a Status Category , which defines how the Feature behaves, what actions are allowed, and how it is displayed across the dashboard. Statuses Every Feature in DevCycle always has one Status , which determines its lifecycle stage. By default, DevCycle provides a set of predefined Statuses aligned to core lifecycle categories. The default Statuses are: Development Live Completed Archived In addition to the default Statuses, teams can define custom Statuses within their Project settings. This allows teams to better align Feature lifecycle tracking with their internal development and release processes while preserving DevCycle's lifecycle guarantees. Each custom Status inherits the behavior of their Category. Status changes are not automatic and are always managed explicitly by the user. Status Categories Statuses are grouped into Categories , which define shared lifecycle behavior. Development This Category represents Features that are actively being built, tested, or prepared for release. By default, new Features are created with the Development Status. While a Feature is in Development, all Targeting rules and Variations remain editable. This stage is typically used while work is ongoing and before a Feature is considered ready for a broader release. Below are some examples of different Statuses that would make sense in the Development Category: In Development Pending Design QA Internal Testing Live The Live Category represents Features that are actively running in production or being exposed to users. While a Feature is Live, all Targeting rules and Variations remain editable. Below are some examples of different Statuses that would make sense in the Live Category: Beta Ramping In Production Live Experiment Completed The Completed Category represents Features that have reached the end of active development and rollout. A Feature may be considered Completed once it has been tested, approved, and is fully released, or when no further targeting changes are expected. When a Feature is moved into a Status within the Completed Category, it enters a semi-read-only state : A single final (release) Variation must be selected All Environments will serve this Variation to all users Targeting rules are replaced with an "All users" rule New targeting rules and Variations cannot be added Variable values may still be edited Environments can still be toggled on or off When using the CLI to generate TypeScript types, Variables belonging to a Feature in the Completed Category will be marked as deprecated . Below are some examples of different Statuses that would make sense in the Completed Category: Ready for Cleanup All Users Enabled Stable Release Cleanup Checklist Upon entering a Completed Status, a cleanup checklist is shown for each Variable associated with the Feature. This checklist helps teams determine when it is safe to remove Variables from their codebase or archive them. If a Variable is still referenced in code or evaluated in production, removing it may result in default values being served. If Code References are enabled, additional context will be provided to assist with cleanup. Archived The Archived Category represents the terminal lifecycle state for Features. This Category and Status cannot be edited or changed. A Feature should be archived once it has been fully cleaned up and its Variables have been removed from the codebase. When a Feature is Archived: It becomes fully read-only It is hidden from standard dashboard views Audit Logs remain accessible for historical reference Metrics & Reach data will not be visible on the dashboard for Archived features Archiving Features helps keep both your dashboard and codebase clean while preserving valuable lifecycle history. Note: Feature deletion still exists, but should only be used for mistakes. Deleting a Feature permanently removes it and its Audit Log. Archived Features retain historical data that may be used for future reporting and analysis. Changing Status Moving a Feature to Completed When a Feature is moved into the Completed Category: A final Variation must be selected All Environments serve that Variation to all users Existing Environment statuses are preserved Targeting rules are replaced with a single "All users" rule Additional Variations and targeting rules are locked Reverting to Development or Live Features in the Completed Category can be reverted back to an earlier Status. When reverting: Previous Variations become available again Changes made to Variable values while Completed are retained Prior targeting rules are not restored and must be reconfigured Viewing Features by Status (Kanban View) On the Feature list page, users can switch between a List view and a Kanban-style view that displays Features grouped by their current Status, allowing teams to quickly visualize progress across the Feature lifecycle. In this view: Each column represents a Feature Status Each column header includes a total count of Features in each Status Features appear as cards within the column matching their current Status, and can be sorted differently by selected criteria Columns are ordered based on the Status order defined in Project Settings Status colors are reflected in the column headers for quick visual scanning This view is intended for high-level lifecycle tracking and workflow management. Selecting a Feature card opens the Feature detail view for configuration, targeting, and Variable management. Managing Statuses Statuses are managed at the Project level and apply to all Features within that Project. Each Project starts with a default set of Statuses aligned to DevCycle's lifecycle categories. Teams may customize these Statuses to better reflect their internal workflows. Project Settings Statuses can be viewed and managed from the Project Settings page under the Feature Statuses section. From this page, users can: View all Statuses grouped by Category Create new custom Statuses within supported Categories Edit existing Status names (Note: each Status must have a unique key) Reorder Statuses within a Category Assign colors to Statuses for quick visual identification Add a description to provide context behind what a Status represents Select the default Status applied when a new Feature is created Changes made in Project Settings take effect immediately and apply across the Project. Status Categories and Rules Statuses must belong to one of DevCycle's predefined Categories. The following rules apply: New Categories cannot be created Each Category must contain at least one Status The last remaining Status in a Category cannot be deleted Status labels and ordering within a Category can be modified Permissions for Status Changes Permission Rules When permissions are enabled: Statuses in the Development and Live Categories can be applied by any user with access to the Project Statuses in the Completed and Archived Categories can only be applied by users with the Publisher permission Only Publishers can create, and modify Feature Statuses in the Project Settings Edit this page Last updated on Jan 9, 2026 Previous EdgeDB (Stored Custom Properties) Next Stale Feature Notifications Statuses Status Categories Development Live Completed Archived Changing Status Moving a Feature to Completed Reverting to Development or Live Viewing Features by Status (Kanban View) Managing Statuses Project Settings Permissions for Status Changes DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. 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https://dev.to/loujaybee/do-cloud-engineers-code-4f8g#comments | Do Cloud Engineers Code? - 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 Lou (🚀 Open Up The Cloud ☁️) Posted on Jan 18, 2020 • Originally published at thedevcoach.co.uk on Jan 18, 2020 Do Cloud Engineers Code? # aws # cloud # devops DevOps. Platform Engineer. Cloud Engineer. So many terms and roles! But they all seem to mean the same thing. So when it comes to this new term Cloud Engineer. What do Cloud Engineers do all day? And do cloud engineers code? The short answer to whether Cloud Engineers code is: yes. But, Cloud Engineers don’t write any old code, they write very specific types of code. By the end of this article you’ll know what a Cloud Engineer is and whether they code (spoiler alert: they do). With the increase in the popularity of Cloud technologies as a whole, the role of the Cloud Engineer has appeared more and more. If we look at the Google Trends we can see how the growth in search terms started to blow up around 2013… Google Trend Results For “Cloud Engineer” Whether you’re here because you want to become a Cloud Engineer, you’re looking to hire a Cloud Engineer, or you’re just curious about what a Cloud Engineer is. The most logical place for us to start on our investigation into the Cloud Engineer is to define it first. So let’s do that. What Is a Cloud Engineer? A Cloud Engineer is a specific type of Software Engineer. Cloud Engineers are typically hired for their skills in setting up and maintaining Cloud Services. A Cloud Engineer typically has a strong understanding of Cloud Platforms such as: Amazon Web Services , Google Cloud and Azure . Cloud Engineer’s are expected to know these cloud platforms inside out to provide valuable insight to their businesses. Cloud Engineers are expected to advise and implement various Cloud topics such as: Structuring a Cloud Organisation for architecture and security. Which services to adopt and which to avoid (and why). Cloud strategies such as Cloud Native or Cloud Agnostic strategies. Best practices for software engineering in the cloud. The Types of Coding Cloud Engineer’s Do Despite having a better understanding of what a Cloud Engineer does we’re still no closer to answering our original question: Does a Cloud Engineer code? And if you remember at the start of the article we said that Cloud Engineers do in fact code, but they code in specific areas. Let’s quickly outline the areas that Cloud Engineers are likely to code in: Infrastructure As Code — Writing code that creates, updates or deletes cloud infrastructure. Serverless Functions — Writing small utility methods that can be used for tasks such as performing back-ups or log shipping. Build / Deploy Tooling — Writing code that works in packaging and deploying applications. Monitoring — Instrumenting applications so that they emit necessary information that can be used to remotely debug applications. That’s a fairly high level description of some of the areas that Cloud Engineers code in. Let’s break these areas down to understand more about them. Infrastructure As Code Infrastructure As Code: An S3 Resource In Terraform Infrastructure As Code is the practice of writing and storing infrastructure creation / updating / deleting instructions in code. Infrastructure written as code is worked with like any other application code: using build tools to verify the code is correct, and applying industry practices like code review. Writing Infrastructure As Code is one of the main roles of the Cloud Engineer. The Cloud Engineer could either be writing Infrastructure code for other teams, advising them on the structure of Infrastructure As Code for the whole business — or even building a platform as a service that allows engineers to deploy code without implementing their own infrastructure. Infrastructure As Code can be written in two styles: Declarative or Imperative . The declarative style will see Cloud Engineers write configuration type code, such as JSON or YAML files whereas the imperative style will see Cloud Engineers write code that looks like more typical procedural application code. If you’re curious to learn more about Infrastructure As Code, check out the article: Infrastructure As Code: A Quick And Simple Explanation. Coding Serverless Functions AWS Lambda Serverless functions allow software engineers to write small pieces of compute without having to worry about provisioning infrastructure. [AWS Lambda] and Google Cloud Functions are good examples of this type of infrastructure. Serverless functions are often adopted by Cloud Engineers as they can act like the glue that can hold different Cloud services together. In fact that’s one of the reasons functions were invented in the first place. Cloud Functions are often used by Cloud Engineers for performing tasks such as scanning for vulnerabilities or misconfigured infrastructure, backing up applications and storing or modifying log files or backups etc. Writing cloud functions is a lot like writing typical application code. Functions will need to be effectively tested, they’ll need a proper software pipeline and they’ll also need to be monitored for potential down time to keep services them running efficiently. To learn more about cloud functions and serverless check out the Serverless Ultimate Guide: Serverless: An Ultimate Guide Build Scrips & Tooling Build Server Logos Another area that Cloud Engineers are likely to code within are build and release scripts and tooling. A build tool is compute capacity (typically a server) that performs internal tasks that help automate, package and deploy software. Build tools typically initiate test runs on software, and deploy it to remote environments. A Cloud Engineer may be writing code that helps these scripts run. That will typically be bash scripts or writing configuration files such as YAML or JSON. Unlike Serverless programming, coding for build systems will be a lot more setting up configuration files rather than solving logical or procedural problems. However certain build tools may require more intricate tasks to be performed which will require true coding. Instrumenting Monitoring A CloudWatch Dashboard The last area that a Cloud Engineer is typically going to write code for is in support of application alerting and monitoring. Monitoring tooling helps software engineers know how their applications are performing remotely. Monitoring tells a software engineer if their server is up and healthy — or if it’s not it should tell you what’s wrong and where. In order to implement monitoring applications need to be instrumented. Instrumenting software usually means going through an application and understanding what data is required to understand and observe the system from an external perspective and emitting the data at the right times. A Cloud Engineer would therefore provide support and/or get hands dirty in implementing the instrumentation required for services to emit the necessary data. Instrumentation usually takes the form of adding log entries, emitting metrics or traces and/or configuring agents or supporting infrastructure that allows servers to report this monitoring data. Do Cloud Engineers Code? Yes. And that concludes today’s article. Today we went through and had a look at the mysterious role of the Cloud Engineer. And hopefully you got a little clearer about the role of the Cloud Engineer and what they typically get up to on a day-to-day basis. As we found out, Cloud Engineers do in fact code! But as we’ve seen they don’t just do any type of coding, they’re often expected to do a specific types of coding, not just regular everyday application development. I’m hoping that I helped you out understanding more about the role of the Cloud Engineer so that you can hire one, or even become one. Speak soon Cloud Native friend! The post Do Cloud Engineers Code? appeared first on The Dev Coach . Lou is the editor of The Cloud Native Software Engineering Newsletter a Newsletter dedicated to making Cloud Software Engineering more accessible and easy to understand, every 2 weeks you’ll get a digest of the best content for Cloud Native Software Engineers right in your inbox. Top comments (3) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Jashua Jashua Jashua Follow I like chubby dogs Email jashua.heredia@hotmail.com Location Mexico Education Self taught Work DevOps Engineer at Oracle Joined Jan 11, 2020 • Jan 19 '20 Dropdown menu Copy link Hide Awesome post Lou, I plan to get into AWS as soon as finish with Docker basics, thank you for sharing, following :) Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Re-thinking developer experience • Product @Gitpod 🍊 Helping folks get their start in cloud • @openupthecloud ☁️ AWS Community Builder 🛠 Replies in GIFS 😃 Email contact@louisjohnbichard.co.uk Location London Education Loughborough University Work Product @ Gitpod Joined Aug 16, 2017 • Jan 20 '20 Dropdown menu Copy link Hide Nice Jashua! Oh you actually might find this article useful as a start: dev.to/loujaybee/where-and-how-to-... Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Josh Duffney Josh Duffney Josh Duffney Follow advocate @microsoft #cloudnative Location Central US Work Microsoft Joined Oct 28, 2019 • Jan 22 '20 Dropdown menu Copy link Hide fantastic write up! Like comment: Like comment: 2 likes 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 Lou (🚀 Open Up The Cloud ☁️) Follow Re-thinking developer experience • Product @Gitpod 🍊 Helping folks get their start in cloud • @openupthecloud ☁️ AWS Community Builder 🛠 Replies in GIFS 😃 Location London Education Loughborough University Work Product @ Gitpod Joined Aug 16, 2017 More from Lou (🚀 Open Up The Cloud ☁️) Are these the RIGHT 5 skills for a Beginner Cloud Engineer? # devops # cloud # beginners # career No, I will not mentor you. # devops # codenewbie # career # beginners Open Up The Cloud Newsletter #30 (January Recap 2022) # devops # serverless # cloud # news 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/voxel51/eccv-2024-redux-tree-of-life-meets-ai-90m | ECCV 2024 Redux: Tree-of-Life Meets AI - 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 Jimmy Guerrero for Voxel51 Posted on Nov 21, 2024 ECCV 2024 Redux: Tree-of-Life Meets AI # computervision # machinelearning # datascience # ai A central challenge in biology is understanding how organisms evolve and adapt to their environment, acquiring variations in observable traits across the tree of life. However, measuring these traits is often subjective and labor-intensive, making trait discovery a highly label-scarce problem. With the advent of large-scale biological image repositories and advances in generative modeling, there is now an opportunity to accelerate the discovery of evolutionary traits. This talk focuses on using generative models to visualize evolutionary changes directly from images without relying on trait labels. ECCV 2024 Paper: Hierarchical Conditioning of Diffusion Models Using Tree-of-Life for Studying Species Evolution About the Speaker: Mridul Khurana is a PhD student at Virginia Tech and a researcher with the NSF Imageomics Institute. His research focuses on AI4Science, leveraging multimodal generative modeling to drive discoveries across scientific domains. 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 William Aurthur William Aurthur William Aurthur Follow Joined Nov 22, 2024 • Nov 22 '24 Dropdown menu Copy link Hide According To my thinking this project maybe trained against genomics data one day in the future. But The integration of large-scale image repositories with AAVot AI could greatly streamline and enhance evolutionary research. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Mik Seljamaa Mik Seljamaa Mik Seljamaa Follow Joined Nov 19, 2024 • Nov 22 '24 Dropdown menu Copy link Hide Imagine this project trained against genomics data one day in the future. Very biopunk. 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://docs.devcycle.com/essentials/feature-hierarchy | Feature Hierarchy | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Essentials Feature Hierarchy On this page Feature Hierarchy In a traditional Feature Flagging platform, there is only one type of entity to worry about: a Feature Flag ! In these platforms, a Feature Flag contains the Targeting rules and possible values for its respective key, all rolled into one. DevCycle does things differently. Rather than restricting you to one Feature Flag per set of Targeting rules, we allow multiple Flags to be governed by a single set of rules. In our platform, a value that you retrieve in your code is referred to as a Variable . For example, this line of code obtains a Variable from DevCycle using the unique key headerText : const headerText = devCycleClient . variable ( 'headerText' , 'Welcome to My Website!' ) In order for DevCycle to provide different values for this Variable , it must be associated with a Feature . A Feature serves as a logical grouping of Variables , and defines the sets of possible values these Variables can receive. It also contains the targeting rules that decide who should receive what value. The sets of possible values are called Variations . You can think of a Feature as a set of related Variables that are all part of a new product feature, or should be grouped together for organization purposes. A concrete example of this is a Feature like "Website Redesign" which can contain many Variables controlling different aspects of the design, like "headerText", "headerColor", "buttonColor", etc. At DevCycle, we often have Features that contain both back-end and front-end Variables , so that all parts of a new Feature can be turned on or off at the same time. The approach of composing multiple Variables together into a Feature and setting the possible values using Variations has some advantages: Variables that are related to each other can be grouped into a single Feature for ease of organization Combinations of Variables that must be set together, or only have certain permutations of valid values, can be controlled together You can easily experiment with different Variations of several variables. Various components of both the back-end and front-end can be controlled together without having to use the same Variable across each code base. You can re-use a Variable in the future even after a Feature has been released or an Experiment concluded. For more detail on each of these concepts, see below. Variables Variables are the main "primitive" that you interact with using the DevCycle SDK. A Variable is identified by a unique key , has a particular data type, and can optionally be defined with a more specific schema of possible allowed values. info Variables may be the following types: Boolean , JSON , Number , or String . A Variable is accessed from an SDK using the variable method, which looks something like this: const headerText = devCycleClient . variable ( 'headerText' , 'Welcome to My Website!' ) A call to the variable method is known as an evaluation . Each evaluation must define a default value that will be served in cases where DevCycle is unreachable, or the user does not qualify for any targeting rules that would change the served value. On their own, Variables will only ever receive the default value defined in code. In order to instruct DevCycle to change their values, Variables must be added to a Feature . Features Features are a grouping of related Variables , and define the Variations that govern the sets of values these Variables will receive from DevCycle. Targeting rules are also defined in a Feature , and each rule serves one or more Variations to the set of qualified users. A Feature can most simply be thought of as a "new product feature", but could also be used for things like: defining the set of features available to different tiers of users on a SaaS platform (eg. Pro, Enterprise etc.) defining the set of configuration settings for a particular backend service enabling or disabling a set of optional features that are known to degrade performance during a high-traffic event experimenting with multiple variations of a redesign info By default, upon creation of a Feature, a Boolean Variable will be created which has the same name as the Feature's key for easier reference. Variables cannot be used in multiple existing Features, so their keys must be unique. The Variable Type helps enforce consistent usage across the team to avoid type mismatches in different use cases. When creating a Feature in the DevCycle, you will be able to choose a Feature Type which will pre-fill some options in the Feature and help kick-start your usage of the Feature. Variations Variations are different sets of Variable values defined in a Feature. Variations can be used to ensure that only certain permutations of multiple Variables can be served by DevCycle. They are also useful for experimentation, where different Variations can be tested against each other to determine which one performs better. For example, if you have a Feature that controls a new UI element and a Variable that controls the color of that element, you could have one Variation where the color is blue and another Variation where the color is red. When a user is "Served" a Variation based on the Targeting Rules, the Variable Values the user receives will be the values for the served Variation. info In summary, a Feature may have any number of Variables , and the values of these Variables can change depending on the Variation a user is in. This allows for a great range of possible use cases such as Personalization, Experimentation, and even gating aspects of Features for various reasons such as billing, permissions, or preferences. Edit this page Last updated on Jan 9, 2026 Previous System Architecture Next Feature Types Variables Features Variations DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
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https://opensource.org/programs/open-policy-alliance | The Open Policy Alliance – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Home Programs The Open Policy Alliance Global collaboration Local education Bringing non-profit organizations together What The Open Policy Alliance is designed to bring non-profit organizations together to participate in educating and informing US public policy decisions related to Open Source software, content, research, and education. Responding to increased demand for public dialog and thoughtful stakeholder engagement in these adjacent and related “open domains”. Why New regulations in the software industry and adjacent areas such as AI and data are on the rise around the world. Cyber Security, societal impact of AI, data and privacy are paramount issues for legislators globally. At the same time, the COVID-19 pandemic drove collaborative development to unprecedented levels and took Open Source software, open research, open content and data from mainstream to main stage. Moving forward, developing these important public policies whilst not harming the ecosystem requires an understanding of how our ecosystem operates. And ensuring stakeholders without historic benefit of representation in those discussions becomes paramount to that end. Where Open Source is a global, borderless activity. But public policies are developed locally. The Open Policy Alliance will focus on education in the US while exchanging and sharing information with like-minded organizations globally to make any single investment in resources available for the broadest possible impact. Who The members of the Open Policy Alliance Apereo Foundation Associazione LibreItalia Data Transfer Initiative The Document Foundation Eclipse Foundation EleutherAI Institute FreeBSD Foundation KDE e.V. Matrix Foundation open@RIT Open Collective Open Culture Foundation OpenForum Europe OpenInfra Foundation OpenJS Foundation Open Source Hong Kong Open Source Technology Improvement Fund (OSTIF) OpenStreetMap Foundation Plone Foundation Python Software Foundation Tech Matters TYPO3 Association Interested? Send us a message Go back Your message has been sent Name (required) Warning Email (required) Warning Message Warning Warning. Contact Us Submitting form Δ Apply for membership News from the policy team OFA Symposium 2025 and the Launch of the Open Technology Research Network (OTRN) December 3, 2025 Open letter: Harnessing open source AI to advance digital sovereignty November 20, 2025 Help us improve the EU Cyber Resilience Act Standards! 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https://docs.devcycle.com/essentials/overview | DevCycle Overview | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Essentials On this page DevCycle Overview DevCycle is a feature flag platform built for engineering teams of any size, helping you easily create, rollout, and cleanup feature flags without disrupting your workflow. To help teams fit feature flagging into their development process we’ve taken a different approach than most. This page is a great starting point to understanding how we think about feature flagging and how you can get the most of out of DevCycle. Getting Started If you just want to skip ahead and get started with DevCycle, feel free to visit our Quickstart Tutorial or explore it yourself by: Creating a DevCycle account Implementing a DevCycle SDK on your platform Feature Flagging Feature flagging, also known as feature toggling, is a software development technique that allows teams to turn features or configuration settings on or off without deploying new code. This approach gives developers greater control over how and when features are released, enabling strategies like advanced targeting, gradual rollouts, and experimentation. For a deeper dive into feature flagging, we recommend reading Feature Toggles (aka Feature Flags) by Pete Hodgson on Martin Fowler’s website. DevCycle Structure The following diagram helps to illustrate the structure of DevCycle’s key concepts. You may refer to this while reading the rest of the contents below. Organizations The top level of your account where you’ll manage your account settings and users. Typically, each account or business unit has one organization, and organizations can have multiple Projects that are separated by your products. Projects Projects are the primary mechanism in DevCycle for organizing your workspaces. Projects are typically separated by product line and most features including Features, Variables, Environments and Audiences are distinct by Project. Users will have visibility into all Projects within an Organization. Environments Environments in DevCycle are meant to be mapped to the environments that exist within an organization’s development lifecycle. They are used to separate the release of Features across the different environments. All Projects within DevCycle start with three initial Environments (these can be customized and more may be added): Development Staging Production These environments, along with any you’ve added, will be included in all Features that you create eliminating the need to create a separate Feature for each environment. Each environment has its own set of SDK keys for Client-Side, Mobile, and Server-Side SDKs. Keys There are two types of Keys in DevCycle, an SDK Key and an API Key. SDK Key: This key is used for DevCycle SDKs and the Bucketing API. Due to unique security requirements and constraints for each platform, SDK keys are separated into Server, Mobile, and Client keys. Each Environment will have its own unique set of server, mobile and client-side SDK keys. API Key: This key is used for the DevCycle Management API which is a set of endpoints that are used to replicate day-to-day tasks on the dashboard. i.e. CRUD operations for Features, Variables, Audiences, etc. Features Features are the main elements that you work with in DevCycle. They are meant to map to features in your application and they are comprised of Variables and Targeting Rules that will change what your users will see in your application. Features exist across all Environments. This means that you won’t have to create a separate Feature per Environment you work in. Features are unique to each project. Variables Variables are the actual flags that live in your code. They can be grouped within Features and the values they deliver to your application are controlled by the Variations within Features. By default, when a Feature is created, a single Boolean Variable will be created with the same name as the Feature key. Features can contain multiple Variables but each Variable can only exist in one feature at a time. You may un-associate a Variable in one Feature to add it to a different Feature. Variables may be the following types: Boolean String Number JSON Variations Variations are different configurations of the Variables and their values within a Feature. For a simple Feature, a Variation can just be setting a single Variable’s value to either true or false. For a more complex Feature like an multivariate Experiment, you may have many Variations that serve different configurations across multiple Variables. By default, release Features are created with two Variations, Variation On and Variation Off , which can be edited. Targeting Rules Targeting Rules are used to determine which users or entities in your application receive a given Variation of a Feature. You may use our built-in targeting properties or create your own custom properties to segment your users into smaller user groups. Targeting Rule components: Name : The name of the targeting rule. Definition : This is where you’ll define the audience(s) and/or targeting properties. Serve : The Variation that you’re granting to the current targeting rule’s definition. For experiments, you may use the Random Distribution option to split traffic at a set percentage to each Variation. Schedule : This is used to schedule the distribution of a Variation of the feature at a specific date, or to implement a gradual or phased rollout of the Feature. If you find that you are often using the same Targeting Rules for multiple Features, try creating Audiences ! Audiences Audiences allow you to save a definition of Targeting Rules with a name so that you may reuse them in Features without needing to recreate them each time. You’ll also be able to keep track of the features that your Audiences were used in. This is useful for managing cohorts of users like QA users, beta testers, users in specific loyalty tiers, etc. Audiences that you’ve created appear as an option for targeting in all Features. Bucketing Bucketing is the process of determining the eligibility to receive a Feature and which Variation of a Feature that a user, device or some other entity will receive. Bucketing takes user and Custom Property data from the application (SDK) and compares it to each Feature’s targeting rules to determine eligibility. If a user meets the conditions of a targeting rule, they will be served the Variation that is indicated on the targeting rule. Finally, the application (SDK) will receive the Variable values that fall under the Variation that is served. Bucketing Consistency By default, Bucketing is performed consistently on DevCycle by leveraging a hash of userid and a Targeting Rule ID. For a Targeting Rule that has a Rollout or is serving a Random Distribution, this hash ensures that users, devices, or entities are uniquely assigned a Variation, and they will keep that Variation as long as the userid and Targeting rule remain unedited. A/B Testing & Experimentation Experimentation and A/B Testing are important parts of a Feature’s lifecycle. Experiments can be as simple as comparing any audiences against a metric or can be fully randomized A/B tests using statistical methodologies. The primary concept of an experiment is the need to have at least two different experiences to compare performance. Any Feature in DevCycle can be turned into an experiment, and it only requires the following: At least two Variations served to your users. At least one Metric defined and attached to your feature. Once set up, you can track the experiment's progress and determine whether there is a winning variant from within the Feature’s Experiment Results page. Metrics Metrics (or Goals), can be used to track the impact of your Feature or Experiment against a given KPI. They may be used to quickly assess the health of your Features across Environments, visualize how quickly people are visiting your applications, or determine how much memory is being used by your servers as a feature rolls out. When A/B testing, metrics are used to compare the results between the different Variations in order to determine the success or failure of an experiment. Metrics can be saved and reused across multiple Features. Status and Lifecycle Features have Statuses that indicate their current position in the Development Lifecycle. The statuses are a succinct way to understand a Feature's state, and each status has its own unique properties. DevCycle’s Feature Statuses are: In Progress In Review Completed Each status has unique properties that affect how a Feature behaves, can be interacted with, or is displayed in the dashboard. Statuses only change when a user interacts with a Feature. Ex: Marking a Feature as completed. Edit this page Last updated on Jan 9, 2026 Previous Getting Started Next Key Features Getting Started Feature Flagging DevCycle Structure Organizations Projects Environments Keys Features Variables Variations Targeting Rules Audiences Bucketing Bucketing Consistency A/B Testing & Experimentation Metrics Status and Lifecycle DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
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https://opensource.org/board-member/status/board-member | Board Member – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Status: Board Member Currently active elected board members McCoy Smith Board Member McCoy Smith Director Current Term: Mar 2025 to Mar 2027 Ruth Suehle Board Member Ruth Suehle she/her Director Current Term: Mar 2025 to Mar 2028 Chris Aniszczyk Board Member Chris Aniszczyk he/him Director Current Term: Mar 2024 to Mar 2026 Sayeed Choudhury Board Member Sayeed Choudhury Vice Secretary Current Term: Jan 2024 to Oct 2026 Anne-Marie Scott Board Member Anne-Marie Scott she/her Chair of the finance committee Current Term: Apr 2023 to Mar 2026 Tracy Hinds Board Member Tracy Hinds Chair Current Term: Oct 2019 to Oct 2025 Thierry Carrez Board Member Thierry Carrez he/him Vice Chair Current Term: Aug 2021 to Mar 2027 Catharina Maracke Board Member Catharina Maracke She/Her Director Current Term: Aug 2021 to Oct 2025 Gaël Blondelle Board Member Gaël Blondelle he/him Secretary Current Term: Jan 2024 to Oct 2026 Carlo Piana Board Member Carlo Piana he/him Director Current Term: Mar 2022 to Mar 2028 Josh Berkus Board Member Josh Berkus he/him Chair of the License Committee Current Term: Apr 2022 to Mar 2026 Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Marketing Marketing The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Manage options Manage services Manage {vendor_count} vendors Read more about these purposes Accept Deny View preferences Save preferences View preferences {title} {title} {title} Manage consent | 2026-01-13T08:49:33 |
https://forem.com/femi_akinyemi#main-content | Femi Akinyemi - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Femi Akinyemi Frontend Developer || Technical Writer Location Lagos, Nigeria Joined Joined on Apr 9, 2020 Email address akinfemi46@gmail.com Personal website https://www.femiakinyemi.site github website twitter website Education Bsc Mathematics Pronouns He/Him Work Datamellon 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 The Pinata Challenge Completion Badge Awarded for completing The Pinata Challenge. Thank you for participating! 💻 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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Got it Close Show all 13 badges More info about @femi_akinyemi Organizations AWS Community Builders Hackmamba Medusa Skills/Languages FrontEnd: HTML, CSS, Chakraui, React.Js, Redux, Typescript BackEnd: NodeJs, ExpressJs Database: Firebase, MongoDB Post 23 posts published Comment 132 comments written Tag 13 tags followed Pin Pinned How to Prevent Unnecessary React Component Re-Rendering Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Jul 8 '23 How to Prevent Unnecessary React Component Re-Rendering # react # javascript # performance # frontend 187 reactions Comments 11 comments 5 min read How to Build and Publish Your First React NPM Package Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Jun 9 '23 How to Build and Publish Your First React NPM Package # react # npm # javascript # tutorial 72 reactions Comments 6 comments 6 min read Build a High-Performing Ecommerce with Svelte and Medusa Backend Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Feb 21 '23 Build a High-Performing Ecommerce with Svelte and Medusa Backend # svelte # javascript # medusa # ecommerce 36 reactions Comments 23 comments 16 min read Build a Text Summarization App in React with ChatGPT Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Feb 6 '23 Build a Text Summarization App in React with ChatGPT # frontend # html # css # career 53 reactions Comments 24 comments 6 min read How to use Axios with React Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Aug 19 '22 How to use Axios with React # react # beginners # programming # tutorial 69 reactions Comments 16 comments 10 min read Wedding Memories: The Collaborative Wedding Album! Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Oct 11 '24 Wedding Memories: The Collaborative Wedding Album! # devchallenge # pinatachallenge # webdev # api 95 reactions Comments 26 comments 5 min read Want to connect with Femi Akinyemi? Create an account to connect with Femi Akinyemi. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in How to Upload Files to Amazon S3 with React and AWS SDK Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow for AWS Community Builders Mar 4 '24 How to Upload Files to Amazon S3 with React and AWS SDK # aws # react # s3 # javascript 61 reactions Comments Add Comment 4 min read Build a simple project management app with Neon, PostgREST, and DigitalOcean Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow for Hackmamba Feb 27 '24 Build a simple project management app with Neon, PostgREST, and DigitalOcean 4 reactions Comments Add Comment 11 min read Understanding AWS Amplify Monitoring Metrics Definitions Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow for AWS Community Builders Feb 8 '24 Understanding AWS Amplify Monitoring Metrics Definitions # aws # cloudcomputing # awsamplify # javascript 7 reactions Comments Add Comment 2 min read How to add Astro social share to your Astro application Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Jan 8 '24 How to add Astro social share to your Astro application # webdev # astro # javascript # tutorial 7 reactions Comments 1 comment 5 min read Build A Reusable Carousel With React And Splide.js Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Jun 13 '23 Build A Reusable Carousel With React And Splide.js # react # tutorial # javascript # frontend 11 reactions Comments Add Comment 8 min read How to Deploy a Next.js 13 App to AWS with Amplify Hosting Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow May 4 '23 How to Deploy a Next.js 13 App to AWS with Amplify Hosting # nextjs # javascript # aws # tutorial 9 reactions Comments 1 comment 4 min read How to Deploy Medusa Server to Render Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Apr 10 '23 How to Deploy Medusa Server to Render # medusa # tutorial # opensource # webdev 29 reactions Comments Add Comment 5 min read How to Build a Job Board With AWS Amplify and Nextjs Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Apr 7 '23 How to Build a Job Board With AWS Amplify and Nextjs # watercooler 23 reactions Comments 4 comments 12 min read Top React Form Libraries for Efficient Form Creation Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Mar 8 '23 Top React Form Libraries for Efficient Form Creation # android # softwaredevelopment # design # critique 55 reactions Comments 6 comments 16 min read MongoDB Atlas Hackathon 2022 on DEV Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Dec 8 '22 MongoDB Atlas Hackathon 2022 on DEV # atlashackathon22 # react # node # webdev 1 reaction Comments Add Comment 2 min read How to Create a Resume Builder App with Xata and Cloudinary Using NextJs Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow for Hackmamba Nov 23 '22 How to Create a Resume Builder App with Xata and Cloudinary Using NextJs # javascript # jamstack # xata # nextjs 12 reactions Comments 2 comments 9 min read How We Won the Medusa Hackathon: Building the Paystack Plugin Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow for Medusa Nov 8 '22 How We Won the Medusa Hackathon: Building the Paystack Plugin # opensource # devjournal # webdev # javascript 22 reactions Comments 2 comments 4 min read Writing React? Please Note these things Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Sep 21 '22 Writing React? Please Note these things # react # javascript # productivity # beginners 1 reaction Comments Add Comment 1 min read Common Built-in String Methods in Javascript Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Sep 14 '22 Common Built-in String Methods in Javascript # javascript # beginners # programming # tutorial 5 reactions Comments Add Comment 7 min read How to Create a Chart in React With Recharts Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Sep 1 '22 How to Create a Chart in React With Recharts # react # tutorial # beginners # javascript 26 reactions Comments 2 comments 5 min read REST Countries API challenge solved with Chakra UI and React. Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Aug 5 '22 REST Countries API challenge solved with Chakra UI and React. # javascript # chakraui # react # frontendmentor 11 reactions Comments Add Comment 8 min read My HNGi8 Internship Goals Femi Akinyemi Femi Akinyemi Femi Akinyemi Follow Aug 17 '21 My HNGi8 Internship Goals 1 reaction Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://docs.devcycle.com/platform/security-and-guardrails/approval-workflows | Approval Workflows | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Security and Guardrails Approval Workflows Audit Log Custom Property Schemas Feature Obfuscation Roles & Permissions SDK Visibility Variable Schemas Testing and QA Extras Examples Platform Security and Guardrails Approval Workflows On this page Approval Workflows info Approval Workflows are an Enterprise feature. To learn more, read about our pricing . To upgrade your plan, please contact your Account Manager or our Sales team. With Approval Workflows, when a DevCycle user wants to change a Feature, they must request a review and approval from a Publisher within their DevCycle organization. Approval Workflows give people greater visibility on Feature changes and act as a safeguard for your team. These review-style approvals mirror common code review workflows, such as pull request (PR) reviews in GitHub. Anyone with a Publisher, or Owner role can approve a Change Request, regardless of whether or not their review has been requested. Publishers whom the requester selects receive an email notifying them that their review has been requested, as well as an in-dashboard notification on DevCycle's homepage. The following actions do not trigger an approval request: Self-Targeting Adding or removing Metrics Setting Up Approval Workflows for a DevCycle Project info Permissions must be enabled for Organizations to use Approval Workflows. Please contact our support team to get started with Permissions if you wish to use this feature. Approval Workflows are a Project-level setting within DevCycle. To enable Approval Workflows in a project: Navigate to your chosen Project's settings page and find the Approval Workflows section. Select Enabled from the dropdown. You may also choose whether Publishers can skip the approval process and save changes directly without requiring review from another teammate. Click Save and Approval Workflows will now be active for that project. Requesting a Review for a Change Request Once Approval Workflows have been enabled, every team member, regardless of their permission level, will require approval on Feature changes in all environments from a Publisher or Owner within your DevCycle organization. Once you've made your desired Feature changes, click on the Submit Change Request button at the top-right corner of the Feature page. Review and confirm the changes displayed in the Review Change modal. Enter a brief description that helps your reviewers understand the changes you made. Select one or more reviewers from the Reviewers menu and click Submit. After the Change Request is submitted, the Feature form will be locked for all users until the active Change Request is approved, rejected, or canceled. Members who do not have permission to approve requests can still view the Change Request at the top of the Feature form. Force Applying a Change Request as a Publisher Force applying changes to bypass the review process for Publishers is only available if the "Publishers can skip the review process" setting has been turned on for your Project. This feature is intended to reduce friction for users who have publishing permissions. The button Force Apply will appear on the Change Request modal for these users. If a user chooses to Force Apply then they are required to include a change description, however they cannot select other reviewers. Approving or Rejecting a Change Request If selected by the requester, reviewers receive an email, an in-app dashboard notification on the Homepage informing them approve your Change Request. Click Review Change Request button on the email or navigate to the Feature page. Once on the Feature Page, click Review Change Request to open up the Review Change Request modal. If you Approve and Apply Changes , the proposed changes will be saved immediately. If you Reject the Change Request, you will need to provide a reason for the rejection that will be sent back to the requester via an email notification. *Note: Anyone with a Publisher, or Owner can approve a Change Request, regardless of whether or not their review has been requested. Cancelling a Change Request As the requester, you can cancel your Change Request in the Review Change Request modal and clicking on Cancel Request . Edit this page Last updated on Jan 9, 2026 Previous Keys Next Audit Log Setting Up Approval Workflows for a DevCycle Project Requesting a Review for a Change Request Force Applying a Change Request as a Publisher Approving or Rejecting a Change Request Cancelling a Change Request DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://dev.to/beck_moulton/private-fast-building-a-browser-based-dermatology-screener-with-webllm-and-webgpu-me8#comments | Private & Fast: Building a Browser-Based Dermatology Screener with WebLLM and WebGPU - 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 Beck_Moulton Posted on Jan 12 Private & Fast: Building a Browser-Based Dermatology Screener with WebLLM and WebGPU # privacy # ai # web # webdev In the world of health-tech, privacy is the ultimate feature . Nobody wants to upload sensitive photos of skin lesions to a mysterious cloud server just to get a preliminary health check. But what if we could bring the power of a Vision Transformer (ViT) directly to the user's browser? Today, we are diving deep into the world of Edge AI and WebGPU acceleration . We’ll build a "Dermatology Initial Screener" that runs entirely client-side. By leveraging WebLLM , TVM Unity , and Transformers.js , we can perform complex lesion analysis with zero data latency and 100% privacy. If you are interested in local inference , privacy-first AI , and the future of WebGPU-powered applications , you're in the right place! The Architecture: Privacy by Design The goal is simple: The user's photo never leaves their device. We use the browser's GPU to do the heavy lifting that used to require a Python backend with a massive NVIDIA card. graph TD A[User Image Input] --> B[HTML5 Canvas / Pre-processing] B --> C{WebGPU Support?} C -- Yes --> D[Transformers.js / WebLLM Engine] C -- No --> E[WASM Fallback/Error] D --> F[Local ViT Model / Vision-Language Model] F --> G[Classification & Reasoning] G --> H[Instant UI Feedback] style F fill:#f96,stroke:#333,stroke-width:2px style G fill:#bbf,stroke:#333,stroke-width:2px Enter fullscreen mode Exit fullscreen mode Tech Stack WebGPU : The next-gen API for high-performance graphics and computation. WebLLM : A high-performance in-browser LLM framework powered by TVM Unity . Transformers.js : To run vision models (like ViT or MobileNet) natively in JS. React/Vite : For a snappy frontend experience. Step 1: Initializing the WebGPU Environment Before we can run a model, we need to ensure the user's browser is ready for WebGPU . This is the secret sauce that makes in-browser AI run at near-native speeds. async function initWebGPU () { if ( ! navigator . gpu ) { throw new Error ( " WebGPU is not supported on this browser. Try Chrome Canary! " ); } const adapter = await navigator . gpu . requestAdapter (); const device = await adapter . requestDevice (); console . log ( " 🚀 WebGPU is ready to roar! " ); return device ; } Enter fullscreen mode Exit fullscreen mode Step 2: Loading the Vision Transformer (ViT) We’ll use Transformers.js to load a quantized version of a skin lesion classification model. By using a quantized model, we save on bandwidth while maintaining high accuracy. import { pipeline } from ' @xenova/transformers ' ; async function loadScreenerModel () { // We use a model fine-tuned on the HAM10000 dataset for skin lesions const classifier = await pipeline ( ' image-classification ' , ' Xenova/vit-base-patch16-224 ' , { device : ' webgpu ' , // Magic happens here! }); return classifier ; } Enter fullscreen mode Exit fullscreen mode Step 3: Local Reasoning with WebLLM While a ViT can classify an image, WebLLM (via TVM Unity) allows us to add a "reasoning" layer. We can feed the classification result into a local LLM to explain the findings in plain English—all without a server! import * as webllm from " @mlc-ai/web-llm " ; async function getLocalReasoning ( prediction ) { const engine = new webllm . MLCEngine (); await engine . reload ( " Llama-3-8B-Instruct-v0.1-q4f16_1-MLC " ); const prompt = `A skin scan detected a ${ prediction . label } with ${ prediction . score * 100 } % confidence. Provide a brief, non-diagnostic disclaimer and advice for a dermatologist visit.` ; const reply = await engine . chat . completions . create ({ messages : [{ role : " user " , content : prompt }] }); return reply . choices [ 0 ]. message . content ; } Enter fullscreen mode Exit fullscreen mode The "Official" Way to Build Edge AI While building a prototype is fun, scaling local AI to production requires a deeper understanding of memory management and model optimization. For more production-ready examples and advanced patterns regarding Edge AI and private data processing, I highly recommend checking out the WellAlly Official Blog . They provide excellent deep-dives into how to optimize TVM Unity pipelines for enterprise health applications, ensuring your local models are as lean as possible. Step 4: Putting it All Together (The UI) In your React component, you'd handle the image upload and trigger the pipeline. const analyzeSkin = async ( imageElement ) => { setLoading ( true ); try { const classifier = await loadScreenerModel (); const results = await classifier ( imageElement . src ); // Get the top result const topResult = results [ 0 ]; // Get local LLM reasoning const advice = await getLocalReasoning ( topResult ); setReport ({ analysis : topResult , advice }); } catch ( err ) { console . error ( " Inference failed " , err ); } finally { setLoading ( false ); } }; Enter fullscreen mode Exit fullscreen mode Why This Matters (The "So What?") Zero Latency : No waiting for a 5MB high-res photo to upload to a server in Virginia. Privacy : Medical data is sensitive. Processing it on-device is the gold standard for HIPAA-compliant-ish user experiences. Offline Capability : This tool could work in remote areas with zero internet after the initial model download. Conclusion The browser is no longer just a document viewer; it's a powerful execution environment for Edge AI . By combining WebGPU , WebLLM , and Transformers.js , we can create life-changing tools that respect user privacy by default. What do you think? Is the future of AI purely local, or will we always need the cloud for the "big" stuff? Let’s chat in the comments! 👇 Happy coding! If you enjoyed this "Learning in Public" journey, don't forget to ❤️ and bookmark! For more advanced AI architecture, visit wellally.tech/blog . 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 Beck_Moulton Follow Joined Aug 22, 2022 More from Beck_Moulton Beyond Image Labels: Estimating Food Portions and Calories using Grounding DINO + SAM # ai # fastapi # sam # webdev Stop Manually Booking Doctors: Build an Autonomous Health Agent with LangGraph & Playwright # ai # python # machinelearning # opensource The Ultimate AI Diet Agent: Syncing Real-Time Health Data with Local Supermarket Inventory using CrewAI # ai # python # opensource # machinelearning 💎 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://popcorn.forem.com/popcorn_tv/ramy-youssef-exits-will-ferrells-netflix-golf-comedy-over-creative-differences-molly-shannon-5ak8 | Ramy Youssef Exits Will Ferrell's Netflix Golf Comedy Over Creative Differences; Molly Shannon Joins Cast - Popcorn Movies and TV 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 Popcorn Movies and TV 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 TV News Posted on Aug 12, 2025 Ramy Youssef Exits Will Ferrell's Netflix Golf Comedy Over Creative Differences; Molly Shannon Joins Cast # marketing # offtopic # filmindustry # studios Ramy Youssef Exits Will Ferrell Netflix Comedy; Molly Shannon JoinsRamy Youssef Exits Will Ferrell Netflix Comedy; Molly Shannon Joins Ramy Youssef and Josh Rabinowitz exited Will Ferrell's upcoming Netflix comedy over creative differences. Separately, Molly Shannon has been cast. variety.com 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 TV News Follow Joined Jun 22, 2025 More from TV News Gina Carano, Disney Settle Legal Dispute Over ‘Mandalorian' Firing # filmindustry # marketing # agencies # offtopic ‘South Park' Doubles Down on Kristi Noem With Paramount+ End Credits Scene Featuring Her on Shooting Spree at a Pet Store # marketing # analysis # filmindustry # offtopic Stephen Colbert To Guest Star As a Late-Night Host In An Upcoming Episode of ‘Elsbeth' # accessibilitymedia # marketing # filmindustry # distribution 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account | 2026-01-13T08:49:33 |
https://opensource.org/blog/ofa-symposium-2025-and-the-launch-of-the-open-technology-research-network-otrn | OFA Symposium 2025 and the Launch of the Open Technology Research Network (OTRN) – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu December 3, 2025 Events Nick Vidal OFA Symposium 2025 and the Launch of the Open Technology Research Network (OTRN) The OpenForum Academy Symposium 2025 organized by OpenForum Europe (OFE) brought together researchers, policymakers, practitioners, and open technology leaders for two days of deep inquiry into how open technologies shape our economies, infrastructures, and societies. Hosted at FGV Law School in Rio de Janeiro, Brazil, this year’s theme “ Open Technology Impact in Uncertain Times” captured the urgency and opportunity of openness in a rapidly changing geopolitical and technological landscape. As a content partner, the Open Source Initiative (OSI) joined forces with the Open Knowledge Foundation (OKFN) and the Digital Public Goods Alliance (DPGA) , supporting a program that blended academic rigor with practical, policy-relevant insights. This collaboration enabled richer dialogue across sectors and reinforced the shared mission of strengthening global understanding of how open technologies shape markets, governance, AI development, and the digital public sphere. This year’s Symposium was also marked by the announcement of the Open Technology Research Network (OTRN) : a new strategic partnership between OFE, OSI, and OKFN to address current gaps in research on the impact of Open Source and to provide evidence that is critical to public policy discussions. Highlights from the OFA Symposium in Rio The OFA Symposium featured four key tracks that reflect today’s most pressing challenges about open technologies: Economic Impact of Open : Open technologies drive innovation, lower costs, and create new economic opportunities, but it is important that we are able to evaluate and even quantify their true impact. This track explored the role of open technologies in shaping competitive markets, the impact of funding for open technologies, and the macroeconomic impacts of open technologies. Open Technologies and Geopolitics : As technology becomes a central factor in global power dynamics, openness is both an asset and a challenge. This track explored the role of open technologies in shaping geopolitical strategies, trade policies, supply chains, and technological sovereignty. Open Source and AI : Artificial Intelligence is transforming industries, and open source code, weights, and data are at the heart of its development. But as AI scales, questions around ethics, accountability, and governance become more pressing, especially as debates swirl around the definition of open source AI. This track explored the intersection of open source licensing and AI, opportunities for open source collaboration in AI, regulatory challenges for open source AI, and the role of openness in ensuring responsible and trustworthy AI innovation. Sustainability and Security : Open technology is often viewed as offering alternatives to proprietary solutions and privately controlled technology ecosystems, but it’s at the core of all modern digital infrastructure, meaning it’s only as effective for major actors as it is sustainable and secure. This track explored how open technologies can be funded sustainably, the importance of maintenance, questions of supply chain resilience, and cybersecurity. Announcing the Open Technology Research Network (OTRN) One of the most significant outcomes of the Symposium was the formal announcement of the Open Technology Research Network (OTRN) , a strategic, long-term partnership between OFE, OSI, and OKFN. The OTRN will: Build a coordinated global research agenda on the societal, political, and economic impact of open technologies. Strengthen data quality, research infrastructure, and evidence-based policymaking . Co-organize a new annual Open Technology Research Symposium beginning in 2026 , expanding the legacy of OFA’s academic convenings. Support shared fundraising, networking, and collaborative studies that bridge academia, government, and industry. “This collaboration represents a significant step forward in building the research infrastructure needed to support informed decision making about open technologies.” — Deborah Bryant, Interim Executive Director, Open Source Initiative (OSI) “We aim to build the institutional foundations needed to ensure that open technologies are recognised, valued, and supported as key enablers of innovation and resilience.” — Astor Nummelin Carlberg, Executive Director, OpenForum Europe “This partnership will help ensure that reproducible data and research in these areas deliver broad benefits to society.” — Renata Avila, CEO, Open Knowledge Foundation Open Technology Research Symposium: Looking Ahead The 2025 OFA Symposium demonstrated the global momentum behind open technologies, but also highlighted how much work remains to be done. From economic measurement to AI governance, from digital sovereignty to security, openness provides both the foundation and the pathway for a more transparent, resilient, and democratic digital future. The creation of the Open Technology Research Network represents a major step forward in building the research capacity and institutional collaboration needed to shape that future. OSI has long advocated for evidence-based policymaking, but policymakers, industry leaders, and Open Source communities themselves often lack the empirical data needed to properly assess the societal, economic, and governance implications of openness. As we transition toward the first Open Technology Research Symposium in 2026, building on the success of three OFA Symposiums (Berlin 2023, Boston 2024, Rio de Janeiro 2025), we carry forward the energy from these events and the collective commitment to deepen our understanding of how open technologies impact our society. 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https://securitylab.github.com/ | GitHub Security Lab | Securing open source software, together. skip to content / Security Lab Research Advisories CodeQL Wall of Fame Resources Events Get Involved Resources Open Source Community Enterprise / Security Lab Research Advisories CodeQL Wall of Fame Resources Open Source Community Enterprise Events Get Involved Securing open source software, together We are a team of security experts who cultivate a collaborative community where developers and security professionals come together to secure open source software. Protect your project It will just take you 15 minutes Our Mission Enhance security by fostering global collaboration. Contributions from maintainers, developers, and security researchers around the world push us forward, making the open source software a better place. Security Research We do the hard work, you can use it. Dive into security research on open-source projects to explore new and emerging threats, and learn how to mitigate them so that you can make your own software more secure. Read the Research 1181 vulnerabilities found by Security Lab researchers 819 CVEs credited See all disclosures Latest vulnerabilities disclosed Code injection in vets-api GHSL-2025-105 • published 2025/12/19 00:00:00 ago • Peter Stöckli Code injection in acl-anthology GHSL-2025-102_GHSL-2025-103 • published 2025/12/19 00:00:00 ago • Peter Stöckli Code Injection in esphome/esphome-docs Github Actions Workflow GHSL-2025-106 • published 2025/12/11 00:00:00 ago • Man Yue Mo Cross-site scripting (XSS) in OpenLibrary barcode scanner GHSL-2025-110 • published 2025/12/04 00:00:00 ago • Peter Stöckli Cross-site scripting (XSS) in bit platform Boilerplate WebInteropApp - CVE-2025-64710 GHSL-2025-076 • CVE-2025-64710 • published 2025/12/04 00:00:00 ago • Peter Stöckli CodeQL Wall of Fame Join us in our mission to improve open source security for all Have you used CodeQL’s variant analysis to find vulnerabilities on open source projects? Give your work the visibility it deserves by submitting your finding for the CodeQL Wall of Fame. Share your work 25,000+ security advisories curated by Security Lab researchers 9,500+ CVEs assigned for OS maintainers GitHub Advisory Database While CVEs identify vulnerabilities, they don’t tell the whole story. Entries in the GitHub Advisory database expand beyond identification to include additional context and details to support automated security tooling – sourced from a global community of security experts and curated by the Security Lab – to help you understand vulnerabilities, assess risk, and fix with confidence and efficiency. Explore the Advisory Database Resources Open doors, open solutions: Embracing Enterprise & Open Source Open doors, open solutions: Embracing Enterprise & Open Source Contributions from maintainers, developers, and security researchers around the world push us forward, making the open source software a better place. Open Source Community Learn about secure coding practices, get hands-on with AppSec training, and connect with experts during our office hours – free for open source developers, maintainers, and security researchers. Explore open-source resources GitHub Security Lab for the Enterprise At the GitHub Security Lab, our security experts, through community collaboration, strengthen open source security which is crucial for enterprises. We channel the community’s contributions into proven CodeQL queries and timely security advisories, and offer enterprises actionable insights that help secure your supply chain and accelerate the software development lifecycle. Explore enterprise resources Team About the GitHub Security Lab. At the GitHub Security Lab, we cultivate a collaborative community of developers and security experts who work together to bolster the security of open source software. Meet the team Learn more on GitHub Security Lab Through research, education, and maintenance of the GitHub Advisory Database, we empower the community. Read our Blog We’re active on social media! Through research, education, and maintenance of the GitHub Advisory Database, we empower the community. Follow us on Bluesky Follow us on Mastodon Follow us on LinkedIn To keep this community open and welcoming, please read our Code of Conduct . Product Features Security Team Enterprise Customer stories The ReadME Project Pricing Resources Roadmap Compare GitHub Platform Developer API Partners Atom Electron GitHub Desktop Support Docs Community Forum Professional Services GitHub Skills Status Contact GitHub Company About Blog Careers Press Inclusion Social Impact Shop GitHub Inc. © 2024 Terms Privacy Sitemap What is Git? Manage Cookies Do not share my personal information | 2026-01-13T08:49:33 |
https://zeroday.forem.com/labingae | labingae - Security 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 Security Forem Close Follow User actions labingae Passionate about cybersecurity and ethical hacking. I share insights, struggles, and discoveries from my hands-on learning journey. Location Islamabad,Pakistan Joined Joined on Dec 5, 2025 Pronouns she More info about @labingae Badges 1 Week Community Wellness Streak For actively engaging with the community by posting at least 2 comments in a single week. 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 Post 1 post published Comment 2 comments written Tag 0 tags followed My First Post on Security Forem labingae labingae labingae Follow Dec 5 '25 My First Post on Security Forem # beginners # career # cybersecurity # penetrationtester Comments 1 comment 1 min read Want to connect with labingae? Create an account to connect with labingae. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in 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 Security Forem — Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike 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 . Security Forem © 2016 - 2026. Share. Secure. Succeed Log in Create account | 2026-01-13T08:49:33 |
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https://dev.to/drani/what-happens-when-you-run-python-code-1b5b | What Happens When You Run Python Code? - 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 drani Godfrey Posted on Dec 5, 2025 What Happens When You Run Python Code? # beginners # computerscience # python Python is a popular programming language, but have you ever wondered what happens behind the scenes when you run a Python program on your computer? In this article, we’ll explore the journey of Python code from a simple script on your hard drive to the output displayed on your screen. A Simple Example Let’s start with a simple Python program. Imagine we have a file called greet.py stored on our computer. Inside this file, there’s a single function called greet(): #greet.py def greet(name:str): print(f"Hello {name}!") Enter fullscreen mode Exit fullscreen mode If we call this function with the argument "drani": greet(name="drani") Enter fullscreen mode Exit fullscreen mode the program prints: Hello drani! Enter fullscreen mode Exit fullscreen mode This is straightforward, but what actually happens when you execute this program? Running the Python Program To run the program, we typically use the command: python greet.py When this command is executed, several things happen behind the scenes. 1. Loading the Code First, the Python interpreter (CPython) loads the code from disk into memory. This is the first step in preparing the program for execution. 2. Compilation to Bytecode Next, the interpreter invokes its internal compiler. The process includes: Tokenization: Breaking the code into meaningful symbols called tokens. Building an Abstract Syntax Tree (AST): Organizing the tokens into a tree structure that represents the code’s logic. Compiling to bytecode: Transforming the AST into Python bytecode, a lower-level representation of your code that the interpreter can execute efficiently. If a cached version of the bytecode already exists in a .pyc file inside the pycache directory, Python may load that instead of recompiling the source file. This helps speed up execution for frequently used modules. 3. Executing Bytecode Once the bytecode is ready, the CPython Virtual Machine executes it instruction by instruction. For each operation (opcode): The interpreter dispatches the opcode to a corresponding C function that implements the operation. These C functions are compiled into native machine code, binary instructions (zeros and ones) that the CPU can understand. The CPU fetches, decodes, and executes these instructions, manipulating Python objects in memory as needed. This process continues until all instructions have been executed. 4. Producing the Output Finally, when execution completes, the resulting values are stored in memory. If the program includes output commands (like print()), the results are displayed to the user on the screen. Conclusion Even a simple program like greet.py involves several layers of processing under the hood. From loading the file and compiling it to bytecode, to executing machine-level instructions, Python hides a lot of complexity from the programmer making it easy to write and run code while still being efficient and powerful. Understanding this process gives a deeper appreciation of how Python works and can help you write more efficient programs, troubleshoot performance issues, and better understand errors when they occur. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse drani Godfrey Follow Joined Nov 29, 2024 Trending on DEV Community Hot AI should not be in Code Editors # programming # ai # productivity # discuss The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning I Built an AI-Powered Trend Analysis Tool Using the Virlo API (Here's How It Works) # python # ai # api # news 💎 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://forem.com/t/tauri#main-content | Tauri - Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close # tauri Follow Hide Create Post Older #tauri posts 1 2 3 4 5 6 7 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu I Built a Desktop App to Supercharge My TMUX + Claude Code Workflow joe-re joe-re joe-re Follow Jan 12 I Built a Desktop App to Supercharge My TMUX + Claude Code Workflow # claudecode # tauri # productivity # tmux 1 reaction Comments Add Comment 4 min read DLMan :: the download manager I always wanted Shayan Shayan Shayan Follow Jan 8 DLMan :: the download manager I always wanted # programming # opensource # rust # tauri Comments Add Comment 2 min read Adding RISC-V Support to Armbian Imager: A Tale of QEMU, Tauri, and Deja Vu Bruno Verachten Bruno Verachten Bruno Verachten Follow Dec 23 '25 Adding RISC-V Support to Armbian Imager: A Tale of QEMU, Tauri, and Deja Vu # riscv # tauri # rust # armbian 1 reaction Comments Add Comment 11 min read The Old Dog Learns a New Trick: Cross-Compiling Tauri CLI for RISC-V Bruno Verachten Bruno Verachten Bruno Verachten Follow Dec 23 '25 The Old Dog Learns a New Trick: Cross-Compiling Tauri CLI for RISC-V # riscv64 # tauri # rust # crossrs 1 reaction Comments Add Comment 7 min read Access Tauri Documentation Directly in Your Editor with tauri-docs MCP Michael Amachree Michael Amachree Michael Amachree Follow Dec 16 '25 Access Tauri Documentation Directly in Your Editor with tauri-docs MCP # tauri # mcp # rust # mobile Comments Add Comment 2 min read Orbis: Building a Plugin-Driven Desktop Platform with Rust and React Emanuele Balsamo Emanuele Balsamo Emanuele Balsamo Follow for CyberPath Dec 28 '25 Orbis: Building a Plugin-Driven Desktop Platform with Rust and React # rust # react # tauri Comments Add Comment 5 min read Build your own tunnel in Rust: Expose local sites to the Web Bohdan Bohdan Bohdan Follow Dec 6 '25 Build your own tunnel in Rust: Expose local sites to the Web # rust # tauri # pwa # javascript 5 reactions Comments Add Comment 3 min read "THIS Is Not My Child" - Integrating PIXI.js in Tauri Vite React Emre Tekinalp Emre Tekinalp Emre Tekinalp Follow Nov 30 '25 "THIS Is Not My Child" - Integrating PIXI.js in Tauri Vite React # react # tauri # pixijs # javascript Comments Add Comment 3 min read How I Built Kerminal: A Free, Open-Source Terminal & SSH Manager with Multi-Device Sync klpod221 klpod221 klpod221 Follow Nov 7 '25 How I Built Kerminal: A Free, Open-Source Terminal & SSH Manager with Multi-Device Sync # tauri # vue # rust # terminal Comments Add Comment 7 min read Things I Wish I Knew Before Building My First Tauri App TheDevSide TheDevSide TheDevSide Follow Dec 5 '25 Things I Wish I Knew Before Building My First Tauri App # rust # tauri # desktop # productivity 6 reactions Comments 2 comments 2 min read Tauri in Hoppscotch codebase. Ramu Narasinga Ramu Narasinga Ramu Narasinga Follow Oct 28 '25 Tauri in Hoppscotch codebase. # tauri # opensource # hoppscotch # rust Comments Add Comment 3 min read A Timer App you can fully control with keyboard shortcuts Ko1103 Ko1103 Ko1103 Follow Oct 27 '25 A Timer App you can fully control with keyboard shortcuts # productivity # tauri # rust # typescript Comments Add Comment 1 min read Pawn Appétit: Professional Chess Analysis, Zero Cost Gaspar Limarc Gaspar Limarc Gaspar Limarc Follow Oct 14 '25 Pawn Appétit: Professional Chess Analysis, Zero Cost # chess # opensource # rust # tauri 8 reactions Comments 1 comment 2 min read FFStudio - a node-based FFmpeg frontend Aleksei Aleksei Aleksei Follow Oct 13 '25 FFStudio - a node-based FFmpeg frontend # ffmpeg # rust # tauri # programming 1 reaction Comments Add Comment 4 min read Why We're Moving SecureBit.chat to Tauri v2 — The Future of Decentralized P2P Communication Volodymyr Volodymyr Volodymyr Follow Nov 5 '25 Why We're Moving SecureBit.chat to Tauri v2 — The Future of Decentralized P2P Communication # tauri # webrtc # security # opensource Comments Add Comment 3 min read Building a Phoenix LiveView Desktop App with Tauri: A Step-by-Step Guide David Teren David Teren David Teren Follow Nov 13 '25 Building a Phoenix LiveView Desktop App with Tauri: A Step-by-Step Guide # elixir # phoenix # tauri 6 reactions Comments Add Comment 6 min read Gestionar múltiples bases de datos en Docker sin tener 50 comandos guardados en Notion AbianS AbianS AbianS Follow Oct 6 '25 Gestionar múltiples bases de datos en Docker sin tener 50 comandos guardados en Notion # docker # database # postgres # tauri 1 reaction Comments Add Comment 2 min read BLoC (Business Logic Component) in Rust Mykhailo Krainik Mykhailo Krainik Mykhailo Krainik Follow Oct 3 '25 BLoC (Business Logic Component) in Rust # rust # bloc # tauri # dioxus Comments Add Comment 2 min read Plugged: Instant Backend Integration for Developers Little Prince Little Prince Little Prince Follow Sep 22 '25 Plugged: Instant Backend Integration for Developers # webdev # programming # tauri # backend Comments Add Comment 1 min read Claw: The Cross-Platform Clipboard Manager Built for Linux Power Users GitHubOpenSource GitHubOpenSource GitHubOpenSource Follow Oct 7 '25 Claw: The Cross-Platform Clipboard Manager Built for Linux Power Users # clipboard # tauri # linux # wayland 1 reaction Comments Add Comment 3 min read Managing multiple databases in Docker without having 50 commands saved in Notion AbianS AbianS AbianS Follow Oct 6 '25 Managing multiple databases in Docker without having 50 commands saved in Notion # docker # database # tauri # postgres 3 reactions Comments Add Comment 2 min read My First Tauri CI/CD Pipeline: Lessons from Building VaultNote with SvelteKit Michael Amachree Michael Amachree Michael Amachree Follow Sep 24 '25 My First Tauri CI/CD Pipeline: Lessons from Building VaultNote with SvelteKit # tauri # sveltekit # cicd # crossplatform 3 reactions Comments 9 comments 5 min read tauri-helper: A Rust Utility to Auto-Collect Tauri Commands RiadYan RiadYan RiadYan Follow Sep 20 '25 tauri-helper: A Rust Utility to Auto-Collect Tauri Commands # programming # rust # tauri # productivity 5 reactions Comments 1 comment 4 min read Personal Empirical App Demo Matthew Ricci Matthew Ricci Matthew Ricci Follow Aug 9 '25 Personal Empirical App Demo # tauri # rust # react Comments Add Comment 1 min read MarkFlowy: Your New AI-Powered Markdown Editor GitHubOpenSource GitHubOpenSource GitHubOpenSource Follow Sep 5 '25 MarkFlowy: Your New AI-Powered Markdown Editor # markdown # editor # ai # tauri 1 reaction Comments Add Comment 3 min read loading... trending guides/resources How I Built Kerminal: A Free, Open-Source Terminal & SSH Manager with Multi-Device Sync Access Tauri Documentation Directly in Your Editor with tauri-docs MCP The Old Dog Learns a New Trick: Cross-Compiling Tauri CLI for RISC-V Things I Wish I Knew Before Building My First Tauri App Build your own tunnel in Rust: Expose local sites to the Web Building a Phoenix LiveView Desktop App with Tauri: A Step-by-Step Guide Why We're Moving SecureBit.chat to Tauri v2 — The Future of Decentralized P2P Communication DLMan :: the download manager I always wanted Orbis: Building a Plugin-Driven Desktop Platform with Rust and React "THIS Is Not My Child" - Integrating PIXI.js in Tauri Vite React Adding RISC-V Support to Armbian Imager: A Tale of QEMU, Tauri, and Deja Vu I Built a Desktop App to Supercharge My TMUX + Claude Code Workflow 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://talkpython.fm/episodes/show/534/diskcache-your-secret-python-perf-weapon | Episode #534 - diskcache: Your secret Python perf weapon | Talk Python To Me Podcast TalkPython [ ' Podcast ' ] Episodes Courses Live stream Guests Merch Blog Book New course: Agentic AI for Python Devs Black Friday deals: AI courses, full course library, and the book. --> diskcache: Your secret Python perf weapon Episode #534, published Mon, Jan 12, 2026, recorded Fri, Dec 19, 2025 Episode Deep Dive Links Transcript Download It's BLACK FRIDAY at Talk Python Get the Black Friday deals --> Guests and sponsors Vincent D. Warmerdam Talk Python Talk Python Your cloud SSD is sitting there, bored, and it would like a job. Today we’re putting it to work with DiskCache, a simple, practical cache built on SQLite that can speed things up without spinning up Redis or extra services. Once you start to see what it can do, a universe of possibilities opens up. We're joined by Vincent Warmerdam to dive into DiskCache. Play on YouTube Watch the live stream version Overcast Apple Castbox PocketCasts RSS RadioPublic Spotify Pro Edition --> YouTube Canary Every episode in your player of choice Episode Deep Dive Guest Introduction Vincent Warmerdam joins Michael Kennedy to dive deep into DiskCache. Vincent has an extensive background in data science and machine learning, which is what many in the Python community know him from. He currently works at Marimo ( marimo.io ), a company building modern Python notebooks that take lessons from Jupyter and apply a fresh, reactive approach. Vincent is also a prolific content creator, maintaining educational resources at Calmcode ( calmcode.io ) and contributing to open source projects like scikit-lego. His practical experience spans both data science workflows in notebooks and web development, giving him unique insight into how caching benefits different parts of the Python ecosystem. What to Know If You're New to Python If you are newer to Python and want to get the most out of this episode analysis, here are some foundational concepts that will help: Dictionaries in Python : DiskCache behaves like a Python dictionary with square bracket access ( cache["key"] = value ), so understanding how dictionaries work is essential. Decorators : The episode discusses using @cache.memoize decorators to automatically cache function results, similar to the built-in functools.lru_cache . Serialization with Pickle : Python's pickle module converts objects to bytes for storage; DiskCache uses this under the hood for complex objects. Multi-processing basics : Understanding that web apps often run multiple Python processes helps explain why cross-process caching matters. Key Points and Takeaways 1. DiskCache: A SQLite-Backed Dictionary That Persists to Disk DiskCache is a Python library that provides a dictionary-like interface backed by SQLite, allowing you to cache data that survives process restarts. Unlike functools.lru_cache which stores everything in memory and disappears when your Python process ends, DiskCache writes to a file on disk. This means your cached data persists across restarts, deployments, and even Docker container rebuilds. The library handles all the complexity of SQLite transactions, thread safety, and process safety behind a simple API where you just use square bracket notation like a regular dictionary. github.com/grantjenks/python-diskcache grantjenks.com/docs/diskcache 2. Thread Safety and Cross-Process Sharing One of DiskCache's standout features is that it is both thread-safe and process-safe out of the box. This is critical for web applications that typically run multiple worker processes (a "web garden") where each process needs access to the same cached data. Traditional in-memory caches like LRU cache are isolated to a single process, meaning each worker would have to build its own cache independently. With DiskCache, all processes can read from and write to the same SQLite file, and the library handles the locking and concurrency concerns automatically. Michael uses this on Talk Python's website where multiple Docker containers share a common cache volume. SQLite's built-in locking mechanisms Works across Docker containers with shared volumes 3. Massive Cost Savings: Disk is Cheap, Memory is Expensive The episode makes a compelling economic argument for disk-based caching. Modern NVMe SSDs are incredibly fast, often approaching memory speeds for read operations, but cost a fraction of what RAM costs on cloud providers. Michael mentioned paying around $5 for 400GB of disk space on his cloud VMs, while the equivalent RAM would cost orders of magnitude more. This flips the traditional "keep it in memory because it is faster" advice on its head, especially for caching scenarios where the alternative is recomputing expensive operations or making network calls to Redis. NVMe SSD performance approaches memory for many use cases Reduces cloud hosting costs significantly No need for separate Redis/Memcached servers 4. LLM and Machine Learning Use Cases Vincent highlighted DiskCache as essential for anyone working with LLMs or machine learning models. When running benchmarks or experiments, you often need to call expensive LLM APIs or run inference on local models repeatedly. If the same input produces a deterministic (or acceptable) output, caching prevents wasting compute, time, and money on redundant calls. This is especially valuable during development when you might restart notebooks or rerun experiments many times. The @cache.memoize decorator makes this trivially easy to implement on any function. Prevents redundant LLM API calls during benchmarks Saves money on cloud API costs Essential for iterative notebook workflows 5. Web Application Caching Patterns Michael shared several practical examples from the Talk Python website. He caches rendered Markdown-to-HTML conversions, parsed YouTube video IDs from show notes, and HTTP request results for cache-busting file hashes. Each of these represents a computation that does not need to happen on every request. He maintains separate cache instances for different purposes, making it easy to clear specific caches without affecting others. The pattern of using content hashes as part of cache keys ensures that cached data automatically invalidates when the source content changes. Markdown to HTML rendering YouTube ID extraction from show notes HTTP cache-busting hash computation Separate caches for different concerns 6. The Memoize Decorator for Automatic Function Caching DiskCache provides a @cache.memoize decorator that works similarly to functools.lru_cache but persists to disk. You decorate a function, and DiskCache automatically creates cache keys from the function name and its arguments. The decorator supports expiration times, so you can say "cache this for 5 minutes" for data that should refresh periodically, like a Reddit-style front page. Vincent discovered you can even exclude certain arguments from the cache key calculation, which solved his problem when a progress bar object was causing cache misses in notebook workflows. Expiration/TTL support for automatic cache invalidation Argument exclusion for objects that should not affect caching Works with any picklable Python objects 7. FanoutCache for High-Concurrency Scenarios For applications with many concurrent writers, DiskCache offers FanoutCache which automatically shards data across multiple SQLite files. Since SQLite allows concurrent readers but writers block other writers, sharding reduces contention by spreading writes across multiple database files. The default is 8 shards, but you can configure this based on your expected number of concurrent writers. This is particularly useful for high-traffic web applications or parallel data processing pipelines. Automatic sharding across multiple SQLite files Reduces write contention Django integration uses FanoutCache by default 8. Built-in Django Integration DiskCache ships with a Django-compatible cache backend that you can drop into your Django settings file. This replaces the need for Redis or Memcached as your Django cache backend while maintaining full compatibility with Django's caching APIs. You simply configure the backend as diskcache.DjangoCache and specify a location, and Django's existing caching decorators and low-level cache API work seamlessly. This is especially valuable for smaller deployments where running a separate cache server adds unnecessary operational complexity. Drop-in replacement for Redis/Memcached in Django Full Django cache API compatibility grantjenks.com/docs/diskcache/djangocache.html 9. Custom Serialization for Compression and Special Types While DiskCache uses Python's pickle by default, you can implement custom disk classes to control serialization. The documentation includes an example using JSON with zlib compression, which can achieve 80-90% size reduction for text-heavy data like LLM responses or API results. Vincent experimented with quantized NumPy array storage, trading minimal precision loss for 4x disk space savings. For JSON serialization, the hosts recommended orjson over the standard library for better performance and type support including dates and NumPy arrays. github.com/ijl/orjson - Fast JSON library with extended type support zlib compression for text-heavy caches Custom disk classes for specialized serialization needs 10. Eviction Policies and Cache Size Management DiskCache includes several eviction policies to manage cache size automatically. The default policy is "least recently stored" (LRS), but you can also use "least recently used" (LRU) or "least frequently used" (LFU). The default size limit is 1GB, which prevents unbounded cache growth but might catch developers off guard if they expect unlimited storage. You can also set expiration times on individual cache entries, which is useful for data that should automatically refresh after a certain period. Least Recently Stored (LRS) - default Least Recently Used (LRU) Least Frequently Used (LFU) Configurable size limits and TTL 11. Advanced Data Structures: Deque and Index Beyond simple key-value caching, DiskCache provides higher-level data structures. The Deque (pronounced "deck") class provides a persistent double-ended queue useful for cross-process communication or simple job queues, potentially replacing Celery for simpler use cases. The Index class provides an ordered dictionary with transactional support, allowing you to retrieve multiple values atomically. These structures enable patterns like work distribution across processes without requiring external message brokers. Deque for persistent queues and cross-process communication Index for ordered dictionaries with transactions Potential replacement for simple Celery use cases 12. Related Tools in the SQLite Ecosystem The conversation touched on several complementary tools in the SQLite ecosystem. Litestream provides continuous streaming backup of SQLite databases to S3-compatible storage, making SQLite viable for production deployments with proper backup strategies. Plash is a new Python-focused hosting platform from Answer AI (Jeremy Howard's company) that provides persistent SQLite as a first-class database option. These tools reflect a broader trend of reconsidering SQLite for production use cases that previously required PostgreSQL or MySQL. litestream.io - Streaming SQLite backup to S3 plash.io - Python hosting with persistent SQLite github.com/benbjohnson/litestream 13. Vincent's Code Archaeology Project Vincent built a visualization project called "Code Archaeology" that demonstrates DiskCache in a real-world data science context. The project analyzes Git repositories by running git blame across 100 time samples to show how code evolves over time, with sedimentary-style charts showing which lines of code survive versus get replaced. Processing large repositories like Django (550,000 lines) took over two hours, making caching essential for iterative development. The project is open source and welcomes contributions of additional repository analyses. koaning.github.io/codearch - Live visualization Threading combined with DiskCache for parallel processing Real-world example of caching expensive git operations 14. Project Maintenance Status and Longevity The hosts acknowledged that DiskCache has not had a release since 2023, with the maintainer (Grant Jenks) possibly busy with work at OpenAI. However, both Vincent and Michael emphasized this should not discourage adoption. The library is mature, stable, and built on SQLite which is actively maintained. Vincent stated he would need to see the library "break vividly in front of my face" before considering alternatives. The codebase is open source and could be forked if necessary, but the underlying SQLite dependency makes breaking changes extremely unlikely. Last PyPI release: 2023 Built on actively-maintained SQLite Considered stable/"done" rather than abandoned Interesting Quotes and Stories "It really behaves like a dictionary, except you persist to disk and under the hood is using SQLite. I think that does not cover everything, but you get quite close if that is the way you think about it." -- Vincent Warmerdam "Your cloud SSD is sitting there, bored, and it would like a job." -- Michael Kennedy (from episode summary) "I pay something like $5 for 400 gigs of disk. Do you know how much 400 gigs of RAM will cost on the cloud? There goes the college tuition." -- Michael Kennedy "I vividly remember when I started college, people were always saying, keep it in memory because it is way faster than disk. But I think we have got to let a lot of that stuff just go." -- Vincent Warmerdam "This cache needs to break vividly in front of my face for me to consider not using it. Because it does feel like it is done, and in a really good way." -- Vincent Warmerdam "There are only two hard things in computer science: naming things, cache invalidation, and off by one errors." -- Referenced during discussion "One thing I learned is that caching is actually hard to get right. It is on par with naming things." -- Vincent Warmerdam "How do you fix that with a whole bunch of infrastructure? No, with a decorator." -- Vincent Warmerdam on the simplicity of DiskCache Story: The Progress Bar Bug Vincent shared a debugging story from building his code archaeology project. He was using the memoize decorator but noticed his cache was never being hit. After investigation, he discovered the problem: one of his function arguments was a Marimo progress bar object. Every time he reran the notebook, a new progress bar instance was created with a different object ID, causing every cache lookup to miss. The solution was DiskCache's ability to exclude specific arguments from the cache key calculation - a feature he was relieved to find already existed in the library. Key Definitions and Terms LRU Cache : Least Recently Used cache, a caching strategy that evicts the least recently accessed items first. Python's functools.lru_cache implements this in memory. Memoization : An optimization technique that stores the results of expensive function calls and returns the cached result when the same inputs occur again. Serialization/Pickle : The process of converting Python objects into a byte stream for storage or transmission. Pickle is Python's built-in serialization format. Sharding : Distributing data across multiple storage locations (in this case, multiple SQLite files) to reduce contention and improve performance. TTL (Time To Live) : An expiration time set on cached data after which it is automatically considered stale and removed. ACID Compliance : A set of database properties (Atomicity, Consistency, Isolation, Durability) that guarantee reliable transaction processing. SQLite is ACID-compliant. Web Garden : A deployment pattern where multiple worker processes handle web requests, typically managed by a WSGI server like Gunicorn or uWSGI. NVMe SSD : Non-Volatile Memory Express Solid State Drive, a modern storage interface that provides significantly faster read/write speeds than traditional SATA SSDs. Learning Resources Here are resources to learn more and go deeper on topics covered in this episode: LLM Building Blocks for Python : Vincent's course that originally sparked this episode, covering practical LLM techniques including caching strategies for API calls and benchmarks. Agentic AI Programming for Python : Collaborate with AI like a skilled junior developer. Build production features in hours with Cursor and Claude. Get real results. Python for Absolute Beginners : If you are new to Python and want to understand dictionaries, decorators, and other fundamentals referenced in this episode. HTMX + Flask: Modern Python Web Apps : Covers web development patterns where DiskCache caching techniques would be immediately applicable. Overall Takeaway DiskCache represents a powerful example of choosing the right tool for the job rather than reaching for the most complex solution. In an era where developers often default to running Redis or Memcached servers for caching, DiskCache offers a compelling alternative that requires no additional infrastructure, leverages the rock-solid reliability of SQLite, and takes advantage of modern fast SSDs that have closed much of the performance gap with RAM. Whether you are building web applications, running LLM experiments, or processing data in notebooks, the pattern is the same: expensive computations should not be repeated unnecessarily. The library embodies the Unix philosophy of doing one thing well. Its dictionary-like API means there is virtually no learning curve for Python developers, while advanced features like sharding, transactions, and custom serialization are available when needed. Vincent's observation that this is in his "top five favorite Python libraries" and Michael's extensive production use on Talk Python speak to its real-world reliability. Perhaps most importantly, this episode challenges conventional wisdom about caching architecture. You do not always need a separate cache server. You do not always need to keep everything in memory. Sometimes the simplest solution - a well-designed SQLite file on a fast SSD - is exactly right. As Vincent put it: "Give this cache thing a try. It is just good software." Links from the show diskcache docs : grantjenks.com LLM Building Blocks for Python course : training.talkpython.fm JSONDisk : grantjenks.com Git Code Archaeology Charts : koaning.github.io Talk Python Cache Admin UI : blobs.talkpython.fm Litestream SQLite streaming : litestream.io Plash hosting : pla.sh Watch this episode on YouTube : youtube.com Episode #534 deep-dive : talkpython.fm/534 Episode transcripts : talkpython.fm Theme Song: Developer Rap 🥁 Served in a Flask 🎸 : talkpython.fm/flasksong ---== Don't be a stranger ==--- YouTube : youtube.com/@talkpython Bluesky : @talkpython.fm Mastodon : @talkpython@fosstodon.org X.com : @talkpython Michael on Bluesky : @mkennedy.codes Michael on Mastodon : @mkennedy@fosstodon.org Michael on X.com : @mkennedy Episode Transcript Collapse transcript WebVTT format On GitHub 00:00 Your cloud SSD is sitting there, bored, and it would like a job. 00:03 Today, we're putting into work with DiscCache, a simple, practical cache built on SQLite 00:08 that can speed things up without spinning up Redis or other extra servers. 00:13 Once you start to see what it can do, a universe of possibilities opens up. 00:17 We're joined by Vincent Warmerdom to dive into DiscCache. 00:21 This is Talk Python To Me, episode 534, recorded December 19th, 2025. 00:27 Talk Python To Me, yeah, we ready to roll. 00:29 Upgrading the code, no fear of getting old Async in the air, new frameworks in sight 00:35 Geeky rap on deck, Quart crew It's time to unite We started in Pyramid, cruising old school lanes 00:41 Had that stable base, yeah sir Welcome to Talk Python To Me, the number one Python podcast for developers and data scientists. 00:48 This is your host, Michael Kennedy. 00:49 I'm a PSF fellow who's been coding for over 25 years. 00:54 Let's connect on social media. 00:55 You'll find me and Talk Python on Mastodon, Bluesky, and X. 00:58 The social links are all in your show notes. 01:01 You can find over 10 years of past episodes at talkpython.fm. 01:05 And if you want to be part of the show, you can join our recording live streams. 01:08 That's right. 01:09 We live stream the raw uncut version of each episode on YouTube. 01:13 Just visit talkpython.fm/youtube to see the schedule of upcoming events. 01:17 Be sure to subscribe there and press the bell so you'll get notified anytime we're recording. 01:22 Vincent, hello. 01:23 Michael, Michael, we're back. 01:25 Awesome. 01:26 Awesome to be back with you. 01:27 Yeah, this is almost the sequel to the last time you were on the show. 01:32 So it's going to be fun. 01:34 Yeah, so sequel in this case, not the query language, 01:36 like an actual sequel of events. 01:38 Yes. 01:39 Yeah, you can correct me if I'm wrong, but I think what happened is you had me on a podcast a while ago 01:45 to talk about a course that I made, and a big chunk of the course that we were very enthusiastic about 01:49 was about this tool called DiscCache. 01:51 And then we kind of came to the conclusion, well, we had to cap it off. 01:54 Maybe it's fun to do an episode on just DiscCache. 01:57 since we're both pretty huge fans of it. 01:59 I think that's how we got here. 02:00 I think that is how we got here as well. 02:02 And we're going to dive into this. 02:05 Honestly, it's a pretty simple library called Disc Cache, 02:09 but what it unlocks is really, really sweet. 02:11 And I'm going to talk about a lot of different angles. 02:14 And now, even though it's just been not that long since you were on the show, 02:18 maybe just give us a quick intro of who you are. 02:20 Hi, my name is Vincent. 02:21 I've done a bunch of data machine learning stuff, mainly in the past. 02:25 That's sort of what a lot of people know me from. 02:27 These days, though, I work for a company called Marimo. 02:29 You might have heard from us. 02:30 We make very modern Python notebooks. 02:32 We took some lessons from Jupyter, and we take a new spin of it. 02:35 So that's my day to day. 02:37 But I still like to write notebooks and do kind of fun little benchmarks and also stuff 02:42 with LLMs. 02:42 And I've just noticed that for a lot of that work, boy, 02:45 disk cache is amazing. 02:47 And I also use it for web stuff. 02:48 And I think that's also what your use case is a little bit more of. 02:51 But yeah, in notebook land, you also like to have a very good caching mechanism 02:56 And on the Mremo side of things, we are also working on different caching mechanisms, which I might talk about in a bit. 03:01 But just for me, the bread and butter, the thing I've used for years at this point is disk cache whenever it comes to that territory. 03:06 Yeah, it's funny. 03:07 This was recommended to me for Python Bytes as a news item over there quite a while ago, like years ago. 03:13 And I'm like, oh, that's pretty interesting. 03:15 And then I saw you using it in the LLM Building Blocks course, and it just unlocked for me. 03:20 Like, oh, my. 03:22 Oh, this is something else. 03:24 And so since then, I've been doing a bunch with it, and I'm a big fan. 03:27 I've been on this, like trying to avoid complexity, but still getting really cool responses, performance, et cetera, out of your apps. 03:35 And I think this is a really nice way to add multi-process, super fast caching to your app without involving more servers and more stuff that's got to get connected and keep running and so on. 03:47 But before we get into the details of that, maybe let's just talk about caching in general. 03:53 Like what types of caching is there? 03:55 You know, I sort of give a little precursor there. 03:57 But yeah, dive into it. 03:58 So like in the course, the main example I remember talking about was the one-- 04:03 you've got this LLM, and you want to do some benchmarks. 04:05 And it might be the case that, I don't know, using an LLM for, let's say, classification, 04:09 like some text goes in, we got to know whether or not 04:12 it's about a certain topic, yes, no, or something like that. 04:14 Then it would be really great if, suppose, the same text came 04:17 by for whatever reason, that we don't run the query on the LLM 04:21 Again, it's like wasted compute, wasted money. 04:23 So it'd be kind of nice if the same text goes in that we then say, 04:27 oh, we know what the answer to that thing is already. 04:29 We cached it, so here you can go back. 04:31 And that's the case when you're dealing with heavy compute ML systems. 04:35 But there's a similar situation that you might have, I guess, 04:37 with expensive SQL queries, or you want to reduce the load on a database somewhere. 04:41 Then having some sort of a caching layer that's able to say, 04:43 oh, you're querying for something, but I already know what it is. 04:47 Boom, we can send it back. 04:49 I think the classical thing you would do in Python is you have this decorator in functools, I think, right? 04:53 The LRU_cache. 04:57 Yeah, exactly. 04:58 Yeah. 04:58 That's a hell of a world to that. 04:59 But the downside of that thing is that it's all in memory. 05:02 So if you were to reboot your Python process, you lose all that caching. 05:05 So that's why people historically, I think, resorted to-- 05:08 I think Redis, I think, is the most well-known caching tool. 05:12 It's the one I've always used. 05:13 There's Memcache, I think. 05:14 There's other tools. 05:15 You could use Postgres for some of this stuff as well. 05:18 But recently, especially because disks are just getting quicker 05:21 and quicker, people have been looking at SQLite for this sort of a thing as well. 05:25 So that's, I think, the quickest summary and also sort of the entryway to how I got started with disk cache. 05:31 Yeah, and so for this example that you highlight in the LLM 05:34 Building Blocks course, it's not a conversation. 05:38 It's like a one-shot situation, right? 05:41 You come up-- you say, I have some code or some documents, 05:43 and I have almost like an API. 05:45 I'm going to send that off to the LLM and ask it, tell me X, Y, and Z about it. 05:51 And sure, it's got some kind of temperature and it won't always give an exactly the same answer, 05:56 but you're willing to, you know, you're willing to accept an answer. 06:00 And at that point, like why ask it again and again and again, which it might take seconds, 06:05 it might cost money. 06:06 Whereas if you just remember through caching somehow, you remember it, it's like, boom, instant. 06:13 Yeah, and it tends to come up a lot in when you're doing benchmarks, for example. 06:16 So you have this for loop, you want to go over your entire data set, try all these different approaches. 06:21 And if you've got a new approach, then you want that to run, of course. 06:23 But if you accidentally trigger an old approach, then you don't want to incur the cost of like going through all those different LLMs. 06:29 I should say, like, even if you just forget about LLMs, let's just say machine learning in general. 06:33 Let's say there's some sort of image classification thing you're using in the cloud. 06:36 There also, you would say, like, file name goes in. 06:39 that's an image and if the same file name goes in we don't want the expensive compute cost to happen 06:43 either so it's definitely more general than llms but llms do feel like it's the zeitgeisty thing to 06:48 worry about yeah i think for two reasons one because they're just the topic du jour and two 06:54 because they're they're i think a part of computing that most people experience that is way slower than 06:59 they're used to yeah well and especially if you're you know if i suppose that you you have a an 07:05 an attic somewhere and you're a dad and you want to do home lab stuff and you're playing with all 07:09 these open source LLM models, then you also learn that, yeah, they're fun to play with, but they also 07:14 take a lot of time to compute things. So then immediately you get the motivation to do it the 07:18 right way. Yeah, I built a couple of little utilities that talk to a local LLM. I think it's 07:25 the OpenAI OpenWeights one, that 20 billion parameter one I have running on my Mac Mini, 07:31 and it's pretty good, a little bit slow, but, you know, it's fine for what it's being used for. And 07:35 put-- use your disk cache technique on it. 07:39 And if I ask it the same question again, it's like, boom. 07:41 You don't need to wait 10 seconds. 07:43 Here's the answer. 07:43 Yeah. 07:44 So that-- and I guess like-- but I guess from your perspective, 07:46 I think your main entry point to this domain was a little bit more from the web dev perspective, right? 07:51 Like that's-- and I suppose you're using it a lot for preventing expensive queries to go to Postgres, 07:57 or I don't exactly know your backend. 07:59 You know how-- you won't believe how optimized my website is. 08:02 There's not a single query that goes to Postgres, because they go to MongoDB. 08:06 I'm just kidding. 08:06 There you go. 08:07 No, but your point is totally valid. 08:10 Go into the database, right? 08:11 Now, I don't actually cache that many requests. 08:15 I don't avoid that many requests going to the database. 08:17 They're really quite quick, and so I'm OK with that. 08:19 But when you think about a feature-rich database, feature-rich web app, there's just tons of these little edge 08:26 cases you're like, oh, got to do that thing. 08:28 And it's not a big deal, but we've got to do it 500 times in a request. 08:31 Then it is kind of a thing. 08:34 So let me give you an example. 08:35 I'll give you some examples. 08:36 So for example, the good portions of the show notes on talkpython.fm are in Markdown. 08:43 I don't want to show people Markdown. 08:44 I want to show them HTML, right? 08:47 So when a request comes in, it'll say any fragment of HTML that needs 08:53 to be turned into Markdown instead of just going, oh, 08:56 let me process that. 08:57 It just goes, all right, what is the hash of this or some other indicator of the content? 09:03 And then I've already computed that and stored it in disk cache. 09:06 So here's the HTML result. 09:08 Another example is there's a little YouTube icon on each page. 09:13 And that's actually in the show notes, but then the website parses the YouTube ID out 09:17 and then embeds it with an, like, there's a bunch of stuff going on there to keep YouTube 09:22 out of spying on my visitors. 09:25 But stuff happens, YouTube ID is used. 09:27 That could be parsed every time. 09:29 Or I can just say this episode has this YouTube ID. 09:33 That information goes into a cache, right? 09:35 And because it's a disk cache sort of scenario, like a file-based one, not an LRU cache. 09:42 It doesn't change the memory footprint and it's shared across processes. 09:46 So in like the web world, it's really common to have a web garden 09:48 where you've got like two or four processes all being like round robin to 09:53 from some web server manager thing, right? 09:56 If you don't somehow out of process that, either Redis or SQLite or database or something, 10:03 then all of those things are recreating that, right? 10:05 They can't reuse that, right? 10:07 So there's a lot of interesting components there. 10:09 And I suppose your web deployment, you have like a big VM, I suppose, 10:11 and then there's like multiple Docker containers running, 10:14 but they do all have access to the same volume, and that's how you access SQLite. 10:18 Bingo, yeah, exactly, exactly. 10:21 And how am I doing? 10:22 Yeah, so what I have done is in the Docker Compose file, 10:26 I have an external, This is also important for Docker. 10:29 So I have an external folder on a big hard drive in the big VM that says, here's where 10:34 all the caches go. 10:36 And then depending on which app, it'll pick like a sub directory it can go look at or 10:40 whatever that it's using. 10:41 And so that way, even if I do a complete rebuild of the Docker image, it still retains 10:48 its cache from version to version and all that kind of business. 10:51 You could do that with a persistent VM as well, volume as well. 10:55 But I've just decided-- 10:57 you can go and inspect it a little easier and see how big the cache is and stuff like that. 11:00 OK, so we're going to get into the weeds of how disk cache works exactly. 11:04 But I'm triggered here because it sounds like you've done 11:06 something clever there. 11:07 Because what you can do in disk cache is you can say, look, here's a file that's SQLite. 11:11 And then it behaves like a dictionary, but it's persisted on disk. 11:14 But what I just heard you say is that you've got multiple caches. 11:16 So am I right to hear that, oh, for some things that 11:19 need to be cached, let's say the YouTube things, that's a separate file. 11:22 And then all the markdown stuff, that's also a separate file, and therefore if connections need to be made to either, 11:27 it's also kind of nicely split. 11:29 Is that also the design there? 11:30 Yeah, that is. 11:30 And actually, before, like, we're going to dive into all the details of how it works, 11:33 but I'll just go, I'm just to give people a little glimpse. 11:36 I'll go ahead and show, I've got this whole admin back in here. 11:39 And I've got different caches for different purposes. 11:42 Because they're just SQLite files, you can either say, give me the same one, 11:45 or you can say, this one is named something else, and it has a different file name or different folder or whatever. 11:50 Right, so I've got one that stores things like that YouTube ID I talked about 11:53 any markdown, any fragment of markdown anywhere in the web app that it needs to say that needs 11:58 to go to HTML, like just. 12:00 Yeah, and it's like 8,000 items in that thing. 12:03 Yeah. 12:04 In this one, there's 8,970 items, which is nine megs, right? 12:08 I mean, it's not huge, but it's not too bad. 12:10 And you can actually even see where it thinks it lives, but that's not really where it lives 12:14 because there's, you know, the volume redirects and stuff. 12:17 But I've also got stuff for directly about the episodes that it needs to pull back. 12:22 And then I do a lot of HTTP caching. 12:25 And one of the things that I think is really wrong with web development is people say, 12:30 well, that's like a stale image or that's a stale CSS file or JavaScript, you know, 12:33 all that kind of stuff. 12:34 So if you just do like super minor tricks and just put some kind of hash ID on the end 12:41 of your content, it will, and you teach your CDN or whatever, that that's a different file 12:47 if it varies by query string, then you never, ever have to worry about stale content ever. 12:52 right but computing that can be expensive especially for remote stuff like if it's it's on a different 12:57 it's like a s3 thing but you still want to have it do that so i have a special cache for that and 13:01 that takes that's like pretty complicated to build up because it's got to do like almost 700 web 13:06 requests to figure out what those are but once they're done it's blazing fast you don't have to 13:10 do it again right unless it changes then it doesn't change much and so on so there's that's the way 13:14 that i'm sort of using and appreciating disk cache yeah it works well in your setup because you've 13:19 gone for the VM route. I mean, if you go for something like Fly.io or maybe even 13:24 DigitalOcean has like a really, I think it's a nice like app service, but that 13:27 all revolves around Docker containers that like spin up horizontally. And I 13:31 don't think those containers can be configured in such a way they share the volume. 13:36 So in that sense, you could still use disk cache, but then 13:40 each individual instance of the Docker container would have its own cache, which still could 13:43 work out. 13:45 Not going to be as well well functional. It's going to be better with your setup, though. 13:50 Yeah, absolutely. I agree, though. You could still do it. Or you could go, I'll take the 13:55 zen of what Vincent and Michael are saying today, and I'll apply that to Postgres, or 13:59 I'll apply that to whatever data. You could pull this off in a database. 14:03 You would just have to do more work. Yeah. I mean, I've had a couple of, I think 14:07 it was like a Django conference talk I saw a while ago. They were also raving about 14:11 disk cache. But the merits of disk cache do depend a little bit on your 14:15 deployment, though. 14:15 That is, I think, one observation. 14:17 Like in your setup, I can definitely imagine it. 14:18 Interesting. 14:19 Yeah. 14:19 Yeah. 14:20 Well, I don't even think we properly introduced this thing 14:22 yet, so. 14:23 But let's maybe go there. 14:24 Yeah. 14:24 Let's start there. 14:25 Let's start there. 14:26 It's time. 14:26 OK. 14:27 It's time. 14:27 Yeah. 14:29 I guess the simplest way I usually describe it, it really behaves like a dictionary, 14:33 except you persist a disk and under the hood is using SQLite. 14:36 I think that's the-- it doesn't cover everything, but you get quite close, if that's the way it is. 14:40 I think there might be-- 14:42 you know, I keep harping on this on the show, but there are so many people that are new to Python 14:45 and programming these days. 14:47 Many, many of them, almost half of them. 14:49 I think it's worth pointing out, just like, what is SQLite? 14:51 Like, why is it different than any other database? 14:54 Like, why have I been using the word database or SQLite 14:56 when SQLite is a database, right? 14:57 That's weird. 14:58 - So, I never really took a good database, of course. 15:01 I might be ruining the formalism of it. 15:04 But the main, like, for me at least, the way I like to think about it is Postgres, 15:08 that's a thing I can run on a VM, and then other Docker containers can connect to it 15:13 because it's running out of process. 15:14 There's some other process that has the database somewhere, 15:17 and I can connect to it. 15:18 And I think the main thing that makes SQLite different 15:20 is that, no, you got to run it on the same machine, 15:23 on the same process where your program is running. 15:25 And that's, I think, the main-- 15:26 and there's all sorts of little details, like how the data structures are used internally, 15:30 and SQLite doesn't have a lot of types. 15:32 There's lots of other differences. 15:33 I think that's the main one. 15:35 Unless, Michael, I forgot something. 15:36 MICHAEL LUTH: Yeah, no, I think it's-- 15:38 and it's-- 15:40 operationally, it's a separate thing run. It has to have both, it has to be secure because if your data gets exposed, like- 15:49 For Postgres, is it not for SQL? Yes, it's running somewhere. People can SSH in if you're 15:54 not careful. You've got to be mindful of passwords and all that stuff. That's totally true. 15:58 Right. And it can go down. Like it could just become unavailable because you've screwed up 16:02 something or whatever, right? It's a thing you have to manage in the complexity of running your app 16:07 when it's like, well, it used to just be one thing I could run in a Docker container. Well, 16:10 now I got different servers, they got to coordinate and there's firewalls and there's like, it's just, 16:14 it just takes it so much higher in terms of complexity that like SQLite is a file. 16:19 Yes. 16:20 I mean, I do want to maybe defend Postgres a little bit there. 16:22 Cause one thing that's like really nice and convenient in terms of like CICD and deployments 16:26 and all that, oh, suppose you want to scale horizontally and there's like Docker containers 16:31 running on the left and there's this one Postgres thing running on the right. 16:34 I mean, you can just turn on and off all those Docker containers as you see fit. 16:38 they're just going to connect to the Postgres instance. 16:40 And I've done this trick for Calm Code a bunch of times 16:43 where I just switch cloud providers, because Postgres is running there, 16:46 and I can just move the Docker containers to another cloud provider, and it all works fine. 16:50 No migration necessary. 16:52 With SQLite, that aspect is a little bit more tricky. 16:54 You have to be a bit more mindful. 16:56 Although, I should mention, might be worth a Google. 16:59 There's actually this one new cloud provider that's very much Python-focused. 17:02 It's called Plash, P-L-A dot S-H, I think. 17:06 Oh, this is new to me. 17:07 Yeah, so I think-- 17:08 Wow, OK. 17:09 Look at this. 17:09 From.py to.com in seconds. 17:12 Yeah, it's the Answer AI, Jeremy Howard and friends. 17:15 I don't know to what extent this is super production ready. 17:18 And SQLite, you've got to be mindful of the production aspect 17:22 for some reasons as well. 17:23 But one thing that is kind of cool about them is they give you a persistent SQLite as a database 17:29 and a pipeline process that can just kind of attach to it. 17:32 And they just-- in their mind, that's the simplest way that a cloud provider should be. 17:36 take a very opinionated approach. 17:38 So yeah, if you're interested in maybe running this 17:40 as a web service, migrations are a little bit tricky 17:43 in that realm, because you do have to download the entire data set due to migration 17:47 and upload it again, I think, if I recall correctly. 17:50 And for some apps, that's no big deal. 17:52 Others, that's a mega deal. 17:53 Depends how big that data is. 17:55 So I'm not suggesting this is going to be for everything and everyone, 17:58 but I do think it's cool, which is why I figured I'd mention it. 18:00 Oh, it's new to me. 18:03 I'm going to follow up with a lightstream.io. 18:06 Have you seen this? 18:07 Yeah, that is also really neat. 18:11 So basically, what if you want to back up your SQLite? 18:13 Like, how could you do that? 18:15 Oh, it might be nice to do that with S3. 18:17 And I think it's like the guy who made the thing works at Fly.io. 18:21 He's doing a bunch of low-level stuff. 18:23 One thing about that open source package is also really interesting, by the way, 18:26 is I think he refuses PRs from the outside. 18:30 He just wants to have no distractions whatsoever. 18:33 He has a very interesting way of developing software. 18:35 You can submit issues, of course. 18:38 I think if you scroll down, there used to be a notice that 18:40 basically said, hey, this is a-- 18:42 I'm not running this-- 18:43 Yeah. 18:44 There you go. 18:45 We welcome-- yeah, contribution guide. 18:48 We welcome bug reports. 18:51 Yeah, this is a way where you can basically stream updates to S3. 18:54 And the main observation there is S3 is actually really cheap 18:58 if all you do is push stuff into it. 18:59 If you never pull it out, usually getting it out is the expensive bit of S3. 19:03 So this is like pennies on the dollar for really decent backup. 19:08 And you can also send it to multiple-- 19:09 you can send it to Amazon and also to DigitalOcean, 19:11 if you like. 19:12 Yeah. 19:13 Yeah, because these days, S3 is really a synonym for blob storage on almost any hosting platform. 19:20 Like, it used to be S3 might go to literally S3 at AWS. 19:23 But now it's like, or DigitalOcean object spaces, or to you name it. 19:29 They've all adopted the API, kind of like OpenAI's API. 19:32 Yeah, I will say it's a little bit awkward that you have to-- 19:35 like, sometimes you go to a cloud provider, and they say, you have to download a SDK 19:40 from a competing cloud provider, and then you can connect to our cloud bucket. 19:44 I know. 19:44 And it's usually Bodo 3. 19:46 And Bodo 3 is-- 19:48 if you want to cry because you're using a library, like, Bodo 3 has a good chance of being the first one 19:53 to make you do it. 19:53 It is so bad for me. 19:55 It's so not custom-- 19:57 It's not built with craft and love. 19:59 It's like auto-generated where you pass these-- 20:02 like, you pass this kind of dictionary, and then the other argument takes a separate dictionary 20:05 that relates back-- it's just like, could you give me a real API here? 20:09 IAN MCKAYAN: I mean, the one thing I can appreciate about Bodo that I do think is honest to mention 20:12 is they do try to just maintain it. 20:15 The backward compatibility of that thing also means it can't move in any direction as well. 20:19 And I can't-- there is this meme where Google kills all 20:22 of its products way too early, and Amazon's meme that they kill them way too late, sometimes never. 20:27 Right? 20:28 So in that sense, I can appreciate that they just try to keep Bodo just not necessarily as user friendly, 20:33 but they do keep it super stable. 20:34 Like, I get there's a balance there. 20:36 Yeah. 20:37 I feel like we still haven't really introduced this cache. 20:39 We've kind of set the stage. 20:41 Anyway, but yeah, SQLite, super cool. 20:44 How does it work under the hood? 20:45 Well, it's really just like a Python dictionary. 20:47 So you can say something like, hey, make a new cache. 20:49 And then you can do things like cache, square brackets, 20:52 string name, equals, and then whatever Python object you like can go in. And Python has this serialization method called a pickle. 21:00 Serialization just means, well, you can persist it to disk in some way, and then you can sort of 21:05 get it back into memory again. And that's what disk cache just uses under the hood. So in theory, 21:10 any Python object that you can think of can go into disk cache. The only sort of thing to be 21:16 mindful of is if you have like Python version, if NumPy version 1 in Python 3.6, and you're going 21:21 to inject a whole lot of that into this cache. 21:24 Don't expect those objects to serialize nicely back 21:26 if you're using Python 3.12 and NumPy version 2 or something. 21:29 Right, because pickle is almost an in-memory representation 21:33 of the thing. 21:34 And that may have evolved over time. 21:36 That's also a true statement about your own classes, potentially. 21:39 Yeah, so if you're dealing with multiple Python versions 21:41 and multiple versions of different packages, there's a little bit of a danger zone to be aware of there. 21:47 That said, for most of the stuff that I do, that's basically a non-issue. 21:50 But I do get this nice little object that can just store stuff into SQLite and can get it out. 21:56 And it's very general. 21:58 It's going to try to be clever about it. 21:59 Like if you give it an int, it's going to actually store it as an int and not use the pickle format. 22:03 So there's a couple of clever things that it can do. 22:06 And it's also really like a Python dictionary. 22:07 So you can do the square bracket thing. 22:09 You can also do the delete and then cache square bracket thing to delete a key from the cache. 22:15 Just like a Python dictionary, you have the get method. 22:17 So you can say dot get key. 22:19 And if it's missing, you can pass a default value. 22:22 So it's very much like a dictionary. 22:25 I think Bob's your uncle on that one. 22:27 Unless, Michael, I've forgotten something. 22:29 But I think that's the simplest way to do it. 22:30 Yeah, pretty much. 22:31 Yeah, I think so. 22:32 The difference being it's not in memory. 22:34 It's stored to a file. 22:36 It happens-- it's not always a SQLite file. 22:39 But often, it is a SQLite file as its core foundation 22:43 that it's stored to. 22:43 So it gives you process restart ability, where it still remembers the stuff you cached. 22:49 It's not like LRU cache. 22:50 We got to redo it every single time. 22:52 And I think, I don't know where it is in the docs here, 22:56 but the thread safety bit of it and the cross-process safety 23:00 is really nice about, is it persistent? 23:03 You've got this whole table here, things like, is it persistent? 23:06 Yes. 23:06 Is it thread safe? 23:07 Yes. 23:07 Is it process safe? 23:08 Yes. 23:10 Compared against other things people might choose. 23:13 And that, honestly, I think that is the other half of the magic. 23:17 Yeah, so especially for your web stuff, I would say that that's the thing you really want. 23:21 And some of that, of course, is just SQLite itself. 23:25 Historically, one reason why people always used to say, like, use Postgres, not SQLite, 23:28 has to do with precisely this concurrency stuff. 23:32 My impression is that SQLite is really good at reading, but writing can be slow if multiple processes do it. 23:37 Some of that, I think, is related to the disk as well. 23:39 I don't know to what extent that has changed. 23:41 But historically, at least, whenever I was doing Django, hanging out at Django events, 23:45 People are always saying, like, just use Postgres because it's better for the web thing. 23:48 But it is safe, the SQLite. 23:51 It might become slower, but it is thread safe if it's-- 23:53 MARK MANDEL: Right. 23:54 There's actually-- they've thought a lot about in this thing 23:58 about transactions, concurrency, and basically dealing with that. 24:02 But it is ultimately, for the most part, still SQLite underneath. 24:07 But the thing with a cache is if you're writing it more 24:10 than you're reading it, you probably shouldn't have a cache. 24:13 Yeah. 24:13 I mean, like... 24:15 That beats the purpose. 24:18 Exactly. 24:18 Like, you get no value if you're recreating it. 24:21 You're only probably just doing overhead and wasting memory or disk space. 24:24 So it's inherently a situation where it's | 2026-01-13T08:49:33 |
https://dev.to/voxel51/eccv-2024-open-vocabulary-3d-semantic-segmentation-with-text-to-image-diffusion-models-35pm | ECCV 2024 - Open-Vocabulary 3D Semantic Segmentation with Text-to-Image Diffusion Models - 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 Jimmy Guerrero for Voxel51 Posted on Nov 22, 2024 ECCV 2024 - Open-Vocabulary 3D Semantic Segmentation with Text-to-Image Diffusion Models # computervision # datascience # ai # machinelearning In this talk, I will introduce our recent work on open-vocabulary 3D semantic understanding. We propose a novel method, namely Diff2Scene, which leverages frozen representations from text-image generative models, for open-vocabulary 3D semantic segmentation and visual grounding tasks. Diff2Scene gets rid of any labeled 3D data and effectively identifies objects, appearances, locations and their compositions in 3D scenes. ECCV 2024 Paper: Open-Vocabulary 3D Semantic Segmentation with Text-to-Image Diffusion Models About the Speaker Xiaoyu Zhu is a Ph.D. student at Language Technologies Institute, School of Computer Science, Carnegie Mellon University. Her research interest is computer vision, multimodal learning, and generative models. Top comments (0) 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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/bshadmehr/python-interview-questions-what-is-closure-208d | Python Interview Questions: What is closure? - 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 Bahman Shadmehr Posted on Aug 29, 2023 Python Interview Questions: What is closure? # python # interview # softwaredevelopment In this bite-sized video, join me as we unravel the magic of closures in Python! 🚀 Discover how closures bundle code with their environment, creating mini-program gems that transcend the norm. We'll explore real-world applications, from safeguarding data with private variables to crafting function factories that empower you to create custom functions on demand. And don't miss the icing on the Python cake – decorators powered by closures! If you're ready to level up your Python game, hit that play button now. Like, share, and leave your comments for more Python insights. 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 Bahman Shadmehr Follow Software Engineer Work Software Developer Joined Jun 27, 2023 More from Bahman Shadmehr Navigating Financial Insights: Analyzing Stock Data with Python and Visualization # python # programming # datascience Unveiling Joint Variability: Exploring Covariance # python # datascience # programming Navigating Financial Relationships: Understanding Correlation in Finance # python # datascience # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:33 |
https://dev.to/mayank_laddha_ml/semantic-search-on-top-of-object-detection-1pf5 | Semantic search on top of object detection - 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 Mayank Laddha Posted on Feb 11, 2025 Semantic search on top of object detection # ai # computervision # llm # python Semantic search on top of object detection: Imagine this across multiple cameras with tracking,VQA and more.. A few years ago, when I worked on computer vision projects, it was hard to imagine how quickly things would evolve. This project combines YOLO for real-time object detection, semantic search using text-based queries, and live camera feeds to detect and search for objects. But, it also raises important privacy concerns. I think surveillance systems need to be used responsibly and ethically. If you have an interesting project, let's connect! https://www.linkedin.com/in/mayankladdha31/ Top comments (0) 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 Mayank Laddha Follow 5y+ in AI / ML | trying to fix GEN AI and RAG related problems | not perfect but versatile Location India Joined Nov 14, 2024 More from Mayank Laddha GRPO to get structured data # ai # llm # python My take on the Agentic Object Detection # ai # computervision # llm # python Food Recognition and Nutrition Estimation using OpenAI # ai # python # beginners 💎 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 | 2026-01-13T08:49:33 |
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https://popcorn.forem.com/t/animation#main-content | Animation - Popcorn Movies and TV 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 Popcorn Movies and TV Close # animation Follow Hide Animated feature films Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime wajihaseo wajihaseo wajihaseo Follow Dec 28 '25 Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime # genrestudies # filmhistory # animation # analysis Comments Add Comment 4 min read IGN: The Pout-Pout Fish - Official Trailer (2026) Nick Offerman, Jordin Sparks, Amy Sedaris Gaming News Gaming News Gaming News Follow Oct 16 '25 IGN: The Pout-Pout Fish - Official Trailer (2026) Nick Offerman, Jordin Sparks, Amy Sedaris # celebrities # adventure # animation # movies Comments Add Comment 1 min read CinemaSins: Everything Wrong With A Minecraft Movie In 22 Minutes Or Less Movie News Movie News Movie News Follow Aug 28 '25 CinemaSins: Everything Wrong With A Minecraft Movie In 22 Minutes Or Less # movies # reviews # animation # streaming Comments Add Comment 1 min read IGN: Solar Opposites: Exclusive Season 6 Trailer (2025) Dan Stevens, Thomas Middleditch Gaming News Gaming News Gaming News Follow Sep 29 '25 IGN: Solar Opposites: Exclusive Season 6 Trailer (2025) Dan Stevens, Thomas Middleditch # hulu # sitcom # scifi # animation Comments Add Comment 1 min read Mr Sunday Movies: ANAKIN vs. OBI WAN Star Wars: Revenge of the Sith - 16 Bit Scenes Movie News Movie News Movie News Follow Aug 24 '25 Mr Sunday Movies: ANAKIN vs. OBI WAN Star Wars: Revenge of the Sith - 16 Bit Scenes # marketing # animation # action # movies Comments Add Comment 1 min read Free-First Anime Release: My Idea for Maximizing Reach and Revenue Muhammed Shafin P Muhammed Shafin P Muhammed Shafin P Follow Sep 16 '25 Free-First Anime Release: My Idea for Maximizing Reach and Revenue # hejhdiss # animation # animecommunity # animebusiness 7 reactions Comments Add Comment 5 min read TV Ratings: ‘South Park' On-Air Viewers Surge With Season 27's Second Episode (838,000 Viewers) TV News TV News TV News Follow Aug 12 '25 TV Ratings: ‘South Park' On-Air Viewers Surge With Season 27's Second Episode (838,000 Viewers) # tv # analysis # comedy # animation 5 reactions Comments Add Comment 1 min read Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators TV News TV News TV News Follow Aug 8 '25 Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators # animation # tv # comedy # celebrities Comments Add Comment 1 min read ‘King of the Hill' Showrunner on Writing Hank Hill for a Different Era TV News TV News TV News Follow Aug 8 '25 ‘King of the Hill' Showrunner on Writing Hank Hill for a Different Era # animation # tv # hulu # celebrityinterviews Comments Add Comment 1 min read CinemaSins: Everything Wrong With Paddington In Peru In 15 Minutes Or Less Movie News Movie News Movie News Follow Aug 7 '25 CinemaSins: Everything Wrong With Paddington In Peru In 15 Minutes Or Less # movies # reviews # animation # streaming Comments Add Comment 1 min read Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators TV News TV News TV News Follow Aug 7 '25 Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators # animation # tv # comedy # celebrities Comments Add Comment 1 min read ‘South Park' Skips This Week, Sets Aug. 6 Episode With Trump and Satan Returning TV News TV News TV News Follow Aug 5 '25 ‘South Park' Skips This Week, Sets Aug. 6 Episode With Trump and Satan Returning # animation # comedy # tv # celebrities Comments Add Comment 1 min read Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators TV News TV News TV News Follow Aug 5 '25 Seth MacFarlane Applauds the ‘Incredible' Timeliness of ‘South Park' – Despite Years-Long Feud With Its Creators # animation # comedy # tv # celebrities Comments Add Comment 1 min read ‘Rick &amp; Morty' Lands A Presidential Spinoff At Adult Swim TV News TV News TV News Follow Jul 29 '25 ‘Rick &amp; Morty' Lands A Presidential Spinoff At Adult Swim # animation # tv # comedy # cartoons Comments Add Comment 1 min read South Park Eviscerates Donald Trump After Paramount Gives Them $1.5B TV News TV News TV News Follow Jul 29 '25 South Park Eviscerates Donald Trump After Paramount Gives Them $1.5B # animation # comedy # streaming # paramountplus Comments Add Comment 1 min read ‘South Park' Creators Reveal Network Battle Over Premiere's Trump Penis as They Joke: “We're Terribly Sorry” TV News TV News TV News Follow Jul 29 '25 ‘South Park' Creators Reveal Network Battle Over Premiere's Trump Penis as They Joke: “We're Terribly Sorry” # tv # comedy # animation # scandals Comments Add Comment 1 min read Why ‘King of the Hill' Is the Most Significant Work of Texan Culture of the Past Thirty Years TV News TV News TV News Follow Jul 29 '25 Why ‘King of the Hill' Is the Most Significant Work of Texan Culture of the Past Thirty Years # animation # tv # streaming # hulu Comments Add Comment 1 min read 'Coyote vs. Acme' Sets August 28, 2026 Theatrical Release Movie News Movie News Movie News Follow Jul 29 '25 'Coyote vs. Acme' Sets August 28, 2026 Theatrical Release # animation # movies # releasedates # distribution Comments Add Comment 1 min read Seth Green says anyone who would have greenlit a full season of Robot Chicken "got fired" TV News TV News TV News Follow Jul 22 '25 Seth Green says anyone who would have greenlit a full season of Robot Chicken "got fired" # animation # stopmotion # tv # comedy Comments Add Comment 1 min read 'Spider-Man: Beyond the Spider-Verse' Delayed to June 25, 2027 Movie News Movie News Movie News Follow Jul 21 '25 'Spider-Man: Beyond the Spider-Verse' Delayed to June 25, 2027 # movies # animation # superhero # releasedates Comments Add Comment 1 min read Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future TV News TV News TV News Follow Jul 17 '25 Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future # tv # animation # comedy # streamingwars 2 reactions Comments Add Comment 1 min read Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future TV News TV News TV News Follow Jul 18 '25 Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future # animation # tv # hollywood # filmindustry Comments Add Comment 1 min read Seth Green says anyone who would have greenlit a full season of Robot Chicken "got fired" TV News TV News TV News Follow Jul 17 '25 Seth Green says anyone who would have greenlit a full season of Robot Chicken "got fired" # animation # tv # comedy # celebrities Comments Add Comment 1 min read Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future TV News TV News TV News Follow Jul 15 '25 Inside the $3 Billion ‘South Park' Fight That May Blow Up Its Future # tv # animation # comedy # filmindustry Comments Add Comment 1 min read 'Tiny Chef Show' “saved” after viral cancellation and fundraising efforts as creators confirm return TV News TV News TV News Follow Jul 10 '25 'Tiny Chef Show' “saved” after viral cancellation and fundraising efforts as creators confirm return # animation # crowdfunding # kidstv # tv Comments Add Comment 1 min read loading... trending guides/resources Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. 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https://dev.to/alexandradev/gmx-trading-with-etherspot-easy-as-abc-573b | GMX trading with Etherspot - Easy as ABC - 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 Alexandra Posted on Sep 13, 2023 • Originally published at youtu.be GMX trading with Etherspot - Easy as ABC # webdev # web3 # blockchain # programming In this video our DevRel Taylor walks us through the GMX Etherspot integration, we see how easy it is to use a smart contract wallet to batch together transactions and create a much richer user experience. GMX is a decentralized spot and perpetual exchange that supports low swap fees and low-price impact trades. You can see the demo yourself here: https://bit.ly/44IfRaJ 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 ferreira aldemir ferreira aldemir ferreira aldemir Follow Joined Oct 12, 2025 • Oct 12 '25 Dropdown menu Copy link Hide Good Nice to meet you 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 Alexandra Follow I'm a passionate Web3 researcher Location Metaverse Work Marketer at Etherspot.io Joined Jun 27, 2019 More from Alexandra Ethereum in 2025 Becomes Global Infrastructure, Vitalik on Decentralization vs UX, L2BEAT on Trustless EIL, EIP-7702 Adoption # ethereum # web3 # blockchain Glamsterdam, Bitcoin in MetaMask, EIL & 7702 Alignment, PillarX Universal Gas Tank # blockchain # web3 # ethereum Vitalik’s Gas Futures, EIL X Space, Polygon Upgrade, USDT Gas Fees, ERC-8092 # blockchain # web3 # ethereum 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/techdogs_inc/skills-required-to-become-a-machine-learning-ml-engineer-3ief | Skills Required To Become A Machine Learning (ML) Engineer - 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 TechDogs for TechDogs Posted on Nov 21, 2024 • Originally published at techdogs.com Skills Required To Become A Machine Learning (ML) Engineer # machinelearning # openai # ai Curious about what makes a successful ML Engineer? 🤔 From mastering programming languages to understanding complex algorithms and data handling, becoming an ML engineer requires a blend of technical expertise and problem-solving skills. Read More! 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 TechDogs Follow Stay on Top of Tech with TechDogs! TechDogs curates for you the most relevant news, case studies, articles, and event updates. Click on the link in our bio for in-depth coverage. Stay informed, stay ahead. Join the tech-savvy community at TechDogs today! More from TechDogs Which mobile chipset powers smarter experiences—Snapdragon or MediaTek? # mediatekvssnapdragon # aichipset # ai # techinnovation Is your AI smart enough to think beyond keywords? # aiinbusiness # techinnovation # ai Tech Spotlight: Daily Tech News # tech # ai # openai # news 💎 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 | 2026-01-13T08:49:33 |
https://opensource.org/press-mentions/page/2 | Press mentions – Page 2 – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Press mentions August 5, 2025 OpenAI’s New Models Aren’t Really Open: What to Know About Open-Weights AI CNET The Open Source Initiative, a nonprofit that advocates for open-source software, defines open-source AI as “a system made available under terms that grant users the freedom to use, study, modify and share [it].” August 5, 2025 Open Source Initiative Joins the Re:Create Coalition Re:create coalition “The Open Source Initiative’s core mission lies in the preservation of the freedoms and opportunities of Open Source software and Open Source AI so that they can be enjoyed by all,” said Katie Steen-James, senior U.S. policy manager at OSI. “As society faces growing questions on emerging technologies, it is crucial to be engaged with others on advocacy for the open internet to ensure the future data ecosystem encourages creativity, preserves access to knowledge, and remains open, equitable, and driven by the public interest.” July 17, 2025 Open Source Is Too Important To Dilute The New Stack The Open Source Initiative (OSI), a nonprofit that sets the foundation for the open source software ecosystem, did the hard work to define open source decades ago. It identified 10 criteria that include free redistribution, integrity of the author’s source code and no discrimination against persons and groups, among others. These criteria are the guarantees that allow companies to use OSS without calling their legal department every time a developer installs a package. July 15, 2025 Open Source AI May Reduce Energy Demands Carnegie Mellon University The Carnegie Mellon University-led Open Forum for AI (OFAI) is developing an Openness in AI framework, which includes the Open Source AI Definition (OSAID) as one of its underpinnings. July 7, 2025 What Leaders Need To Know About Open-Source Vs. Proprietary Models Forbes According to the Open-Source Initiative, for software to be considered open, it must offer users the freedom to use the software for any purpose, to study how it works, to modify it and to share both the original and modified versions. When applied to AI, true open-source AI include model architecture (the blueprint for how the AI processes data); training data recipes (documenting how data was selected and used to train the model); and weights (the numerical values representing the AI’s learned knowledge). June 26, 2025 Navigating the Open v. Closed Source AI Debate with Kailash Nadh Carnegie Endowment for International Peace In this episode of Interpreting India, host Shruti Mittal is joined by Kailash Nadh, chief technology officer of Zerodha and co-founder of FOSS United, to provide a technologist’s perspective on one of the most consequential debates shaping the future of artificial intelligence: the open versus closed source AI debate. Against the backdrop of a rapidly evolving AI landscape, this conversation examines risks, rewards, and the strategic implications of open-source AI for India. June 23, 2025 Forging A Responsible, Secure Way Forward For Open-Source AI Forbes Before diving into what an open approach to AI looks like in practice, we must first understand what “open-source AI” really means. Defining it is a complex and evolving effort involving plenty of debate, but creating a standard is helpful for providing clear guidelines, promoting transparency and trust, and accelerating innovation and collaboration. One formal definition that has emerged comes from the Open Source Initiative (OSI): the Open Source AI Definition (OSAID), which is a work in progress that we endorse. June 14, 2025 How AI is changing open source development Heise Open source is more than freeware: According to the Open Source AI definition of the Open Source Initiative (OSI), a model is only open source if not only the model and the code to run it. But also the code and data (information) used to create the model have been published under an open source license June 12, 2025 OSBA unterstützt die Open Source AI Definition (OSAID) der Open Source Initiative Open Source Business Alliance Die Open Source Business Alliance – Bundesverband für digitale Souveränität e.V. (OSBA) begrüßt die Initiative der Open Source Initiative (OSI) zur Schaffung einer Open Source AI Definition (OSAID). Die klare Definition und Abgrenzung offener KI-Modelle ist essenziell, um Transparenz, Nachvollziehbarkeit und Innovationsfreiheit in der KI-Entwicklung zu gewährleisten. May 25, 2025 How the World Is Celebrating Open Source Maintainer Month The New Stack For their contribution to Maintainer Month, the OSI has collected nearly four dozen stories from maintainers to create a moment of visibility, publishing them all as a curated collection at OpenSource.org May 23, 2025 Meta-funded study touts the benefits of open source AI, but some critics say its own Llama models don’t meet open source standards TechRepublic The definition from the Open Source Initiative, which was only released in October 2024 after multiple years of research, is more specific. Users must be able to, for any purpose, use the system without having to ask permission, understand how it works, modify it, and share it with others, either with or without modifications. All these statements must apply to the model’s source code, parameters and weights, and detailed information about its training data. May 20, 2025 Data Commons Can Save Open AI The New Stack Last summer, the Open Source Initiative and Open Future convened a group of experts to explore this challenge and propose a path forward. A recently released report from the convening, “Data Governance in Open Source AI” argues that collective action is needed to release more data and improve data governance to balance open sharing with responsible release. Posts pagination 1 2 3 … 16 Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. 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https://dev.to/voxel51/meta-ais-cotracker3-enhanced-point-tracking-with-less-data-3kab | Meta AI's CoTracker3: Enhanced Point Tracking with Less Data - 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 Jimmy Guerrero for Voxel51 Posted on Oct 22, 2024 Meta AI's CoTracker3: Enhanced Point Tracking with Less Data # computervision # datascience # ai # machinelearning Check out Harpreet Sahota’s deep-dive into a new semi-supervised approach from Meta AI that achieves state-of-the-art performance with a thousandfold reduction in real data requirements. Learn more: CoTracker3: Enhanced Point Tracking with Less Data Try it out: CoTracker3: A Point Tracker Using Real Videos 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/feature-flags/status-and-lifecycle#project-settings | Status and Lifecycle | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Targeting Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Status and Lifecycle On this page Feature Status and Lifecycle Management In DevCycle, Features have Statuses that indicate their current position in the feature lifecycle. Statuses provide a clear, at-a-glance understanding of where a Feature is in its development, release, and cleanup process. Each Status belongs to a Status Category , which defines how the Feature behaves, what actions are allowed, and how it is displayed across the dashboard. Statuses Every Feature in DevCycle always has one Status , which determines its lifecycle stage. By default, DevCycle provides a set of predefined Statuses aligned to core lifecycle categories. The default Statuses are: Development Live Completed Archived In addition to the default Statuses, teams can define custom Statuses within their Project settings. This allows teams to better align Feature lifecycle tracking with their internal development and release processes while preserving DevCycle's lifecycle guarantees. Each custom Status inherits the behavior of their Category. Status changes are not automatic and are always managed explicitly by the user. Status Categories Statuses are grouped into Categories , which define shared lifecycle behavior. Development This Category represents Features that are actively being built, tested, or prepared for release. By default, new Features are created with the Development Status. While a Feature is in Development, all Targeting rules and Variations remain editable. This stage is typically used while work is ongoing and before a Feature is considered ready for a broader release. Below are some examples of different Statuses that would make sense in the Development Category: In Development Pending Design QA Internal Testing Live The Live Category represents Features that are actively running in production or being exposed to users. While a Feature is Live, all Targeting rules and Variations remain editable. Below are some examples of different Statuses that would make sense in the Live Category: Beta Ramping In Production Live Experiment Completed The Completed Category represents Features that have reached the end of active development and rollout. A Feature may be considered Completed once it has been tested, approved, and is fully released, or when no further targeting changes are expected. When a Feature is moved into a Status within the Completed Category, it enters a semi-read-only state : A single final (release) Variation must be selected All Environments will serve this Variation to all users Targeting rules are replaced with an "All users" rule New targeting rules and Variations cannot be added Variable values may still be edited Environments can still be toggled on or off When using the CLI to generate TypeScript types, Variables belonging to a Feature in the Completed Category will be marked as deprecated . Below are some examples of different Statuses that would make sense in the Completed Category: Ready for Cleanup All Users Enabled Stable Release Cleanup Checklist Upon entering a Completed Status, a cleanup checklist is shown for each Variable associated with the Feature. This checklist helps teams determine when it is safe to remove Variables from their codebase or archive them. If a Variable is still referenced in code or evaluated in production, removing it may result in default values being served. If Code References are enabled, additional context will be provided to assist with cleanup. Archived The Archived Category represents the terminal lifecycle state for Features. This Category and Status cannot be edited or changed. A Feature should be archived once it has been fully cleaned up and its Variables have been removed from the codebase. When a Feature is Archived: It becomes fully read-only It is hidden from standard dashboard views Audit Logs remain accessible for historical reference Metrics & Reach data will not be visible on the dashboard for Archived features Archiving Features helps keep both your dashboard and codebase clean while preserving valuable lifecycle history. Note: Feature deletion still exists, but should only be used for mistakes. Deleting a Feature permanently removes it and its Audit Log. Archived Features retain historical data that may be used for future reporting and analysis. Changing Status Moving a Feature to Completed When a Feature is moved into the Completed Category: A final Variation must be selected All Environments serve that Variation to all users Existing Environment statuses are preserved Targeting rules are replaced with a single "All users" rule Additional Variations and targeting rules are locked Reverting to Development or Live Features in the Completed Category can be reverted back to an earlier Status. When reverting: Previous Variations become available again Changes made to Variable values while Completed are retained Prior targeting rules are not restored and must be reconfigured Viewing Features by Status (Kanban View) On the Feature list page, users can switch between a List view and a Kanban-style view that displays Features grouped by their current Status, allowing teams to quickly visualize progress across the Feature lifecycle. In this view: Each column represents a Feature Status Each column header includes a total count of Features in each Status Features appear as cards within the column matching their current Status, and can be sorted differently by selected criteria Columns are ordered based on the Status order defined in Project Settings Status colors are reflected in the column headers for quick visual scanning This view is intended for high-level lifecycle tracking and workflow management. Selecting a Feature card opens the Feature detail view for configuration, targeting, and Variable management. Managing Statuses Statuses are managed at the Project level and apply to all Features within that Project. Each Project starts with a default set of Statuses aligned to DevCycle's lifecycle categories. Teams may customize these Statuses to better reflect their internal workflows. Project Settings Statuses can be viewed and managed from the Project Settings page under the Feature Statuses section. From this page, users can: View all Statuses grouped by Category Create new custom Statuses within supported Categories Edit existing Status names (Note: each Status must have a unique key) Reorder Statuses within a Category Assign colors to Statuses for quick visual identification Add a description to provide context behind what a Status represents Select the default Status applied when a new Feature is created Changes made in Project Settings take effect immediately and apply across the Project. Status Categories and Rules Statuses must belong to one of DevCycle's predefined Categories. The following rules apply: New Categories cannot be created Each Category must contain at least one Status The last remaining Status in a Category cannot be deleted Status labels and ordering within a Category can be modified Permissions for Status Changes Permission Rules When permissions are enabled: Statuses in the Development and Live Categories can be applied by any user with access to the Project Statuses in the Completed and Archived Categories can only be applied by users with the Publisher permission Only Publishers can create, and modify Feature Statuses in the Project Settings Edit this page Last updated on Jan 9, 2026 Previous EdgeDB (Stored Custom Properties) Next Stale Feature Notifications Statuses Status Categories Development Live Completed Archived Changing Status Moving a Feature to Completed Reverting to Development or Live Viewing Features by Status (Kanban View) Managing Statuses Project Settings Permissions for Status Changes DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://docs.devcycle.com/platform/account-management/organizations | Organizations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Experimentation Account Management Organizations Projects Environments Keys Security and Guardrails Testing and QA Extras Examples Platform Account Management Organizations On this page Organizations Organizations are the top level of the Account hierarchy within DevCycle, and are where all Users, Projects, and settings are managed. Users within an organization have the same permissions across all projects, and a user may be part of multiple Organizations. tip Granular permissions are only available on Business or Enterprise plans. If you'd like to turn on permissions, contact support . To view or switch Organizations, click your user avatar in the top-right corner of the DevCycle Dashboard. The active Organization will be marked with a green badge. caution Please note that organizational settings cannot currently be viewed or changed through the CLI and require use of the dashboard. Discovering Other Organizations If Organization Discoverability is enabled (it is by default), DevCycle will automatically check if any existing Organizations were created by other users with the same email domain when a new user signs up. If a match is found, the user will be presented with the option to request access to an existing Organization or create a new one. To manually explore other Organizations within your domain, go to the Discovery page by selecting Find and Create Orgs from the avatar dropdown in the top-right corner of the Dashboard. On this page, you’ll see a list of all Organizations associated with your domain. From there, you can: Request to join an existing Organization Create a new Organization from scratch info Only Owners can see and manage membership requests that come in via this method. If you prefer that Organization access be invite only, you can disable Organization Discoverability from the Organization settings page. This ensures users can only be added via direct invitation, rather than discovering and requesting to join your Organization. If your team is using SSO and Role-Based Access Control (RBAC) , this setting does not apply—user access is handled entirely through your identity provider, and Organization Discoverability is effectively bypassed. Organization Settings To access the settings for the current Organization, ensure the Organization you wish to modify is selected and click the settings button in the dropdown presented after you click your avatar. On the Organization settings page there are the following fields and items: Organization Name The name of your Organization, used throughout the Dashboard and API responses. Organization ID The internal identifier for your organization. Mainly used for billing purposes. Organization Discoverability (visible to Owners only) Determines whether new users from your domain can find and request to join this Organization. Enabled by default. Permissions Enable or disable org-wide roles that help protect production environments. Available only on Business and Enterprise plans. See Permissions for more. Jira Connection Use this token to connect all projects in your organization to a single Jira Project. Please refer to our Jira Integration Setup documentation for more info. Client ID and Client Secret Refer to API and SDK Keys . Organization Members Members can be managed from the "Team" section of the Organization Settings page. Under the Members tab, you'll see a list of all current Organization members. The Invitations tab shows any pending invites. If your Organization is discoverable, Owners will also see a Membership Requests tab. This displays requests from users within your domain to join the Organization—Owners can approve or deny these requests. Adding Members Click "Add Team Member" to invite a new user. Enter their email to send an invitation. Once accepted, the user will be added to the Organization and assigned the default Member role. See Organization Roles for more details. Editing Members To view or update a Team Member’s roles, click "View Profile" next to their name. This opens the User’s profile page, where Owners can edit their Organization Roles . Removing Members To remove a Member, either: Have your SAML provider (e.g., Okta) deactivate their account, or Click "Remove" next to their name on the Members list. This will remove the user from the Organization. Organization Roles DevCycle supports role-based access to help secure Production environments and manage user responsibilities at both the organization and project level. For a complete overview of available roles, permissions, how to administer them and examples of what users can and cannot do, visit the Roles & Permissions documentation. Organization Billing Your billing info including current plan and the payment information associated with your organization can be found in the settings section of the platform under Billing & Plan. On this page you'll be presented with three sections. Current Plan Payment Settings Account Usage 1. Current Plan This section of the Billing & Plan page shows the currently active plan for your Organization. It provides a description of what's available on that plan and what capacity you can expect. From this section you can also review other plan tiers and upgrade by clicking the "Change Plan" button. 2. Payment Settings This section allows you to update the email where invoices will be sent to, and add or update your payment method. tip If you are currently seeing a notification that you have time remaining in your trial and you would like to stop receiving that notification add a card here and that notification will go away. 3. Account Usage This section charts the trailing number of client-side Monthly Active Users (MAU) and Experimentation Events that have accumulated over the billing period. Term Definition Monthly Active Users (MAU) MAUs are unique users who initialize a client-side SDK at least once within a month. Users are identified by a userId which is set during SDK initialization or via an identify request. If no userId is provided during initialization, an anonymous userId is assigned automatically. Both identified and anonymous users are included in the MAU calculation. Experimentation Events Experimentation events are Custom Events that are initiated via an SDK and serve as a foundation for tracking custom Metrics . Edit this page Last updated on Jan 9, 2026 Previous Tutorial: Funnel Experiment Next Projects Discovering Other Organizations Organization Settings Organization Members Adding Members Editing Members Removing Members Organization Roles Organization Billing DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://opensource.org/board-member/carlo-piana | Carlo Piana – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Carlo Piana Carlo Piana he/him Director Board Member Proposed by: Open Forum Europe Candidacy Period: March 21, 2022 – March 21, 2028 Type of Seat: Affiliate About Carlo is a lawyer based in Milan, Italy, practicing IT law, active for almost 25 years in advocacy and activism for digital freedoms. He has been involved in the battles for ensuring competition in networking protocols on behalf of Samba Team and FSFE in one of the largest at the time litigation on antitrust matters before the EU Courts. Regularly advises, also pro bono or partly pro bono, some of the most important Free Software entities and foundations, including Debian, The Document Foundation and the Blender Foundation. Has served as General Counsel for the Free Software Foundation Europe for more than ten years and as Chair of the Board of the Open Source Initiative, of which is Board Member, as well as founding and being editor of the International Free and Open Source Software Law Review. He has joined The Eclipse Foundation as part of the Eclipse Oniro Working Group and member of the Steering Committee, and is one of the designers of the OS compliance toolchain developed within the project, is fellow of the Open Forum Academy and member of OpenChain. He was in the first advisory board for creating detail legislation favoring Open Source software over proprietary in Italian public procurement. Current employer Array (law firm) Other affiliations Eclipse Foundation (contributing member, member of working groups) Open Forum Academy (fellow) Openchain Project (partner) What areas of the Board’s work do you see yourself contributing towards? My main focus will be continuing the work I started as chair of the board: Keep the board’s focus on investing in OSI education and outreach programs that cover policy makers, lawyers, developers of software and of AI systems. Complete the transition to a professional organization, with board governance that reflects the new organizational structure. Continue researching the AI ecosystem, supporting the newly-formed communities around development of AI systems and data commons What goals do you hope to achieve for OSI and the world of open source by serving on the Board of Directors? Continue growing the OSI on the path it’s been since I started serving on the board in 2021. OSI has never had more visibility and funding to hire qualified employees that are making a difference, educating policy makers in the EU and the US. OSI must increase its support for Open Source developers to limit the impact of the Cyber Resilience Act as the implementation standards are developed. Similarly, I want OSI to continue leading the conversation about AI, to defend the original Open Source principles and combat open washing. Previous board service Director (2022 – 2025) Chair of the Board (2023 – 2024) Main social media account or blog https://mastodon.uno/deck/@carlopiana Ask this candidate questions in our forum ! Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . 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https://dev.to/new/career#main-content | New Post - 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 Join the DEV Community DEV Community is a community of 3,676,891 amazing developers Continue with Apple Continue with Facebook Continue with Forem Continue with GitHub Continue with Google Continue with Twitter (X) OR Email Password Remember me Forgot password? By signing in, you are agreeing to our privacy policy , terms of use and code of conduct . New to DEV Community? Create account . 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — 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 | 2026-01-13T08:49:33 |
https://dev.to/terminusdb/world-of-woqlcraft-ep-5-load-data-into-schame-org-schema-no6 | The Rise of Functional Programming - TerminusDB Discussion #7 - 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 Cheuk Ting Ho 🐍 for TerminusDB Community Posted on Apr 25, 2020 The Rise of Functional Programming - TerminusDB Discussion #7 # programming # rust # python # java Every week the TerminusDB core team get together to hear a talk led by one of our members. The discussions are always very interesting, so we thought we'd share. This week we have our software engineer talking The Rise of Functional Programming. As we are a FOSS community, it is an open and free discussion. 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 Mirkan Mirkan Mirkan Follow Mirkan from Turkey; https://mirkan1.herokuapp.com Email mirkanbaba1@gmail.com Location New Orleans Joined Nov 20, 2018 • Apr 25 '20 Dropdown menu Copy link Hide Oh come on. I thought it is about World of Wracraft Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Cheuk Ting Ho 🐍 TerminusDB Community Cheuk Ting Ho 🐍 TerminusDB Community Cheuk Ting Ho 🐍 Follow DevRel 🥑 for TerminusDB. EuroPython Board member. Organizer of London Python Sprints and AI Club for Gender Minorities. Pythonista. Speaker and master of Lightning Talk! Location London, UK Education Master Work Developer Relations Lead at TerminusDB Joined Sep 17, 2019 • May 4 '20 Dropdown menu Copy link Hide Sorry, there was a bug in dev.to it messed up my two posts. Sorry about that. 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https://www.fine.dev/blog/ai-assisted-coding#why-choose-fine-over-other-ai-tools | AI-Assisted Coding: How Fine is Leading the Future of Code Generation Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI-Assisted Coding: How Fine is Leading the Future of Code Generation Table of Contents What is AI-Assisted Coding? Can I Generate Code Using Generative AI Models? How to Detect if Code is Written by AI Fine: Your Partner in AI-Assisted Coding Real-World Applications of Fine Why Choose Fine Over Other AI Tools? How to Get Started with Fine Conclusion What is AI-Assisted Coding? In today’s fast-paced development world, AI-assisted coding is reshaping the way developers work. With advanced generative AI platforms like Fine, coding is becoming more efficient, accurate, and accessible. But what makes Fine stand out from the rest, and how can you use it to generate code or detect AI-written code? In this post, we'll explore these questions and demonstrate how Fine is redefining the future of software development. AI-assisted coding involves leveraging artificial intelligence to aid in the coding process. Tools like Fine help automate repetitive tasks, solve issues, and even generate entire blocks of functional code. This frees developers from mundane coding and lets them focus on solving complex problems. Why Use Fine for AI-Assisted Coding: Boost Productivity: Automate tedious tasks like bug fixes, documentation, and code formatting. Reduce Errors: Fine’s AI detects and corrects common mistakes before they become bigger issues. Tailored Suggestions: Fine learns from your style and preferences to provide more relevant suggestions. Can I Generate Code Using Generative AI Models? Yes! Generative AI models like Fine can quickly generate high-quality code based on your input. How to Generate Code with Fine: Sign Up: Create an account on Fine's platform. Input Your Requirements: Type a natural language description of what you want the code to do. Receive Code Suggestions: Fine will generate a PR based on your input. Review & Test: Check the code and run tests to ensure it meets your project needs. Example: If your platform requires tracking user activity, you could input: "Generate a Python function to log user actions to a database with timestamps." Fine will generate the code to capture user activity, including storing actions, timestamps, and user details in your database, helping you easily implement user behavior tracking for analytics or auditing purposes. Fine doesn’t just stop at code generation. It’s also capable of reviewing, optimizing, and documenting your code—all from a single platform. How to Detect if Code is Written by AI As AI-generated code becomes more prevalent, it's important to recognize the signatures that indicate AI involvement, particularly tools that aren’t tailored to coding and could be causing damage, such as ChatGPT. Signs That Code May Be AI-Generated: Consistent Formatting: AI tools often generate code with uniform indentation and structure. Repetitive Code: AI chat interfaces may produce redundant snippets that human developers would typically optimize. Over- or Under-Commenting: Some AI-generated code includes excessive or minimal comments that may seem unnatural. Generic Variable Names: If the AI doesn’t know what you’ve named your variables, it may add in generic placeholders in the code it writes. If you’re copying and pasting from a tool such as ChatGPT, or using a tool without context awareness such as GitHub Copilot, it’s easy to miss a generic variable name. By contrast, tools like Fine that are integrated with your codebase shouldn’t have this issue and can scan code that isn’t working to identify incorrect variable names. Fine has built-in rules to avoid many of the classic issues that generic AI models face when writing code. What’s more, by integrating with your codebase, it can match your style. Knowing how to detect AI-generated code is important for ensuring high code quality, security, and originality in projects where human oversight is crucial. Fine: Your Partner in AI-Assisted Coding When it comes to AI-assisted coding, Fine stands out from the competition. Built with both seasoned developers and beginners in mind, Fine’s intuitive interface and powerful features help make code generation effortless. Key Features of Fine: Multi-Language Support: Fine can generate code in various languages such as Python, JavaScript, Java, C++, and more. Contextual Suggestions: Fine understands the broader context of your project and provides tailored suggestions. Integrated Debugging: Fine helps identify errors in your code and suggests fixes in real-time. Workflow Automation: Beyond code generation, Fine automates repetitive tasks like testing, documentation, and code review. With its focus on enhancing productivity and reducing manual tasks, Fine is the perfect companion for any developer looking to streamline their workflow. Real-World Applications of Fine Fine isn’t just for one-off coding tasks; it’s designed to integrate seamlessly into your everyday workflow, no matter your industry or project. Common Use Cases for Fine: Backend Development for Software Startups: Fine can help automate complex backend tasks such as building APIs, integrating databases, handling user authentication, and scaling infrastructure, enabling startups to focus on rapid development and product iteration. Mobile App Development: Whether you're building for iOS or Android, Fine can generate cross-platform code that follows best practices. Data Science & Analytics: Automate the creation of scripts for data analysis, visualization, and processing. Why Choose Fine Over Other AI Tools? There are plenty of AI tools on the market, but Fine sets itself apart through precision, customization, and developer-centric features. Why Developers Prefer Fine: Superior Accuracy: Fine’s AI model is trained to provide highly accurate, context-aware code suggestions. Customizable Experience: Developers can configure Fine to follow their coding standards, preferences, and project-specific guidelines. Advanced Debugging Capabilities: Fine not only generates code but also identifies issues in existing code, helping to improve efficiency and reduce errors. Seamless Integration: Fine integrates with more than just your codebase, so you can stay in your familiar development environment while benefiting from AI. How to Get Started with Fine Sign Up: Visit the Fine website to create an account and access the platform. Install Fine: Add Fine’s plugin or extension to your code editor. Set Up Preferences: Customize Fine’s settings based on your coding style and project requirements. Start Coding: Use Fine to assist in writing, debugging, and optimizing your code. Pro Tip: Fine works best when you provide clear, concise inputs. The more specific your request, the more accurate Fine’s code suggestions will be. Conclusion AI-assisted coding is revolutionizing how developers approach software development, and Fine is at the forefront of this transformation. With Fine, developers can save time, reduce errors, and focus on solving the bigger challenges in their projects. Whether you’re a professional developer or a beginner, Fine is designed to enhance your productivity and coding experience. Try Fine Today! Ready to supercharge your coding workflow? Sign up for Fine today and see how AI-assisted coding can take your development process to the next level. Get Started with Fine 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 | 2026-01-13T08:49:33 |
https://opensource.org/board-member/catharina-maracke | Catharina Maracke – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Catharina Maracke Catharina Maracke She/Her Director Board Member Candidacy Period: August 23, 2021 – October 3, 2025 Type of Seat: Individual Catharina is a lawyer by training and has been involved in intellectual property and public licensing models for over 15 years beginning with her work as director for Creative Commons International overseeing and stewarding the Creative Commons global licensing suite and managing the global license porting project. Catharina has worked closely with the World Economic Forum, where she served on the Global Agenda Council on the intellectual property system. She has founded the Software Compliance Academy, a private training and consulting firm to support clients in their Open Source journey and currently also helps lead MBition’s (Mercedes-Benz subsidiary based in Berlin) technology strategy focussing on system level architectural questions for the next generation of infotainment systems. In addition to her work with various clients, Catharina has helped to initiate the OpenChain project, the first international standard for Open Source license compliance (ISO/IEC 5230) to bring efficiency and trust into the Open Source supply chain. She has written and taught extensively on IT policy and standardization questions and especially the intersection between Open Source software and standards. Her academic appointments included faculty positions at Keio University in Japan and Bucerius Law School in Germany, visiting positions at the University of Puerto Rico and Humboldt University in Berlin, and as faculty associate at the Berkman Klein Center at Harvard University in the US. She is a member of the Council for the Legal Network at the Free Software Foundation Europe and a fellow at the Open Forum Europe. Catharina received her PhD from the Christian-Albrechts University in Kiel with a scholarship from the Max Plack Institute for Intellectual Property in Munich, Germany. Catharina has been elected to the OSI board in October 2021 and served as board chair since April 2022. Why Over the past two years, OSI has already achieved a great deal to increase visibility and improve operational stability – but we still have crucial challenges ahead of us: We have to keep on going with the Deep Dive AI project and make sure that the Open Source community has a voice in the heated debate about the future of technology. The license review process is currently “ under review ” itself and we also need to structure and refurbish the list of approved licenses. And above all, the political and economic situation makes life in the non-profit world difficult and challenging: OSI is a US based 503(c) charitable organization and relies on support from its members and unrestricted gifts from other generous donors, including industry sponsorships. We were lucky to get immediate support in the new membership structure and very proud to have built a strong support base with more than 600 members. Thanks to all of you who have supported OSI in its mission to advocate for the benefits of Open Source and to build bridges for a common understanding of Open Source. Looking back, I have somewhat disappointed myself and underestimated the work and time commitment associated with my original goals. Especially the fact that we haven’t been been able to make enough progress in expanding OSI’s visibility and activities beyond the US and EU borders made me realise that I should ask for more time. Geographical diversity is an important prerequisite for the future of OSI. We need all possible different perspectives represented at OSI and especially in the Open Source Community. If re-elected I will focus on geographical diversity and prioritize my network in the Asia Pacific region. Geographical diversity is an important prerequisite for the future of OSI. We need all possible different perspectives represented at OSI and especially in the Open Source community. Another important requirement for a sustainable future of the OSI and its community is engagement with the next generation of leaders, be it technical or non-technical. When I ran for the board in 2021, I promised to bring the core value of Open Source to the younger generations, to inspire them build an open future and support the idea and value behind the Open Source development model. And while engagement with the next generation naturally takes time, I realize that I could have spent more time working on this long-term goal. To sum up, I am running again for the OSI Board of Directors because I would be delighted to continue and support OSI in: Growing as an organization with a special focus on resources and sustainability: Even with a full time Executive Director on board, we need to secure a strong budget, continue and grow as an organization with a special focus on resources and sustainability. Continuing visibility in industry channels and policy fora: Legislators and policy makers need support in understanding the Open Source ecosystem, its role in innovation and its value for an open future. Counterbalancing industry networks and trade associations: While we have been working closely with some of the prominent trade associations, we need to spend more time and effort working with small community based organizations and civil society. Leading in Open Source stewardship through definition, licensing guidance, and respect: With our revised license review and license approval approach, we will add more transparency and inclusion to our main task and mission. Mediating fundamental issues and debates about the future of Open Source: With AI dominating the discussion around the future of software development, we need to give the Open Source community a very strong voice in this debate. What If re-elected, I will continue to work with the team and board and focus on visibility and operational stability. I will work with our existing network of industry leaders, foundational, and academic partners and supporters to expand OSI’s impact and visibility. Adding a strong, consistent, and well-informed voice to the ongoing debate around Open Source and how it can be defined and defended is still one of the most critical challenges we have to face even if (or perhaps because) Open Source has become so natural and widespread across the different industries. I will put a strong focus on our fundraising efforts. In addition to the much appreciated community and industry support, I would also like to reach out to foundations and apply for grants. Finally, I will devote more time and effort to bringing the Open Source software development model to the next generation of leaders. I still believe that we need to get questions on ethics and Open Source software development into the curriculum of our Universities around the world so that the next generation of engineers and decision makers can benefit even more from the groundwork that the OSI has accomplished over the past years. I can be reached at [email protected] and would be very happy to answer any questions you may have. Thank you for your time and reading up to this point in my re-application. I look forward to my second term on the OSI board and to your continuous support. 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https://dev.to/veritaschain/introducing-vcc-demo-a-browser-based-cryptographic-audit-trail-you-can-try-right-now-488a | Introducing VCC Demo: A Browser-Based Cryptographic Audit Trail You Can Try Right Now - 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 VeritasChain Standards Organization (VSO) Posted on Jan 2 Introducing VCC Demo: A Browser-Based Cryptographic Audit Trail You Can Try Right Now # javascript # react # blockchain # fintech TL;DR: We built a complete cryptographic verification system that runs entirely in your browser. Try it now at veritaschain.org/vcc/demo —no signup required. Why We Built This In 2024-2025, the proprietary trading industry witnessed an unprecedented collapse. Over 80 prop firms shut down, many amid accusations of manipulated evaluations and unverifiable trade execution. Traders had no way to independently verify that their trades were handled fairly. The core problem? Trust-based audit systems controlled by the entity being audited. The VeritasChain Protocol (VCP) offers a different approach: cryptographic proof over trust . Instead of asking "Do I trust this platform?", VCP enables anyone to ask "Can I mathematically verify this hasn't been tampered with?" Today, we're releasing VCC Demo —a fully functional, browser-based implementation that lets you experience this firsthand. Try It Now 🔗 veritaschain.org/vcc/demo No installation. No signup. No server. Everything runs in your browser. What You Can Do 1. Create Trading Events Simulate a complete trade lifecycle: SIG → ORD → ACK → EXE → CLS (Signal → Order → Acknowledged → Executed → Closed) Enter fullscreen mode Exit fullscreen mode Each event gets a cryptographic hash computed using SHA-256: 2. Build Merkle Trees Click "Create Merkle Anchor" to batch your events into an RFC 6962-compliant Merkle tree: [Root] │ ┌──────────┴──────────┐ │ │ [Node] [Node] │ │ ┌────┴────┐ ┌─────┴─────┐ │ │ │ │ [Leaf] [Leaf] [Leaf] [Leaf] Enter fullscreen mode Exit fullscreen mode The Merkle root is a single hash that commits to ALL events in the batch. Change any single bit of any event, and the root changes completely. 3. Verify Independently This is the "Verify, Don't Trust" moment. Select any anchored event and verify its inclusion: { "valid" : true , "certificate" : { "event_hash" : "91648f1e8ea266a9..." , "merkle_root" : "38a3d9ce3372bd5f..." , "merkle_proof" : [ { "hash" : "abc123..." , "position" : "right" }, { "hash" : "def456..." , "position" : "left" } ], "verification_method" : "RFC6962_MERKLE" } } Enter fullscreen mode Exit fullscreen mode The verification runs entirely in your browser. You don't need to trust our server—because there is no server. Under the Hood Technology Stack Component Technology Cryptography Web Crypto API (native) Merkle Tree RFC 6962 with domain separation Identifiers UUID v7 (time-ordered) Storage IndexedDB (browser-local) UI React 18 + Tailwind CSS Hosting GitHub Pages (static) VCP v1.1 Compliance VCC Demo implements the three-layer integrity architecture defined in VCP v1.1: Layer Component Implementation Layer 1 Event Hash SHA-256 via Web Crypto Layer 2 Merkle Tree RFC 6962 compliant Layer 3 External Anchor Simulated (demo) The Code Everything fits in a single 42KB HTML file. Here's the core Merkle verification: const verifyMerkleProof = async ( eventHash , merkleRoot , auditPath , leafIndex ) => { // Start with leaf hash (0x00 prefix per RFC 6962) let currentHash = await merkleHashLeaf ( eventHash ); // Walk up the tree for ( const step of auditPath ) { if ( step . position === ' left ' ) { currentHash = await merkleHashNode ( step . hash , currentHash ); } else { currentHash = await merkleHashNode ( currentHash , step . hash ); } } // If we arrive at the same root, proof is valid return currentHash === merkleRoot ; }; Enter fullscreen mode Exit fullscreen mode The domain separation (0x00 for leaves, 0x01 for internal nodes) prevents second-preimage attacks—a subtle but critical security detail. What This Demo Proves (And Doesn't) ✅ What It Proves Merkle integrity works: Any modification is instantly detectable Proofs are efficient: O(log n) data to verify any event Client-side verification is possible: No server trust required RFC 6962 is implementable: Certificate Transparency techniques apply to trading ❌ What It Doesn't Prove (Yet) Timestamp authority: Browser clock isn't authoritative External anchoring: The "anchor" is local, not on a blockchain Digital signatures: No private keys in this demo For production systems, you'd add OpenTimestamps or blockchain anchoring, HSM-backed Ed25519 signatures, and proper key management. Use Cases For Traders Understand how cryptographic audit trails work before demanding them from your broker. For Prop Firms Evaluate VCP integration without any commitment. See exactly what data structures look like. For Developers Fork the code, study the implementation, build your own verification tools. For Auditors Understand the mathematical guarantees that Merkle proofs provide. The Bigger Picture VCC Demo is part of the VeritasChain ecosystem: Component Purpose VCP The protocol specification VCC Cloud logging service (production) VCC Demo Browser-based reference implementation VCP Explorer Third-party verification UI The demo runs entirely client-side, but production VCC provides: Real external anchoring (OpenTimestamps, blockchain) Ed25519 digital signatures with HSM Multi-tenant API with authentication PostgreSQL storage with replication Try It Yourself 🔗 veritaschain.org/vcc/demo Click "Create Trade Flow" to generate 5 events Click "Create Merkle Anchor" to build the tree Go to "Verify" tab and select any event See the cryptographic proof in action Your data stays in your browser (IndexedDB). Refresh the page and it's still there. Click "Clear All Data" when you're done. Resources Live Demo: veritaschain.org/vcc/demo VCP Specification: github.com/veritaschain/vcp-spec GitHub Organization: github.com/veritaschain Website: veritaschain.org What's Next? We're actively seeking: Early Adopters: Prop firms and brokers interested in transparent audit trails Contributors: Developers who want to improve the protocol Feedback: What features would make this useful for you? Drop a comment below or reach out on GitHub. Disclaimer: VCC Demo is a reference implementation for educational purposes. It is not VC-Certified and does not constitute endorsement by the VeritasChain Standards Organization (VSO). The era of "trust me" is over. The era of "verify it yourself" has begun. #cryptography #javascript #fintech #opensource #trading 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 VeritasChain Standards Organization (VSO) Follow Developing global cryptographic standards for algorithmic & AI-driven trading. Maintainer of VeritasChain Protocol (VCP) — a tamper-evident audit layer designed for MiFID II, EU AI Act, and next-gener Location Tokyo, Japan Joined Dec 7, 2025 More from VeritasChain Standards Organization (VSO) Building Tamper-Proof Audit Trails: How VCP v1.1's Three-Layer Architecture Addresses €150M in Regulatory Failures # fintech # python # security # veritaschain Why Your Trading Algorithm Needs a Flight Recorder: Lessons from the 2025 Market Chaos # fintech # cryptography # security # algorithms Building the World's First Edge-Deployed Cryptographic Audit Trail for Algorithmic Trading # cloudflarechallenge # security # fintech # 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://docs.devcycle.com/platform/feature-flags/features | Features | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Targeting Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Features On this page Features Features are the main elements that you want to control or experiment with in your application. They can be anything from a new UI element to a backend algorithm. info When creating a Feature in DevCycle, you will be able to choose a Feature Type which will pre-fill some options in the Feature and help kick-start your usage of the Feature. Managing All Features on the Feature List Page The Feature List Page is where all of your Features can be viewed, edited, and filtered for search. This page will show all Features within the current Project. The Features list (sorted by created date ascending) has the following columns: Column Description Creator This will show the icon of the user who created this Feature. Feature type The selected type of the Feature. Use this to organize your Features. Status The Feature's Current Status . This indicates the Feature's current position in the Development LifeCycle . Name The Feature's name. This can be changed at any time by editing the Feature. Key This is the Feature's Key. Use this key to reference the Feature in the SDKs or APIs. Environments This displays which Environments have Targeting Enabled. If targeting is enabled in multiple Environments for a Feature, you can hover over the tag to see which Environments are active. Tags Tags are customizable labels that help you categorize Features. Edit Click this to edit on the row the Feature. Use the search input to search by Name, Key, Tag, or Description. The filters can be used to filter by Creator, Status, Type, or Staleness . Each column header can be clicked to sort the column. Kanban View On the Feature list page, users can switch between a List view and a Kanban-style view that displays Features grouped by their current Status , allowing teams to quickly visualize progress across the Feature lifecycle. In this view: Each column represents a Feature Status Each column header includes a total count of Features in each Status Features appear as cards within the column matching their current Status, and can be sorted within each column according to the selected sort option (for example, by name or last updated date) Columns are ordered based on the Status order defined in Project Settings Status colors are reflected in the column headers for quick visual scanning This view is intended for high-level lifecycle tracking and workflow management. Selecting a Feature card opens the Feature detail view for configuration, targeting, and Variable management. info To view another Project's Features, use the Project dropdown on the top of the Dashboard. Creating a New Feature From this page, you can create a Feature Flag by clicking "Create New Feature" or the + in the top bar. A screen for deciding your Feature Type will now appear. To read more about the Feature types and their uses, read DevCycle Feature Types . After choosing a type, the information modal will appear prompting you to enter the following information: Feature Name Enter a descriptive Feature name. Feature Key This key is how the Feature and its Variables will be referenced in code. (A key will be automatically suggested based on the entered name.) Description Optionally, you may choose to provide a detailed description of the Feature. Tags Tags are customizable labels that help you categorize Features. Jira Ticket ID(s) If your team has setup the DevCycle integration for Jira , you can link Jira tickets directly to Features within DevCycle, making the Feature status easily viewable within Jira. Initial Variable Key Initial Variable Key allows you to define an initial Variable key that can differ from the new Feature key name. As you type in the Feature Name, the Feature Key and the Initial Variable Key will mimic whatever input is entered in the Feature Name field formatted in kebab case. Initial Variable Type Initial Variable Type allows you to select the type of Variable for the initial Variable created along with your Feature (Boolean, JSON, String, or Number). Creating a New Feature with a Duplicate Initial Variable Key If a duplicate Variable key belonging to an unassociated Variable is submitted when creating a new Feature, this modal will appear that will allow you to re-associate the Variable to your new Feature. If the unassociated Variable key submitted is archived, a similar modal will appear with the option to unarchive the Variable & re-associate it to the new Feature. If you wish to unarchive & re-associate, click on the toggle and click Yes, Proceed . The Feature will be created along with the newly re-associated Variable. The Variations and corresponding Variable values will be populated depending on the Feature Type selected. If you attempt to use a duplicate Variable key belonging to a Variable that's associated with an existing Feature, the dashboard will return an error. Updating a Feature on the Feature Form The Feature form uses a tabbed layout, with Overview , Manage Feature , Data & Results , and Audit Log tabs. Feature Overview Tab The Feature Overview Tab provides a high-level overview of a Feature’s configuration and recent activity. It is the default view when navigating to a Feature and is intended to help users quickly assess the current state of a Feature without reviewing each section individually. The Overview Tab displays key information from across the Feature, including the following: Last Updated - Audit Log Card DevCycle surfaces the latest Audit Log entry, summarizing the most recent changes made to the Feature. To view the full diff, click View Details. note If Approval Workflows are enabled, and there is an active Change Request; this card will display the active Change request in lieu of the Audit Log card. Feature Settings & Status This section displays the Feature Settings (e.g. name, description, type, Maintainer, tags) and the Status of a Feature. Feature settings can be changed from the Manage Feature tab, click on the arrow on the upper right corner of the box to navigate to the Settings to edit. Feature Summary Markdown Section Each Feature includes a Feature Summary Markdown section on the Overview Tab that can be used to add internal documentation. This is helpful for capturing context like rationale behind the Feature, rollout checklists, or acceptance criteria. note For security reasons, links and images are not supported in this Markdown section. The content is editable directly from the Overview Tab by users with Member-level permissions or higher , allowing teams to store relevant notes directly alongside the Feature rather than relying on external documentation tools. To make the creation and editing of a useful Feature Summary easier, you also have the option to generate a Summary via AI . Next to the edit button there is a "Generate AI Summary" button that adds the details of your Feature to a prompt and uses AI to pull out relevant details. The goal with the AI generation is to make it easier to create and keep Summaries updated, because a quality Feature Summary helps to keep your team informed of your Feature's purpose, who it's targeting and other important details that may be lost with time. Reach The Reach section displays a version of the Feature Reach graph. The chart shows the aggregated count of evaluations of ALL Variables across ALL Environments and ALL SDKS. You can filter the evaluation data for different Environments and time ranges. For more granular filtering, click on the arrow on the top right of the section. Resources To support collaboration across tools, a Resources section is available on the Overview Tab for adding external links to tools like Notion, GitHub, or Figma. You can add a link along with a title, making it easier for teammates to find supporting context without switching tools. Edits can be made by users with Member-level permissions or higher . Variables Snapshot A read-only snapshot of all Variables associated with the Feature is displayed at the bottom of the Overview Tab. It includes the Variable status indicator, name, type, description, and any applied tags. This allows users to quickly audit how a Feature is structured without navigating to the full Feature form. Manage Feature Tab The Manage Feature tab is your central workspace for configuring and managing your Feature. It includes the Variables & Variations table, Targeting, Code Examples, Status Section, and Feature Settings. To learn more about each section, explore the following resources: Variables Variations Self-Targeting Targeting Status and LifeCycle To change the Feature settings including name, key, and type, description, tags, and Maintainer, navigate to the bottom of the Manage Feature Tab to the Settings section. Features can be assigned one or more Maintainers to indicate who is responsible for the Feature in the settings panel. By default, the creator of the Feature is set as the initial Maintainer. This is useful for clarifying accountability—for example, assigning both a product manager and a technical lead makes it clear who team members should go to if they have questions about the Feature. Data & Results Tab The Data & Results Tab houses the Feature Reach graph and the Experiment Results section. To learn more about this section of the Feature Form, review our Feature Reach and Metrics documentation. Audit Log Tab The Audit Log tracks all modifications made to a Feature. DevCycle captures the DevCycle user who made the change, a time stamp, and what was modified on each Feature save. For more information, review our Audit Log documentation. Archiving a Feature Archiving is the terminal state for Features that have reached the end of their lifecycle, were never implemented in code, or have become entirely obsolete. See Status & Lifecyle for more information on how to manage Feature Lifecycles in DevCycle. Upon Archive, the Feature is put into a read-only mode, and its Audit Logs are accessible and available for teams to review. All Variables will be archived along with the Feature but can be re-used and associated to other Features. All Variables in this Feature will begin to serve Default values in code. This action cannot be undone. To archive a Feature, either navigate to the Status section OR scroll to the very bottom of the Manage Feature tab and click the Archive button. You will be prompted to confirm archival of the Feature. Deleting a Feature We recommended that Feature deletion only be used for mistakes, as deletion permanently removes the Feature, its Variables and its Audit Log from DevCycle. This action cannot be undone. To delete, a Feature scroll to the very bottom of the Manage Feature tab and click the red Delete button. You will be prompted to confirm deletion. Edit this page Last updated on Jan 9, 2026 Previous Feature Types Next Variables Managing All Features on the Feature List Page Kanban View Creating a New Feature Creating a New Feature with a Duplicate Initial Variable Key Updating a Feature on the Feature Form Feature Overview Tab Manage Feature Tab Data & Results Tab Audit Log Tab Archiving a Feature Deleting a Feature DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://dev.to/realnamehidden1_61/how-do-you-handle-exceptions-globally-in-spring-boot-33md | How Do You Handle Exceptions Globally in Spring Boot? - 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 realNameHidden Posted on Dec 21, 2025 How Do You Handle Exceptions Globally in Spring Boot? # java # spring # springboot # interview Learn how to implement global exception handling in Spring Boot to build clean, consistent REST API error responses with practical Java examples. Introduction Imagine you’re calling a REST API from a frontend application. Instead of a clear error message like “User not found” , you suddenly receive a long stack trace or a generic 500 Internal Server Error . As a user, this is confusing. As a developer, it’s frustrating. This is where global exception handling in Spring Boot becomes essential. When developers start learning Java programming and Spring Boot, they often use try-catch blocks inside every controller. While this works initially, it quickly leads to messy code, duplicated logic, and inconsistent error responses. Spring Boot offers a clean, centralized way to handle all exceptions in one place. This approach improves code readability, API consistency, and overall application quality. In this blog, you’ll learn how global exception handling works in Spring Boot, why it’s important, and how to implement it using beginner-friendly Java 21 examples. Core Concepts What Is Exception Handling? An exception is an unexpected event that disrupts the normal flow of a program. Examples include: Invalid input from a client Requested resource not found Database connection failures Unauthorized access If exceptions are not handled properly, they can crash the application or expose sensitive internal details. What Is Global Exception Handling in Spring Boot? Global exception handling means managing all application errors from a single, centralized component instead of handling them individually in every controller. 👉 Analogy: Central Help Desk In a company, employees don’t solve every issue themselves—they report it to a central help desk that responds in a standard way. Global exception handling works the same way for your APIs. Spring Boot supports this using: @ExceptionHandler @ControllerAdvice or @RestControllerAdvice Why Use Global Exception Handling? Benefits: Cleaner and simpler controller code Consistent error responses across APIs Easier maintenance and scalability Improved security (no stack traces exposed) Better client experience This is why global exception handling in Spring Boot is considered a best practice for REST APIs. Code Examples (Java 21) Example 1: Global Handling of a Custom Exception Step 1: Create a Custom Exception public class ResourceNotFoundException extends RuntimeException { public ResourceNotFoundException(String message) { super(message); } } Enter fullscreen mode Exit fullscreen mode Step 2: Throw the Exception from a Controller @RestController @RequestMapping("/users") public class UserController { @GetMapping("/{id}") public String getUser(@PathVariable Long id) { if (id != 1) { throw new ResourceNotFoundException("User not found with id: " + id); } return "User found"; } } Enter fullscreen mode Exit fullscreen mode 📌 No try-catch blocks cluttering the controller. Step 3: Create a Global Exception Handler @RestControllerAdvice public class GlobalExceptionHandler { @ExceptionHandler(ResourceNotFoundException.class) public ResponseEntity<String> handleResourceNotFound(ResourceNotFoundException ex) { return ResponseEntity .status(HttpStatus.NOT_FOUND) .body(ex.getMessage()); } } Enter fullscreen mode Exit fullscreen mode ✅ Result: Centralized handling Clean controller code Proper HTTP status codes Example 2: Structured Error Response for Multiple Exceptions Create a Common Error Response Model import java.time.LocalDateTime; public record ErrorResponse( int status, String message, LocalDateTime timestamp ) {} Enter fullscreen mode Exit fullscreen mode Handle Multiple Exceptions Globally @RestControllerAdvice public class GlobalExceptionHandler { @ExceptionHandler({ IllegalArgumentException.class, MethodArgumentTypeMismatchException.class }) public ResponseEntity<ErrorResponse> handleBadRequest(Exception ex) { ErrorResponse errorResponse = new ErrorResponse( HttpStatus.BAD_REQUEST.value(), ex.getMessage(), LocalDateTime.now() ); return ResponseEntity .status(HttpStatus.BAD_REQUEST) .body(errorResponse); } } Enter fullscreen mode Exit fullscreen mode 📌 This ensures all error responses follow the same structure—ideal for frontend and API consumers. Best Practices Use @RestControllerAdvice for REST APIs It automatically returns JSON responses. Create custom exceptions for business errors Avoid throwing generic RuntimeException . Return meaningful HTTP status codes Use 400, 404, 401, and 500 appropriately. Do not expose stack traces to clients Log errors internally, return clean messages. Standardize error responses A common error format improves API usability. Common Mistakes to Avoid ❌ Handling exceptions inside every controller ❌ Returning 200 OK for error cases ❌ Exposing internal exception details ❌ Mixing business logic with error handling Conclusion Global exception handling in Spring Boot is a fundamental skill for building professional, production-ready applications. By centralizing error handling using @RestControllerAdvice , you keep your controllers clean, your APIs consistent, and your users informed. Instead of reacting to errors in multiple places, you define a single strategy that scales as your application grows. This approach is widely expected in real-world Spring Boot projects and technical interviews. If you’re learning Spring Boot or improving your REST API design, mastering global exception handling is a big step toward writing high-quality Java applications. 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 realNameHidden Follow Actively Looking For Work Youtube Channel Link : https://www.youtube.com/@realNameHiddenn Blog : https://idiotprogrammern.blogspot.com/ Location India Work Looking For Work email : realnamehiddenyt@gmail.com Joined Oct 23, 2021 More from realNameHidden How Virtual Threads Change the Way We Write Concurrent Java Code # java # thread # virtualthreads # multithreading How Does @Async Work Internally in Spring Boot? # java # interview # spring # springboot You Want Correlation IDs for Logging Across All Proxies — Here’s How to Do It in Apigee X # apigee # apigeex # gcp # interview 💎 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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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 # offtopic Follow Hide Off-topic discussions Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Don't Lose the Spark: Keeping Your Coding Passion Alive in a Leadership Role Raul Arroyo Raul Arroyo Raul Arroyo Follow Apr 5 '24 Don't Lose the Spark: Keeping Your Coding Passion Alive in a Leadership Role # programming # softwaredevelopment # softwareengineering # offtopic 1 reaction Comments 1 comment 5 min read These images are better than your AI images Jon Snow Jon Snow Jon Snow Follow Mar 28 '23 These images are better than your AI images # offtopic # webdev # javascript # programming 8 reactions Comments 1 comment 2 min read Thanks For 100 Followers! 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https://securitylab.github.com/enterprise/ | Resources | GitHub Security Lab skip to content / Security Lab Research Advisories CodeQL Wall of Fame Resources Events Get Involved Resources Open Source Community Enterprise / Security Lab Research Advisories CodeQL Wall of Fame Resources Open Source Community Enterprise Events Get Involved Resources Enterprise GitHub Security Lab is dedicated to community collaboration in order to improve open source security at scale, so that everyone – including enterprise organizations – benefits from a more secure open source ecosystem. CodeQL Wall of Fame The CodeQL Wall of Fame is a (non-exhaustive) list of vulnerabilities found in open source projects using CodeQL. Explore CodeQL Wall of Fame Advisory Database Understand and remediate potential security issues in the open source projects you use with GitHub’s free and open source vulnerability database. Explore Advisory Database Secure your GitHub Actions workflows Talk on securing your GitHub Actions In just 17 minutes, Jaroslav Lobacevski shares his knowledge about securing GitHub Actions, drawing from hands-on experience uncovering hundreds of real-world vulnerabilities. Topics include best practices of using third party actions, common pitfalls that lead to Remote Code Execution (RCE), and more. The talk wraps up with free tools to automate GitHub Actions security you can start using today. New tool to secure your GitHub Actions Introducing a new tool to monitor and control the permissions of the repository token for GitHub Actions, helping you apply the least-privilege principle by suggesting the minimum required permissions. Keeping your GitHub Actions and workflows secure Part 1: Preventing pwn requests Combining the pull_request_target workflow trigger with an explicit checkout of an untrusted Pull Request is a dangerous practice that may lead to repository compromise. Keeping your GitHub Actions and workflows secure Part 2: Untrusted input Every GitHub Actions workflow trigger comes with a GitHub context. Some of this data might be attacker controlled and should be treated as potentially untrusted input. Keeping your GitHub Actions and workflows secure Part 3: How to trust your building blocks By referencing an external action with the uses directive, you’re running third-party code and giving it access to computing time, secrets, and your repository token. Keeping your GitHub Actions and workflows secure Part 4: New vulnerability patterns and mitigation strategies While implementing CodeQL support for GitHub Actions workflows, we came across new patterns of insecure workflows. Learn how to identify and mitigate them. Latest articles See all articles Keeping your GitHub Actions and workflows secure Part 4: New vulnerability patterns and mitigation strategies While implementing CodeQL support for GitHub Actions workflows, we came across new patterns of insecure workflows. Learn how to identify and mitigate them. Security research without ever leaving GitHub Don't make me leave my development platform! Your security teams can perform security research without ever leaving GitHub: From code scanning to CVE via Codespaces and private vulnerability reporting. Gaining kernel code execution on an MTE-enabled Pixel 8 In this research nominated for the 2024 Pwnie award, Man Yue Mo gains arbitrary kernel code execution and root on an Android phone even with the Memory Tagging Extension (MTE) mitigation enabled. mTLS: When certificate authentication is done wrong Presented at Black Hat USA and DEFCON 2023, this research reveals interesting attacks on mTLS authentication. Read how mTLS systems can be vulnerable to user impersonation, privilege escalation, and information leakages. Build a secure code mindset with the GitHub Secure Code Game Are you happy with your security training? Try out our Secure Code Game, our hands-on and community-sourced security training, and build a secure code mindset for your developers. The little bug that couldn’t: Securing OpenSSL Improving the code security of widely used libraries like OpenSSL has a force multiplication effect for all of us. Read on to learn about the vulnerabilities, and how to use CodeQL to eliminate variants. Don't shoot the emissary Check out how we used CodeQL on NSA's Emissary open source project to find critical issues, and how the NSA leveraged GitHub code scanning and security advisories to address the issues. Product Features Security Team Enterprise Customer stories The ReadME Project Pricing Resources Roadmap Compare GitHub Platform Developer API Partners Atom Electron GitHub Desktop Support Docs Community Forum Professional Services GitHub Skills Status Contact GitHub Company About Blog Careers Press Inclusion Social Impact Shop GitHub Inc. © 2024 Terms Privacy Sitemap What is Git? Manage Cookies Do not share my personal information | 2026-01-13T08:49:33 |
https://dev.to/veritaschain/introducing-vcc-demo-a-browser-based-cryptographic-audit-trail-you-can-try-right-now-488a | Introducing VCC Demo: A Browser-Based Cryptographic Audit Trail You Can Try Right Now - 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 VeritasChain Standards Organization (VSO) Posted on Jan 2 Introducing VCC Demo: A Browser-Based Cryptographic Audit Trail You Can Try Right Now # javascript # react # blockchain # fintech TL;DR: We built a complete cryptographic verification system that runs entirely in your browser. Try it now at veritaschain.org/vcc/demo —no signup required. Why We Built This In 2024-2025, the proprietary trading industry witnessed an unprecedented collapse. Over 80 prop firms shut down, many amid accusations of manipulated evaluations and unverifiable trade execution. Traders had no way to independently verify that their trades were handled fairly. The core problem? Trust-based audit systems controlled by the entity being audited. The VeritasChain Protocol (VCP) offers a different approach: cryptographic proof over trust . Instead of asking "Do I trust this platform?", VCP enables anyone to ask "Can I mathematically verify this hasn't been tampered with?" Today, we're releasing VCC Demo —a fully functional, browser-based implementation that lets you experience this firsthand. Try It Now 🔗 veritaschain.org/vcc/demo No installation. No signup. No server. Everything runs in your browser. What You Can Do 1. Create Trading Events Simulate a complete trade lifecycle: SIG → ORD → ACK → EXE → CLS (Signal → Order → Acknowledged → Executed → Closed) Enter fullscreen mode Exit fullscreen mode Each event gets a cryptographic hash computed using SHA-256: 2. Build Merkle Trees Click "Create Merkle Anchor" to batch your events into an RFC 6962-compliant Merkle tree: [Root] │ ┌──────────┴──────────┐ │ │ [Node] [Node] │ │ ┌────┴────┐ ┌─────┴─────┐ │ │ │ │ [Leaf] [Leaf] [Leaf] [Leaf] Enter fullscreen mode Exit fullscreen mode The Merkle root is a single hash that commits to ALL events in the batch. Change any single bit of any event, and the root changes completely. 3. Verify Independently This is the "Verify, Don't Trust" moment. Select any anchored event and verify its inclusion: { "valid" : true , "certificate" : { "event_hash" : "91648f1e8ea266a9..." , "merkle_root" : "38a3d9ce3372bd5f..." , "merkle_proof" : [ { "hash" : "abc123..." , "position" : "right" }, { "hash" : "def456..." , "position" : "left" } ], "verification_method" : "RFC6962_MERKLE" } } Enter fullscreen mode Exit fullscreen mode The verification runs entirely in your browser. You don't need to trust our server—because there is no server. Under the Hood Technology Stack Component Technology Cryptography Web Crypto API (native) Merkle Tree RFC 6962 with domain separation Identifiers UUID v7 (time-ordered) Storage IndexedDB (browser-local) UI React 18 + Tailwind CSS Hosting GitHub Pages (static) VCP v1.1 Compliance VCC Demo implements the three-layer integrity architecture defined in VCP v1.1: Layer Component Implementation Layer 1 Event Hash SHA-256 via Web Crypto Layer 2 Merkle Tree RFC 6962 compliant Layer 3 External Anchor Simulated (demo) The Code Everything fits in a single 42KB HTML file. Here's the core Merkle verification: const verifyMerkleProof = async ( eventHash , merkleRoot , auditPath , leafIndex ) => { // Start with leaf hash (0x00 prefix per RFC 6962) let currentHash = await merkleHashLeaf ( eventHash ); // Walk up the tree for ( const step of auditPath ) { if ( step . position === ' left ' ) { currentHash = await merkleHashNode ( step . hash , currentHash ); } else { currentHash = await merkleHashNode ( currentHash , step . hash ); } } // If we arrive at the same root, proof is valid return currentHash === merkleRoot ; }; Enter fullscreen mode Exit fullscreen mode The domain separation (0x00 for leaves, 0x01 for internal nodes) prevents second-preimage attacks—a subtle but critical security detail. What This Demo Proves (And Doesn't) ✅ What It Proves Merkle integrity works: Any modification is instantly detectable Proofs are efficient: O(log n) data to verify any event Client-side verification is possible: No server trust required RFC 6962 is implementable: Certificate Transparency techniques apply to trading ❌ What It Doesn't Prove (Yet) Timestamp authority: Browser clock isn't authoritative External anchoring: The "anchor" is local, not on a blockchain Digital signatures: No private keys in this demo For production systems, you'd add OpenTimestamps or blockchain anchoring, HSM-backed Ed25519 signatures, and proper key management. Use Cases For Traders Understand how cryptographic audit trails work before demanding them from your broker. For Prop Firms Evaluate VCP integration without any commitment. See exactly what data structures look like. For Developers Fork the code, study the implementation, build your own verification tools. For Auditors Understand the mathematical guarantees that Merkle proofs provide. The Bigger Picture VCC Demo is part of the VeritasChain ecosystem: Component Purpose VCP The protocol specification VCC Cloud logging service (production) VCC Demo Browser-based reference implementation VCP Explorer Third-party verification UI The demo runs entirely client-side, but production VCC provides: Real external anchoring (OpenTimestamps, blockchain) Ed25519 digital signatures with HSM Multi-tenant API with authentication PostgreSQL storage with replication Try It Yourself 🔗 veritaschain.org/vcc/demo Click "Create Trade Flow" to generate 5 events Click "Create Merkle Anchor" to build the tree Go to "Verify" tab and select any event See the cryptographic proof in action Your data stays in your browser (IndexedDB). Refresh the page and it's still there. Click "Clear All Data" when you're done. Resources Live Demo: veritaschain.org/vcc/demo VCP Specification: github.com/veritaschain/vcp-spec GitHub Organization: github.com/veritaschain Website: veritaschain.org What's Next? We're actively seeking: Early Adopters: Prop firms and brokers interested in transparent audit trails Contributors: Developers who want to improve the protocol Feedback: What features would make this useful for you? Drop a comment below or reach out on GitHub. Disclaimer: VCC Demo is a reference implementation for educational purposes. It is not VC-Certified and does not constitute endorsement by the VeritasChain Standards Organization (VSO). The era of "trust me" is over. The era of "verify it yourself" has begun. #cryptography #javascript #fintech #opensource #trading 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 VeritasChain Standards Organization (VSO) Follow Developing global cryptographic standards for algorithmic & AI-driven trading. Maintainer of VeritasChain Protocol (VCP) — a tamper-evident audit layer designed for MiFID II, EU AI Act, and next-gener Location Tokyo, Japan Joined Dec 7, 2025 More from VeritasChain Standards Organization (VSO) Building Tamper-Proof Audit Trails: How VCP v1.1's Three-Layer Architecture Addresses €150M in Regulatory Failures # fintech # python # security # veritaschain Why Your Trading Algorithm Needs a Flight Recorder: Lessons from the 2025 Market Chaos # fintech # cryptography # security # algorithms Building the World's First Edge-Deployed Cryptographic Audit Trail for Algorithmic Trading # cloudflarechallenge # security # fintech # 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://opensource.org/board-member/gael-blondelle | Gaël Blondelle – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Gaël Blondelle Gaël Blondelle he/him Secretary Board Member Candidacy Period: January 1, 2024 – October 1, 2026 Type of Seat: Appointed Gaël is 50, based in Toulouse, France, and he is Chief Membership Officer of the Eclipse Foundation. He has been involved in the software industry for over 25 as a developer, a business developer, and an executive. Gaël started his open source career in 2004 as a co-founder of a European open source startup that was a founding member of OW2, before joining the Eclipse Foundation 10 years ago, to dedicate all his time and energy to building bridges between individuals, small companies, larger organizations, and research institutions, mainly in Europe. Recently, Gaël has been leading several strategic initiatives, starting from being a leader in moving the Eclipse Foundation to Europe in 2020, and including the creation of the OSPO Alliance, the open and transparent initiative, helping companies discover and better understand open source, and approach the creation of an OSPO. The OSPO Alliance was founded by several European non profit organizations, with a specific goal to help all sorts of companies (and not only big tech companies) grow their skills in open source in order to benefit more from open source, and to become more influential in the different open source ecosystems. In 2021 and 2022, Gaël has been the program chair for OpenSource Experience in Paris, which is one of the main Open Source events in Europe. In his keynote at the 2023 OFE Policy Summit, Gaël called for more involvement of large companies in the global open source ecosystem, not only as users, but as supporters, protectors and leaders of open source as an innovation model. How the candidate will contribute to the board Gaël will contribute to the OSI board on three main topics: – Over the last 5 years, open source has been threatened by organizations that want to use the term “open source” to name licenses that are not OSI approved and don’t comply with the OSD. As more and more people and organizations claim to be doing open source, some of them lose sight of the OSD, and how the capability to use, study, modify and redistribute code enables the free flow of technology worldwide and enables better collaboration and faster innovation. As a board member, Gaël wants to help the OSI reinforce its position as the trusted organization that holds the definition of open source. This covers two aspects: First, we need to educate newcomers, including large open source user companies such from the traditional industry, to the values of open source and how they provide the foundation for successful collaboration. Second, we need to make sure that the words “open source” refer to the OSD, are not diverted for the benefit of companies that develop strong vendor lock-in on their OSS technologies, or want to monetize their patent portfolio. – More and more regulations directly or indirectly address open source, and can have unintended consequences on the global open source ecosystem. We have a strong example with the CRA in Europe. Specific organizations, like OpenForum Europe, advocate for open source in their region. Regularly, we hear key stakeholders telling us that the open source community doesn’t fight enough for its interests. OSI is already significatively active on policy topics, but I want to support OSI as a board member in leading on policy topics, and in coordinating the specialized think tanks across geographies. – As a European, I support the idea that open source can be a powerful instrument for digital sovereignty. This is not only true in Europe but in all other places. And this is not about protectionism but about a super power of open source technologies: With open source, every country, every geography can move the needle from having access to proprietary software to training the skilled people to adopt, use, and improve OSS technologies. I think that the OSI should play a stronger role in promoting this worldwide. Why the candidate should be elected For the last ten years in his position at the Eclipse Foundation, Gael has been helping dozens of projects establish themselves within the Eclipse community, along with helping many companies, large and small, adopt, use, and sustainably succeed with open source. When bootstrapping the OSPO Alliance, Gaël has demonstrated to have the right set of values to work for the interest of the global open source ecosystem. Finally, as a European software engineer, concretely involved in growing adoption of open source by different stakeholders that are not only new to open source, but sometimes new to software, Gaël brings concrete ideas on the three main topics listed before to help grow the visibility of the OSI to a new group of organizations. Thanks for your time in reading this. If you have any questions, you can contact Gaël on Mastodon or LinkedIn. Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. 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https://docs.devcycle.com/platform/feature-flags/features | Features | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up Home Getting Started Essentials DevCycle Overview Key Features System Architecture Feature Hierarchy Feature Types Platform Feature Flags Features Variables and Variations Targeting Status and Lifecycle Stale Feature Notifications Experimentation Account Management Security and Guardrails Testing and QA Extras Examples Platform Feature Flags Features On this page Features Features are the main elements that you want to control or experiment with in your application. They can be anything from a new UI element to a backend algorithm. info When creating a Feature in DevCycle, you will be able to choose a Feature Type which will pre-fill some options in the Feature and help kick-start your usage of the Feature. Managing All Features on the Feature List Page The Feature List Page is where all of your Features can be viewed, edited, and filtered for search. This page will show all Features within the current Project. The Features list (sorted by created date ascending) has the following columns: Column Description Creator This will show the icon of the user who created this Feature. Feature type The selected type of the Feature. Use this to organize your Features. Status The Feature's Current Status . This indicates the Feature's current position in the Development LifeCycle . Name The Feature's name. This can be changed at any time by editing the Feature. Key This is the Feature's Key. Use this key to reference the Feature in the SDKs or APIs. Environments This displays which Environments have Targeting Enabled. If targeting is enabled in multiple Environments for a Feature, you can hover over the tag to see which Environments are active. Tags Tags are customizable labels that help you categorize Features. Edit Click this to edit on the row the Feature. Use the search input to search by Name, Key, Tag, or Description. The filters can be used to filter by Creator, Status, Type, or Staleness . Each column header can be clicked to sort the column. Kanban View On the Feature list page, users can switch between a List view and a Kanban-style view that displays Features grouped by their current Status , allowing teams to quickly visualize progress across the Feature lifecycle. In this view: Each column represents a Feature Status Each column header includes a total count of Features in each Status Features appear as cards within the column matching their current Status, and can be sorted within each column according to the selected sort option (for example, by name or last updated date) Columns are ordered based on the Status order defined in Project Settings Status colors are reflected in the column headers for quick visual scanning This view is intended for high-level lifecycle tracking and workflow management. Selecting a Feature card opens the Feature detail view for configuration, targeting, and Variable management. info To view another Project's Features, use the Project dropdown on the top of the Dashboard. Creating a New Feature From this page, you can create a Feature Flag by clicking "Create New Feature" or the + in the top bar. A screen for deciding your Feature Type will now appear. To read more about the Feature types and their uses, read DevCycle Feature Types . After choosing a type, the information modal will appear prompting you to enter the following information: Feature Name Enter a descriptive Feature name. Feature Key This key is how the Feature and its Variables will be referenced in code. (A key will be automatically suggested based on the entered name.) Description Optionally, you may choose to provide a detailed description of the Feature. Tags Tags are customizable labels that help you categorize Features. Jira Ticket ID(s) If your team has setup the DevCycle integration for Jira , you can link Jira tickets directly to Features within DevCycle, making the Feature status easily viewable within Jira. Initial Variable Key Initial Variable Key allows you to define an initial Variable key that can differ from the new Feature key name. As you type in the Feature Name, the Feature Key and the Initial Variable Key will mimic whatever input is entered in the Feature Name field formatted in kebab case. Initial Variable Type Initial Variable Type allows you to select the type of Variable for the initial Variable created along with your Feature (Boolean, JSON, String, or Number). Creating a New Feature with a Duplicate Initial Variable Key If a duplicate Variable key belonging to an unassociated Variable is submitted when creating a new Feature, this modal will appear that will allow you to re-associate the Variable to your new Feature. If the unassociated Variable key submitted is archived, a similar modal will appear with the option to unarchive the Variable & re-associate it to the new Feature. If you wish to unarchive & re-associate, click on the toggle and click Yes, Proceed . The Feature will be created along with the newly re-associated Variable. The Variations and corresponding Variable values will be populated depending on the Feature Type selected. If you attempt to use a duplicate Variable key belonging to a Variable that's associated with an existing Feature, the dashboard will return an error. Updating a Feature on the Feature Form The Feature form uses a tabbed layout, with Overview , Manage Feature , Data & Results , and Audit Log tabs. Feature Overview Tab The Feature Overview Tab provides a high-level overview of a Feature’s configuration and recent activity. It is the default view when navigating to a Feature and is intended to help users quickly assess the current state of a Feature without reviewing each section individually. The Overview Tab displays key information from across the Feature, including the following: Last Updated - Audit Log Card DevCycle surfaces the latest Audit Log entry, summarizing the most recent changes made to the Feature. To view the full diff, click View Details. note If Approval Workflows are enabled, and there is an active Change Request; this card will display the active Change request in lieu of the Audit Log card. Feature Settings & Status This section displays the Feature Settings (e.g. name, description, type, Maintainer, tags) and the Status of a Feature. Feature settings can be changed from the Manage Feature tab, click on the arrow on the upper right corner of the box to navigate to the Settings to edit. Feature Summary Markdown Section Each Feature includes a Feature Summary Markdown section on the Overview Tab that can be used to add internal documentation. This is helpful for capturing context like rationale behind the Feature, rollout checklists, or acceptance criteria. note For security reasons, links and images are not supported in this Markdown section. The content is editable directly from the Overview Tab by users with Member-level permissions or higher , allowing teams to store relevant notes directly alongside the Feature rather than relying on external documentation tools. To make the creation and editing of a useful Feature Summary easier, you also have the option to generate a Summary via AI . Next to the edit button there is a "Generate AI Summary" button that adds the details of your Feature to a prompt and uses AI to pull out relevant details. The goal with the AI generation is to make it easier to create and keep Summaries updated, because a quality Feature Summary helps to keep your team informed of your Feature's purpose, who it's targeting and other important details that may be lost with time. Reach The Reach section displays a version of the Feature Reach graph. The chart shows the aggregated count of evaluations of ALL Variables across ALL Environments and ALL SDKS. You can filter the evaluation data for different Environments and time ranges. For more granular filtering, click on the arrow on the top right of the section. Resources To support collaboration across tools, a Resources section is available on the Overview Tab for adding external links to tools like Notion, GitHub, or Figma. You can add a link along with a title, making it easier for teammates to find supporting context without switching tools. Edits can be made by users with Member-level permissions or higher . Variables Snapshot A read-only snapshot of all Variables associated with the Feature is displayed at the bottom of the Overview Tab. It includes the Variable status indicator, name, type, description, and any applied tags. This allows users to quickly audit how a Feature is structured without navigating to the full Feature form. Manage Feature Tab The Manage Feature tab is your central workspace for configuring and managing your Feature. It includes the Variables & Variations table, Targeting, Code Examples, Status Section, and Feature Settings. To learn more about each section, explore the following resources: Variables Variations Self-Targeting Targeting Status and LifeCycle To change the Feature settings including name, key, and type, description, tags, and Maintainer, navigate to the bottom of the Manage Feature Tab to the Settings section. Features can be assigned one or more Maintainers to indicate who is responsible for the Feature in the settings panel. By default, the creator of the Feature is set as the initial Maintainer. This is useful for clarifying accountability—for example, assigning both a product manager and a technical lead makes it clear who team members should go to if they have questions about the Feature. Data & Results Tab The Data & Results Tab houses the Feature Reach graph and the Experiment Results section. To learn more about this section of the Feature Form, review our Feature Reach and Metrics documentation. Audit Log Tab The Audit Log tracks all modifications made to a Feature. DevCycle captures the DevCycle user who made the change, a time stamp, and what was modified on each Feature save. For more information, review our Audit Log documentation. Archiving a Feature Archiving is the terminal state for Features that have reached the end of their lifecycle, were never implemented in code, or have become entirely obsolete. See Status & Lifecyle for more information on how to manage Feature Lifecycles in DevCycle. Upon Archive, the Feature is put into a read-only mode, and its Audit Logs are accessible and available for teams to review. All Variables will be archived along with the Feature but can be re-used and associated to other Features. All Variables in this Feature will begin to serve Default values in code. This action cannot be undone. To archive a Feature, either navigate to the Status section OR scroll to the very bottom of the Manage Feature tab and click the Archive button. You will be prompted to confirm archival of the Feature. Deleting a Feature We recommended that Feature deletion only be used for mistakes, as deletion permanently removes the Feature, its Variables and its Audit Log from DevCycle. This action cannot be undone. To delete, a Feature scroll to the very bottom of the Manage Feature tab and click the red Delete button. You will be prompted to confirm deletion. Edit this page Last updated on Jan 9, 2026 Previous Feature Types Next Variables Managing All Features on the Feature List Page Kanban View Creating a New Feature Creating a New Feature with a Duplicate Initial Variable Key Updating a Feature on the Feature Form Feature Overview Tab Manage Feature Tab Data & Results Tab Audit Log Tab Archiving a Feature Deleting a Feature DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:33 |
https://opensource.org/blog/sustaining-open-source-the-next-25-years-depend-on-what-we-do-together-now | Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu November 18, 2025 News Ruth Suehle Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now At an event earlier this year, I heard someone describe the sustainability challenges we’re facing as, “open source is suffering from its own success,” and it’s true. The ecosystem that once thrived on volunteer collaboration now faces existential questions of regulation, funding, and sustainability. The good news is that these are solvable problems with solutions based on the thing we know best: community. Think back to when the term “Open Source” was coined in 1998–if you were around to remember it! It was a technologically very different time, transitioning from sharing 3.5” floppies to burning CDs. (For a good chuckle, ask the nearest teenager how to “burn a CD.”) We were communicating over a still-nascent Internet, which we were just getting over calling the “information superhighway.” And not only were we building the roads of that highway, we were building the cars while we were driving down those unfinished roads. We were focused on code and solving immediate problems. The open source community built the foundation of the modern digital world quietly, in pieces, often siloed from other pieces that should have been more closely connected. Now as the default building blocks for modern software, powering finance, health care, the next generation of AI technology, and everything in between, we’re discovering that success brought new responsibilities […insert your own Spider-Man reference]. Our continued success now means not only the success of open source, but the health and continuity of all software development. That means we now have to be working not only on the code, but also addressing new security challenges, supporting open source in the software supply chain, navigating global regulation, and caring for the continued health of the people and projects we depend on every day. The methods that got us through the first quarter-century—volunteer energy, good-faith collaboration, and a handful of well-meaning corporate sponsors—won’t carry us through the next one without intention and attention. Last month at All Things Open, I moderated a session on sustainability , and a year ago at the same event, I spoke about the history and future of open source . If there’s one theme binding those conversations, it’s this: sustainability isn’t a synonym for money. It includes funding, but it’s also about people, governance, trust, and shared responsibility. Money doesn’t automatically become sustainability any more than a grocery list becomes dinner. Someone still has to cook. So what does sustainability really look like? First, we need money and labor. We’ve gotten a lot better at learning ways to get funds into projects, starting with the many foundations and fiscal hosts, then things like sponsorship programs and grants, and there are several new structures coming along. That matters. (A lot!) But money doesn’t fix bugs; people do. If your company relies on projects, you should be investing employee time in contributing to them. Embed contribution into job descriptions and performance goals. Celebrate and reward upstream work. If you can’t staff it, fund it, and fund more than just development: release engineering, security response, governance, documentation, and all the parts that go into a successful project. A healthy ecosystem needs both payroll and pull requests. Second, we must collaborate across projects, foundations, companies, and governments. For years, foundations operated like friendly neighboring islands (with the occasional archipelago), and for a long time, that was just fine. Now, with security, compliance, and policy under bright lights, isolation is a liability. Efforts like the OSI’s Open Policy Alliance and inter-foundation working groups show what happens when we stop competing for attention and start coordinating for impact. We don’t need five different groups solving the same regulatory puzzle alone; we need one well-lit table where we work the puzzle together. Third, companies must participate with intention. I’ve spent most of my career helping organizations do exactly that, first in Red Hat’s OSPO and now at SAS as Director of Open Source. The playbook is straightforward: know what you use, how you use it, and how you’ll give back. Build an OSPO or an equivalent function to make contribution, compliance, and community part of how you ship software. Treat upstream health as a product dependency, because it is. Replenish what you draw from the ecosystem in code, time, and resources, and do it in ways that preserve vendor neutrality and community trust. Fourth, we have to get serious about shared services and shared expertise. Some will, but not every project or foundation needs its own bespoke policy shop, security team, or event engine. We talk a lot about “don’t fork the code unless you must”; the same wisdom applies to operations. Pooling services across neutral organizations saves money, reduces duplicated effort, and raises quality. It’s also a sustainability strategy: expertise survives personnel changes when it’s institutional, not individual. Fifth, we should plan for software’s full lifecycle. Sustainability isn’t just how a project starts and grows; it’s also how it pauses, transfers, or ends. “Open source estate planning” sounds unromantic, but it’s an act of care. Communities are made of humans, not code, so clear governance, dependency transparency, hand-off plans, and archival practices ensure that neither users nor contributors are stranded when life happens. The best time to write those plans was yesterday; the second-best time is before your next release. And finally, we must invest in the next generation , but not only in computer science students. The open source ecosystem thrives on its non-code contributions: community leadership, communications, design, security triage, documentation, release management, and more. We should partner with universities and nonprofits to bring more people into real projects across disciplines. But there’s no reason to limit our outreach to students. Organizations looking for ways to contribute are full of people with all of those skills that we could be welcoming into the open source world. But it’ll take effort on the part of us already here to teach them the ways of community and collaboration. Gatekeeping is easy. Mentoring is harder, but far more powerful. I know all of this can feel big. So let’s make it small and actionable. If you’re a developer , open one issue that improves a dependency you use every day, or review one PR from a new contributor. If you lead a team , whether code-producing or other skills, set aside regular time for upstream work and make it visible in their performance reviews. If you manage budgets , fund the backbone, including CI, security audits, release work, documentation, and travel support for maintainers. If you work at a foundation , pick one service you do well—policy, security response, or events—and offer it as a shared capability to others or a hub of collaboration between organizations. If you’re an educator or student , connect coursework to real projects and teach collaboration alongside code. As President of the Apache Software Foundation , a member of the OSI Board, and the director of an OSPO, I get to see this ecosystem from multiple vantage points. The through-line is simple: community is the foundation . We don’t have software without code, but we don’t have durable code without strong communities. When we share, teach, and build together, good things follow: more secure software, fewer burned-out maintainers, better governance, wiser policy. So here’s my invitation, my request: find “one more.” One more maintainer to support, one more colleague to mentor, one more policy conversation to join, one more project to help document or secure. If everyone reading this helps even one more person become an open source contributor in any role, we’ll double our community faster than any grant ever could. Open source has never been just about code. It’s about curiosity, generosity, and the belief that collaboration makes better things and better people. The next few years will test that belief as never before. But if we do what we’ve always done best—show up, share the work, and care for each other—we won’t just sustain open source. We’ll sustain the spirit that started it and ensure the success we’ve built continues for the good of the modern world. Must-See Recordings Now Available Open letter: Harnessing open source AI to advance digital sovereignty Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! 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https://dev.to/voxel51/the-neurlps-2024-preshow-naturalbench-evaluating-vision-language-models-on-natural-adversarial-30kb | NeurlPS 2024 - NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples - 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 Jimmy Guerrero for Voxel51 Posted on Dec 5, 2024 • Edited on Dec 10, 2024 NeurlPS 2024 - NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples # computervision # machinelearning # datascience # ai Check out Harpreet Sahota 's conversation with Zhiqiu Lin about his NeurIPS 2024 paper, “NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples”. Complete interview and discussion on YouTube Blog Post Research Paper Heading to NeurIPS in Vancouver next week? Visit the Voxel51 crew at booth #415! 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 Voxel51 Follow More from Voxel51 Elderly Action Recognition: No One Should Age Alone, AI’s Promise for the Next Generation of Elders # computervision # ai # machinelearning # datascience Journey into Visual AI: Exploring FiftyOne Together — Part IV Model Evaluation # computervision # machinelearning # ai # datascience How to Tame Your (Data) Dragon # computervision # ai # machinelearning # datascience 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/ioweb_961ddefd53bd65fce97 | Aditya - 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 Aditya 404 bio not found Joined Joined on Nov 20, 2025 More info about @ioweb_961ddefd53bd65fce97 Post 51 posts published Comment 0 comments written Tag 0 tags followed The Enterprise Advantage of Angular Web Apps Aditya Aditya Aditya Follow Dec 22 '25 The Enterprise Advantage of Angular Web Apps Comments Add Comment 2 min read A Strategic Guide to Hire Angular Developers Aditya Aditya Aditya Follow Dec 22 '25 A Strategic Guide to Hire Angular Developers # interview # career # typescript # angular Comments Add Comment 2 min read Selecting the Right Angular Development Company for Your Vision Aditya Aditya Aditya Follow Dec 22 '25 Selecting the Right Angular Development Company for Your Vision Comments Add Comment 2 min read The Non-Negotiable Art of App Quality Assurance Aditya Aditya Aditya Follow Dec 22 '25 The Non-Negotiable Art of App Quality Assurance # performance # testing # ux Comments Add Comment 3 min read Why Global Enterprises are Choosing AI Development Companies in Pune Aditya Aditya Aditya Follow Dec 17 '25 Why Global Enterprises are Choosing AI Development Companies in Pune Comments Add Comment 2 min read Maximizing ROI with Intelligent Agent Development Services Aditya Aditya Aditya Follow Dec 17 '25 Maximizing ROI with Intelligent Agent Development Services Comments Add Comment 2 min read The Future of Automation: Partnering with a Self-Learning AI Agents Company Aditya Aditya Aditya Follow Dec 17 '25 The Future of Automation: Partnering with a Self-Learning AI Agents Company Comments Add Comment 2 min read The Strategic Advantage of Open Source AI Agent Platforms Aditya Aditya Aditya Follow Dec 17 '25 The Strategic Advantage of Open Source AI Agent Platforms Comments Add Comment 3 min read Maximizing Efficiency with Professional Automation Testing Services Aditya Aditya Aditya Follow Dec 12 '25 Maximizing Efficiency with Professional Automation Testing Services Comments Add Comment 3 min read Elevating Quality and Trust Through Strategic Software QA Testing Aditya Aditya Aditya Follow Dec 12 '25 Elevating Quality and Trust Through Strategic Software QA Testing Comments Add Comment 3 min read Accelerating Delivery with a Robust CI/CD Pipeline Setup Aditya Aditya Aditya Follow Dec 12 '25 Accelerating Delivery with a Robust CI/CD Pipeline Setup Comments Add Comment 3 min read Mastering the Cloud - Why Every Business Needs a Cloud Architecture Expert Aditya Aditya Aditya Follow Dec 12 '25 Mastering the Cloud - Why Every Business Needs a Cloud Architecture Expert Comments Add Comment 3 min read The Next Frontier: Scaling with Autonomous Agent AI Services Aditya Aditya Aditya Follow Dec 9 '25 The Next Frontier: Scaling with Autonomous Agent AI Services # agents # saas # automation # ai Comments Add Comment 3 min read Orchestrating Intelligence: The Power of Multi-Agent AI Development Aditya Aditya Aditya Follow Dec 9 '25 Orchestrating Intelligence: The Power of Multi-Agent AI Development # agents # ai # architecture 1 reaction Comments Add Comment 3 min read Governance and Control: How to Stop Agentic AI Tools 2025 Aditya Aditya Aditya Follow Dec 9 '25 Governance and Control: How to Stop Agentic AI Tools 2025 Comments Add Comment 3 min read The Creator's Guide: Mapping the Workflow for Building AI Agent Systems Aditya Aditya Aditya Follow Dec 9 '25 The Creator's Guide: Mapping the Workflow for Building AI Agent Systems Comments Add Comment 3 min read Cloud Velocity: Leveraging AWS DevOps Services for Zero-Downtime SaaS Aditya Aditya Aditya Follow Dec 8 '25 Cloud Velocity: Leveraging AWS DevOps Services for Zero-Downtime SaaS Comments Add Comment 3 min read The Three Phases of High-Velocity SaaS Platform Development Aditya Aditya Aditya Follow Dec 8 '25 The Three Phases of High-Velocity SaaS Platform Development Comments Add Comment 3 min read Shared Resources, Isolated Data: The Power of Multi-Tenant SaaS Aditya Aditya Aditya Follow Dec 8 '25 Shared Resources, Isolated Data: The Power of Multi-Tenant SaaS Comments Add Comment 3 min read The Strategic Choice: Partnering with a SaaS Development Company Aditya Aditya Aditya Follow Dec 8 '25 The Strategic Choice: Partnering with a SaaS Development Company Comments Add Comment 3 min read The Paradigm Shift: Key Differences in Agentic AI vs Traditional AI Development Aditya Aditya Aditya Follow Dec 8 '25 The Paradigm Shift: Key Differences in Agentic AI vs Traditional AI Development Comments Add Comment 4 min read Autonomy and Action: Understanding What is Agentic AI in Simple Terms? 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https://opensource.org/press-mentions#content | Press mentions – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Press mentions December 24, 2025 Where code meets community China Daily From AI to embodied intelligence, COSCon 2025 revealed how open source thrives through shared ideas, volunteer effort and cross-border cooperation. Beyond technical frontiers, Jiang also reflected COSCon’s growing international reach. Overseas guests included representatives from organizations such as the Open Source Initiative, OpenChain, and Open-UK, making this year’s gathering the largest to date in terms of international participation. December 16, 2025 Open Source: Inside 2025’s 4 Biggest Trends The New Stack While the open source AI definition remains controversial, and very few AI projects fully qualify as open source by the strict requirements of the Open Source Initiative (OSI) AI definition, AI remains built on a foundation of open source software. The debate over open weights, data and training code will continue, but even the most proprietary large language models (LLMs) couldn’t exist without open source programs. December 15, 2025 As Meta fades in open-source AI, Nvidia senses its chance to lead As lead author Shayne Longpr and team pointed out, “The Open Source Initiative defines open source AI models as those which have open model weights, but also ‘sufficiently detailed information about their [training] data’,” adding, “Without training data disclosure, a released model is considered ‘open weight’ rather than ‘open source’.” December 9, 2025 ‘Source available’ is not open source (and that’s okay) Dries Buytaert Look, the term “open source” has a specific, shared meaning. It is not a loose idea and not something you can repurpose for marketing. Thousands of people shaped that definition over decades. Ignoring that work means benefiting from the community while setting aside its rules. December 8, 2025 DHH & Open Source Matt Mullenweg Myself and other “Actually Open Source” leaders (including DHH) who release software under licenses that meet a common definition of Open Source benefit from decades of prior art and an incredible foundation that lays out the philosophy and definition of what defines open source. October 20, 2025 Why transparency alone doesn’t make software truly open: a deep dive XDA If you want to know whether something is truly open-source, the license tells the story. OSI-approved licenses such as GPLv3, MIT, or Apache 2.0 allow unrestricted use, modification, and redistribution. Any license that adds caveats, like prohibiting commercial use, disqualifies it from being open-source. It may still be source-available, but it doesn’t carry the same freedoms. September 26, 2025 Why pgEdge ‘Ripped the Band-Aid Off’ To Go Totally Open Source After a number of notable moves to make software proprietary, some companies are insisting on Open Source Initiative-approved software licenses. “We had some trepidation about that. It turns out, our fears were maybe a little bit unfounded, not entirely unfounded, but a little unfounded. And meanwhile, we knew that there were some customers who really didn’t want to look at our technology unless it was open source, capital ‘O,’ capital ‘S,’ with an OSI-approved license,” Merrick said. September 16, 2025 ETSI Elects Three Prominent Leaders to Drive the Creation of New Standards under the EU Cyber Resilience Act ETSI ETSI is pleased to announce it has elected three new officials to lead EUSR Working Group within TC CYBER, a standardisation working group to support the EU Cyber Resilience Act. In response to a request from the European Commission in early June of this year, ETSI is facilitating the harmonisation of cybersecurity standards for digital products across the EU. Its three new appointments, Sandra Feliciano (Chair), Dr George Sharkov (Vice-Chair), and Simon Phipps (Vice-Chair) bring a wealth of diverse expertise in standardisation, conformity assessment, SMEs and open source software development. September 16, 2025 The Open Source Initiative’s executive director departs – what it means for the OSAID debate ZDNET Stefano Maffulli, the group’s first executive director, is set to step down in October to pursue work in open-source AI and data governance. Under Maffulli’s leadership since 2021, OSI moved from a volunteer-centric group to a globally recognized nonprofit, notably releasing the Open Source AI Definition (OSAID) 1.0, which, like the name suggests, established a standard for open-source AI licensing. September 3, 2025 What Is Open Source AI Anyway? The New Stack At the Open Source Summit in Amsterdam, I sat down with Maffulli to talk about the current state of the discussion. He noted that not only has the conversation started but that the definition has become a tool for the OSI to engage with politicians, including the European Commission, where the AI Act, for example, will go into full effect in August 2026. August 26, 2025 No, Grok 2.5 has not been open-sourced. Here’s how you can tell ZDNET Leaving aside the Open Source Initiative (OSI) Open Source AI Definition (OSAID), which Grok doesn’t come close to meeting, the code also fails by the more broadly accepted open-source definitions. August 20, 2025 GPT-5 is getting all the buzz. But the new open models of AI matter more Fortune According to our partners at the Open Source Initiative (OSI), open source AI means anyone can look at how the model works, change it, use it, and share it freely without needing to ask for permission. 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https://dev.to/chefgs/automate-kubernetes-deployment-using-terraform-and-github-actions-3m5c | Automate Kubernetes Deployment using Terraform and GitHub Actions - 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 Saravanan Gnanaguru Posted on May 22, 2023 • Edited on Dec 13, 2023 Automate Kubernetes Deployment using Terraform and GitHub Actions # githubhack23 # terraform # kubernetes # githubactions Terraform Tutorials (8 Part Series) 1 Developing Terraform Custom Provider for Terraform v0.12 2 Create Apache Web Server in AWS Using Terraform ... 4 more parts... 3 Create and Configure Google Cloud Instance using Terraform and Chef 4 How to Develop a Custom Provider in Terraform v0.13+ 5 Create AWS Infrastructure using CDK for Terraform 6 Deploy Kubernetes Resources in Minikube cluster using Terraform 7 Create Amazon EKS Cluster using Terraform Module 8 Automate Kubernetes Deployment using Terraform and GitHub Actions Automate Kubernetes Deployment using Terraform and GitHub Actions What I built I've created Terraform code that will create a namespace and deploys the Nginx server in the minikube cluster and TF code verification and deployment has been automated using GitHub actions How I built Created a GitHub Actions workflow using the Marketplace Github actions plugins, actions/checkout@v2.5.0 -> to Checkout the code medyagh/setup-minikube@v0.0.13 -> to setup minikube Azure/setup-kubectl@v3 -> to setup kubectl hashicorp/setup-terraform@v2.0.2 -> to setup terraform This workflow can be used in development environments, in which an Infra developer can create the Terraform code to deploy kubernetes workload. Once after creating the tf code, the developer can trigger the Terraform workflow, that will do the CI for Terraform code, and deploy the infra in minikube . The kube config context has been created as a variable in Terraform, so it can be overridden with other Kubernetes Cluster config and contexts from Cloud providers like Amazon EKS or Azure AKS or GCP GKE Clusters. Category Submission DIY Deployments App Link Source code for the Repo is available here Github Action Workflow Yaml Screenshots Description Triggering the Workflow This workflow can be triggered from the actions tab, by providing the Terraform code directory as an input (Refer the screenshot above). So it will run the below steps in the directory provided as input, Workflow installs, minikube , kubectl and terraform CLI executables needed to be used by the rest of workflow It runs terraform init command to download the kubernetes provider Then runs terraform validate command to check the tf code is valid or not After that it runs, terraform plan and terraform apply commands and performs the Kubernetes namespace creation and deploys the nginx server. Workflow also has terraform destroy command, that deletes the kubernetes infra created in the workflow Workflow Dispatch This workflow uses, workflow_displatch Github feature - It is the sub block inside the on event triggering block, in which we can specify what are the inputs needed to trigger the workflow. In the on event block workflow_dispatch section, we will be adding the inputs directory path, on which we are going to run our Terraform code validation It is defaulted to the 'kubernetes' directory present in the repo for the ease of demo purpose. Link to Source Code Source code for the Repo is available here Github Action Workflow Log Github Action Workflow Yaml Permissive License MIT License Background As mentioned earlier, This workflow (or pipeline) can be configured for testing the terraform code pushed by DevOps engineers/SREs/Developers, and can be triggered whenever there is new tf code is pushed into a specific branch for Kubernetes workload management Additional Resources/Info Terraform Kubernetes Provider Workflow Dispatch Inputs Jobs Terraform Market place Action Terraform Tutorials (8 Part Series) 1 Developing Terraform Custom Provider for Terraform v0.12 2 Create Apache Web Server in AWS Using Terraform ... 4 more parts... 3 Create and Configure Google Cloud Instance using Terraform and Chef 4 How to Develop a Custom Provider in Terraform v0.13+ 5 Create AWS Infrastructure using CDK for Terraform 6 Deploy Kubernetes Resources in Minikube cluster using Terraform 7 Create Amazon EKS Cluster using Terraform Module 8 Automate Kubernetes Deployment using Terraform and GitHub Actions Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Saravanan Gnanaguru Follow Cloud DevOps and Infra as Code Location India Pronouns he/him Work Architect Joined Dec 29, 2019 More from Saravanan Gnanaguru My new blog on Docker and Kubernetes deployment in UpCloud # docker # kubernetes # cloud # devops Practicing Kubernetes Control Plane environment in Killercoda Interactive Terminal # kubernetes # beginners # kcdchennai # blogathon Create Amazon EKS Cluster using Terraform Module # aws # kubernetes # awseks # tutorial 💎 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 | 2026-01-13T08:49:33 |
https://dev.to/fabianfrankwerner/an-honest-review-of-google-antigravity-4g6f | An Honest Review of Google Antigravity - 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 Fabian Frank Werner Posted on Jan 4 An Honest Review of Google Antigravity # webdev # programming # beginners # ai So, for the last year, if you wanted the best AI coding experience, you were paying $20 a month for Cursor. It’s been the king. But there is a new competitor in the ring. And yes, it’s a VS Code fork. But no, it’s not from some random startup. It’s from Google. It’s called Antigravity. And right now, during the preview, it is fully, 100% free. You get access to their newest, models like Gemini 3, full browser orchestration, and an entirely new way to manage code, without swiping a credit card. Now, usually when Google releases a developer tool, it’s either incredible or it gets killed in six months. I’ve been daily driving Antigravity for the past week, digging into the code, and honestly? It’s a bit of both. It is one of the most promising pieces of software I’ve seen this year, and also, at times, the single most frustrating editor I have ever used. We need to talk about the "Agent-First" workflow, the crazy Gemini 3 benchmarks, and the fact that this might actually just be a zombie version of another editor called Windsurf. Let’s get into it. So, first things first. If you peel back the skin, this is VS Code. If you go into the "About" section, you see the VS Code OSS version. But Google has done a lot of work to hide that. They’ve renamed "VS Code Settings" to just "Editor Settings." They’ve stripped out a lot of the familiar Microsoft branding. And interestingly, if you dig into the file search, you might see references to something called "Cascade." Now, if you’ve used the Windsurf editor, you know that "Cascade" is the name of their AI agent. So, it looks like Google might have acquired some tech, or some humans, or just forked a build of Windsurf to get this off the ground quickly. It’s a little uncanny valley. But the biggest change isn't the code under the hood; it's the Three Surfaces . Google’s thesis is that an IDE shouldn't just be a text editor anymore. It needs to be an operating system for Agents. So you have the Editor , which is where you type. You have the Browser , which is a fully controlled Chrome instance. And most importantly, you have the Agent Manager . This Agent Manager is the star of the show. It’s literally a separate application window that acts as an "Inbox" for your development tasks. The idea here is brilliant. Instead of having your AI chat squeezed into a sidebar inside your code, your "Manager" sits outside. It’s Mission Control. You can have five different projects running in parallel. You can see which agents are thinking, which ones are waiting for approval, and which ones have failed. It’s designed for the ADHD developer brain where you are bouncing between tasks. And when you want to dive in, you just hit Command+E, and it focuses the Editor for that specific project. It feels like a futuristic workflow... when it works. But we’ll get to the bugs in a minute. First, I want to show you what this thing can actually do when you give it a real challenge. Antigravity is built around Gemini 3 and Gemini 2.5. And since this is free right now, I decided to push it hard. I asked it to build a clone of that old "Insaniquarium" game—a simulation where you drop food, fish eat it, and they drop coins. I tried this same prompt with other high-end models like Codex High. I spent an hour fighting it. It couldn't handle the physics. The particles were broken. It burned through 3.5 million tokens and gave me a broken mess where the fish were 2D sprites floating in a void. Then I gave the exact same prompt to Antigravity with Gemini 3. It one-shot it. First try. It built a working game using Phaser. But here is the crazy part—it didn't just write the code. It generated the assets. I didn't give it images of fish or coins. The Agent realized, "Hey, I need sprites for this," so it paused, used its internal image generation model to create the fish, the food, and the background, and then injected them into the game code. Now, were they perfect? Of course not. The first time, the fish had white backgrounds instead of transparent ones, so they looked like JPEGs floating around. But I told the Agent, "Fix the transparency," and it went back, regenerated the assets, and updated the code. This is that "Agent-First" distinction. It’s not just a chatbot. It’s a worker that has access to tools—an image generator, a file system, a browser. It felt like I was directing a junior developer who also happened to be a graphic designer. The other killer feature here is the Browser integration. Google makes Chrome, Google makes Antigravity, so naturally, they talk to each other. You can spin up a "Browser Agent" to test your work. You tell it, "Go to localhost and test the game." A Chrome window opens with this blue "Agent Control" border. You watch the red dot—which is the AI's cursor—move around, click the fish, drop food, and verify the physics. It even records a video of itself doing it, so you can watch the playback later in the "Walkthrough" artifact. It captures screenshots of errors. It’s just incredibly cool to watch. But—and there is always a but—it’s buggy. Half the time, I’d get a "Controls Disabled" warning even though it was working. Sometimes it would try to connect to the wrong localhost port because I had too many projects open. It’s powerful, but it feels like a prototype. And that brings us to the reality of using Antigravity right now. As impressive as the model is, the editor itself... got some issues. First off, it’s buggy. I’ve had buttons just stop working. I’ve had the sidebar icons vanish until I clicked them blindly. The Svelte extension—one of the most popular web frameworks—just straight up doesn't work. It breaks the whole editor. Then there is the "Review Code" button. You see a button that says "Review Changes," so you click it, right? It instantly closes. It’s almost like the editor is trolling you. We joked that you just aren't in the "Agentic Mindset" yet. You don't review the code when you want to; you review it when the Agent tells you it's ready. There are also weird missing features. For example, arrow keys. In the file explorer, you can’t use the arrow keys to move up and down. You have to click. In a code editor. That is a crime. And for the power users: No Git Worktrees. Cursor has this, and it’s amazing for switching branches instantly. Antigravity doesn't support it yet, which is ironic because the whole point of the Agent Manager is multitasking. We also have to talk about efficiency. This app is heavy. I noticed significant battery drain on my MacBook Pro while running this. There is also this fancy glow effect around the UI when the Agent is thinking. It looks cool, but it causes input lag. When I’m typing in the editor while the Agent is generating, I can literally feel the delay. And that’s the trade-off. You are running a local Chrome instance, a heavy Electron app, and constant streaming connections to Gemini. It eats resources for breakfast. So, where does that leave us? Google Antigravity is a fascinating, frustrating, yet futuristic mess. The Agent Manager workflow—that "Inbox" for your code—is genuinely a great idea. I hope every other editor copies that. The Gemini 3 model is shockingly good at one-shotting complex tasks and generating assets. And the price? Well you can't beat free. Google says the free tier limits reset every five hours, and honestly, I hit those limits a few times, but for most people, it’s plenty. You are getting access to state-of-the-art models without a subscription. But would I uninstall Cursor for this? Not today. The bugs, the missing syntax highlighting in some modes, the broken extensions—it’s just not stable enough for a deadline. However, this is just the preview. If Google actually commits to this—if they fix the bugs, bring in the full extension support, and keep the Agent Manager workflow—this could be the one. For now, I recommend you download it. Use it for your side projects. Play with the aquarium game generator. It’s a glimpse into a future where we do less typing and more managing. And that future looks pretty bright right now... assuming you can get the arrow keys to work. Are you trusting Google with your code, or are you sticking with VS Code, Cursor, or whatever? Top comments (10) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Mayank Raj Mayank Raj Mayank Raj Follow Software Engineer by profession; hacker by passion. Location Amsterdam Education Indian Institute of Technology, Delhi Work Software Engineer @Databricks Joined Oct 5, 2021 • Jan 9 Dropdown menu Copy link Hide its not free. it comes with a tiny free quota, which gets exhausted in a flash. Soon they would tighten the quota. Cursor is much more mature, faster and understands what to do. It would take google an year+ to match the level Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Fabian Frank Werner Fabian Frank Werner Fabian Frank Werner Follow Hello, World! Pronouns he/him Joined Jan 6, 2025 • Jan 9 Dropdown menu Copy link Hide I agree! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Heet Shah Heet Shah Heet Shah Follow Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide Right Prompt, Right Instruction of what you want to do, without waffling, will give good answers in any Tool, whether it's Cursor or Antigravity. New Tool -> No Worries, do Some same projects basics implementation using full potential of new tool, then you will get to know about it. By considering bugs, issues you encountered you can easily solve upcoming milestones. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Fabian Frank Werner Fabian Frank Werner Fabian Frank Werner Follow Hello, World! Pronouns he/him Joined Jan 6, 2025 • Jan 9 Dropdown menu Copy link Hide Well said. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Happy Endpoint Happy Endpoint Happy Endpoint Follow HappyEndpoint.com: Where Every Call Ends with a Smile! :) Location World Work https://rapidapi.com/user/happyendpoint Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide We use google Antigravity for repetitive coding task all the time. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Fabian Frank Werner Fabian Frank Werner Fabian Frank Werner Follow Hello, World! Pronouns he/him Joined Jan 6, 2025 • Jan 9 Dropdown menu Copy link Hide Great! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Sergio Martins Sergio Martins Sergio Martins Follow Joined Jan 7, 2026 • Jan 7 Dropdown menu Copy link Hide Have you subscribe Google AI, and use Antigravity with model of Opus 4.5? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Selwyn Doling Selwyn Doling Selwyn Doling Follow Joined Jan 7, 2026 • Jan 7 Dropdown menu Copy link Hide Yes. I switched to Antigravity from cursor for this reason. I find Opus4.5 currently the best coding model and even connecting cursor to my anthropic account I was burning through a lot of tokens. On a Google AI ultra account I get more opus4.5 usage than I can use for a fixed monthly amount. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Lucius Inc Lucius Inc Lucius Inc Follow Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide Recommended! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Fabian Frank Werner Fabian Frank Werner Fabian Frank Werner Follow Hello, World! Pronouns he/him Joined Jan 6, 2025 • Jan 9 Dropdown menu Copy link Hide NIce! 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Pronouns he/him Joined Jan 6, 2025 More from Fabian Frank Werner JavaScript vs TypeScript - I built the same crypto tracker with both # webdev # javascript # typescript # beginners CSS vs Tailwind CSS - I built the same home page with both # webdev # css # tailwindcss # beginners OpenAI's Browser is here… and 7 more things that shipped this week # webdev # programming # ai # 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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https://opensource.org/board-member/status/board-member | Board Member – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Status: Board Member Currently active elected board members McCoy Smith Board Member McCoy Smith Director Current Term: Mar 2025 to Mar 2027 Ruth Suehle Board Member Ruth Suehle she/her Director Current Term: Mar 2025 to Mar 2028 Chris Aniszczyk Board Member Chris Aniszczyk he/him Director Current Term: Mar 2024 to Mar 2026 Sayeed Choudhury Board Member Sayeed Choudhury Vice Secretary Current Term: Jan 2024 to Oct 2026 Anne-Marie Scott Board Member Anne-Marie Scott she/her Chair of the finance committee Current Term: Apr 2023 to Mar 2026 Tracy Hinds Board Member Tracy Hinds Chair Current Term: Oct 2019 to Oct 2025 Thierry Carrez Board Member Thierry Carrez he/him Vice Chair Current Term: Aug 2021 to Mar 2027 Catharina Maracke Board Member Catharina Maracke She/Her Director Current Term: Aug 2021 to Oct 2025 Gaël Blondelle Board Member Gaël Blondelle he/him Secretary Current Term: Jan 2024 to Oct 2026 Carlo Piana Board Member Carlo Piana he/him Director Current Term: Mar 2022 to Mar 2028 Josh Berkus Board Member Josh Berkus he/him Chair of the License Committee Current Term: Apr 2022 to Mar 2026 Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Marketing Marketing The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Manage options Manage services Manage {vendor_count} vendors Read more about these purposes Accept Deny View preferences Save preferences View preferences {title} {title} {title} Manage consent | 2026-01-13T08:49:33 |
https://opensource.org/blog/open-letter-harnessing-open-source-ai-to-advance-digital-sovereignty | Open letter: Harnessing open source AI to advance digital sovereignty – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu November 20, 2025 News Jordan Maris Open letter: Harnessing open source AI to advance digital sovereignty November 13, 2025 Dear President Macron, Dear Chancellor Merz, Dear President von der Leyen, Europe is at a crossroads. The Summit on European Digital Sovereignty marks an important milestone for the EU and its member states in aligning on a shared strategy for achieving real and lasting European digital sovereignty. As the EU pursues the goal of digital sovereignty, we urge you to harness open source — that is, technology that is free to use, inspect, adapt, and share — as a key enabler of this strategy. Europe cannot buy sovereignty off a shelf, it has to build it. In an age of geopolitical volatility and rapid innovation Europe must play to its strengths, including world-leading researchers and a rich history of open source development. It faces a choice: use these strengths to carve out its distinct place in the global AI ecosystem or settle for copying the playbooks of already dominant actors. At their heart, closed systems create dependency, open systems create capacity . Investment into the full open source AI stack, from AI models to data and software tooling, is a strategic lever. If digital sovereignty means creating a Europe that is resilient and benefits from choice, security, and self-determination, then open source is a critical force multiplier that enables Europe to do more with less. Open source AI, and open source technology more broadly, is not just a strategic asset benefiting governments, businesses, and people. If underpinned by a clear commitment to values that are at the heart of the European project — including cultural diversity, fundamental rights, environmental sustainability, and people’s privacy and security — open source can help embed these into the technologies that will shape our future. We, the undersigned, represent a diverse coalition of organisations across industry, the open source community, and civil society — many of whom build and maintain leading-edge open source technology. With this letter, we put forward a concrete plan to ensure Europe’s technological future is open, trusted, and its own. The importance of open source in achieving digital sovereignty Boosting and utilising the open source AI ecosystem will support the EU and its member states in strengthening their digital sovereignty in four key ways: Reduce Dependency and Increase Strategic Autonomy: Open source technology enables European governments and enterprises to freely use, adapt, and host technology on their own terms, using infrastructure of their own choosing. By making it easier to switch and by fostering more competition, this prevents vendor lock-in, increases choice, and reduces dependencies throughout the technological supply chain. Boost European Capability and Competitiveness: Open source compounds progress and boosts European innovators’ productivity by providing them with reusable building blocks that they can use and tailor to their needs, without having to reinvent the wheel. It helps EU startups, SMEs, and researchers go further, faster, rapidly delivering innovative technology. Build Global Leadership and Influence: Open source enables Europe to collaborate globally while retaining autonomy. The technology can be developed and maintained across borders, harnessing expertise from around the world without requiring trust to verify its security. Investing in open source AI can also strengthen partnerships with like-minded nations — all while influencing global standards, facilitating interoperability, and making it easier for others to build on European technology. Promote European Values and Cultural Diversity: Open source and open data can safeguard linguistic and cultural diversity by making European language and cultural data more broadly available and by enabling local communities to adapt AI to their needs and context. It is also inherently more transparent and enables independent audits — key to AI’s safety and security. Five actions to harness the potential of open source AI for Europe’s ambitions To leverage the value of open source AI for the EU’s ambitions on AI and digital sovereignty, we call on Member State governments and the European institutions to champion open source through the following initial actions: Leverage the public sector’s buying power to scale and ensure the sustainability of open source AI initiatives: Improve tendering processes and templates to better account for open source technologies and reduce administrative obstacles for open source vendors, rather than structurally favoring proprietary technology. Consider the benefits of open source with regard to sovereignty, total cost, and interoperability as part of the procurement process. Mobilise funding to incubate, develop, and maintain an open source AI stack: Create designated funding lines and incentives to support the development and maintenance of critical and high-impact open source AI and other foundational open source technologies, including through the creation of an EU Sovereign Tech Fund , the European Competitiveness Fund, and national funding instruments. Facilitate access to computing infrastructure for open source AI research and development: Reserve capacity and facilitate reliable, unbureaucratic access to publicly funded compute, for example through AI factories, for open source and public interest AI research, development, and deployment. Unlock data for open source AI development while protecting privacy and other rights: Remove barriers to access and reuse of publicly funded, public domain, or other non-sensitive public sector data for open source AI developers. Accelerate the deployment of data sharing mechanisms and infrastructure, such as Common European Data Spaces. Build capacity in the public and private sectors to leverage the power of open source: Mainstream support for open source AI developers and users within existing governance mechanisms, including European Digital Innovation Hubs and supervisory authorities. Raise awareness and foster sharing of best practices around the use of open source AI. We urge the EU’s leaders to use this five-point plan as a pathway to build a future it can trust, shape and truly call its own. Sincerely, Mozilla ADAPT Centre (Trinity College Dublin) Mistral AI AlgorithmWatch Nextcloud GmbH APELL – The European Open Source Software Business Association Open Future Bertelsmann Stiftung Open Knowledge Foundation Black Forest Labs Open Knowledge Foundation Deutschland Common Crawl Foundation Open Markets Institute COMMUNIA Open Source Business Alliance (OSBA) Creative Commons Open Source Initiative (OSI) Demos Open-Xchange Digital Intimacy Coalition OpenMined Ecosia GmbH Pleias Element Probabl EleutherAI Public AI Future of Tech Institute PublicSpaces German AI Association Red Hat Ltd. Hugging Face Renaissance Numérique iconomy Stichting Code for NL Innovate Europe Foundation (IE.F) Waag Futurelab Kyutai Wikimedia Deutschland e. V. LAION Wikimedia Europe LINAGORA Wikimédia France Metagov Xnet, Institute for Democratic Digitalisation This letter was prepared in collaboration with Mozilla and other organisations. Links within the letter were added by the OSI after sending and for informational purposes. Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now Open Source: A global commons to enable digital sovereignty Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. 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https://opensource.org/blog/must-see-recordings-now-available | Must-See Recordings Now Available – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu November 6, 2025 Newsletter archive Nick Vidal Must-See Recordings Now Available Members Newsletter – November 2025 Dear OSI supporters, October was punctuated by lots of direct connections with the community. In this month’s newsletter, we’ll highlight our experience through our annual “ State of the Source ” track at All Things Open; discuss our advocacy on behalf of the Open Source community through our public policy work; and share the recorded sessions from outstanding contributors to the Deep Dive: Data Governance virtual event. We also conducted our OSI Members survey in October and will share what we learned in the coming weeks. Lastly, we’re searching for our next Executive Director and are now taking applications until November 12. While I’m pleased to serve during the transition for this crucial organization – one that has been high on my list to support for many years – I’m looking forward to welcoming the next leader and seeing what experience and talent they’ll bring to advancing the OSI mission in new and exciting ways. Deborah Bryant Interim Executive Director, OSI News from the OSI The Open Source Community and U.S. Public Policy Katie Steen-James: As the full-time Senior U.S. Policy Manager, my role at OSI is to educate policymakers about the benefits of Open Source software, track policy developments at the state and federal level, and ultimately, ensure that Open Source developers can continue doing their work. Open Source Initiative now accepting your application for Executive Director The Open Source Initiative is seeking its next Executive Director (ED), the chief executive and strategic leader of the OSI, responsible for advancing its mission, growing and diversifying its funding base, and fostering a global, inclusive community of stakeholders. The ED will be a visible ambassador for OSI to build consensus around key initiatives, including the next version of the Open Source Al definition. Video recordings State of the Source @ All Things Open Licensing 201 Beyond the Bottom Line: Sustaining the Open Source Ecosystem Policy: Cybersecurity Policy: AI / Data Governance State of the “Open” AI Deep Dive: Data Governance Opening Keynote: Data is the key to Open Source AI A data pathway to building public AI Governments as data providers for AI Copycats and the Commons: Governing Open Data for Trustworthy AI Sovereign by Design: A Blueprint for Federated, Consent-Based AI Systems Keynote: Trends and Insights of China Open Source Ecosystem in AI Era New licensing initiatives for AI training data How Data Provenance Powers Trustworthy AI The CLeAR Documentation Framework for AI Transparency Anticipatory Bias Governance in AIED: From Reactive Detection to Proactive Design Keynote: What should open source AI aspire to be? Building Public Data for LLMs A new paradigm for publishing library collections: Institutional Books 1.0, a 242B token dataset Beyond Extraction: Building Community-Centered Speech Data Saving What’s Ours: The Data Rescue Project and the Fight for Public Data Other news News from OSI affiliates and partners Apereo Foundation : Apereo Foundation Partners with Eclipse Foundation’s Open Community Experience to Present “The Open Community for Research” in Brussels ASF : Video recordings from Community Over Code NA Creative Commons : Global Call to Action: Open Heritage Statement Now Open for Signature Digital Public Goods Alliance : Open Data for Public Interest AI – Calls for Collaborative Action Progress Update Drupal Association : State of Drupal presentation Eclipse Foundation / ORC (with participation from Jordan Maris): From Closed Rooms to Open Dialogue: How to Participate in CRA Vertical Standards Joomla (Open Source Matters): Open Source Congress 2025, Drawing the Picture of a Global Agenda for Resilience and Sustainability Kaiyuashe : 10th Anniversary at COSCon 2025 Linux Foundation / LF AI & Data: The Essential Role of Open Source in Sovereign AI Matrix Foundation : Matrix Conf 2025 was a blast! Mozilla Foundation : Behind the Manifesto: Standing up for encryption to keep the internet safe Open Forum for AI : LexLab Hosts International Open AI and Policy Discussion OpenForum Europe : OpenForum Europe Releases Public Letter Calling on the EU to Invest in an EU Sovereign Tech Fund for Open Source Sustainability OpenInfra Foundation : Europe’s plan to ditch US tech giants is built on open source – and it’s gaining steam OpenSSF : SBOMs in the Era of the CRA: Toward a Unified and Actionable Framework OpenUK : The UK’s future leadership in open source Python Software Foundation : The PSF has withdrawn a $1.5 million proposal to US government grant program Wikimedia Foundation : Wikipedia’s Foundation Was Built on Trust Surveys and Reports Vertical Standards for the CRA As the deadline for the application of the CRA draws closer, the OSI is happy to announce the beginning of an Open consultation on many of the vertical standards. 2026 State of Open Source Survey Perforce OpenLogic and Zend, in collaboration with OSI and Eclipse Foundation, is seeking responses from OSS users to gather data for the next State of Open Source Report . Octoverse 2025 In this year’s Octoverse , GitHub uncovered how AI, agents, and typed languages are driving the biggest shifts in software development in more than a decade. Events Upcoming events Seattle GNU/Linux Conference (November 7-8 – Seattle) SFSCON (November 7-8 – Bolzano) OpenForum Academy Symposium (November 18-19 – Rio de Janeiro) DPGA Annual Members Meeting (November 24-26 – Brasilia) COSCon (December 6-7 – Beijing) Open Source Experience (December 10-11 – Paris) Call for proposals FOSDEM (January 31 – February 1 – Brussels) SCALE (March 5-8 – Pasadena) All things AI (March 23-24 – Durham) OCX (April 21-23 – Brussels) Thanks to our sponsors New sponsors and renewals Sentry See all sponsors Interested in sponsoring, or partnering with, the OSI? Please see our Sponsorship Prospectus and our Annual Report . Please contact the OSI to find out more about how your company can promote open source development, communities and software. Support OSI by becoming a full member Let’s build a world where knowledge is freely shared, ideas are nurtured, and innovation knows no bounds! Join as a full member! Help us improve the EU Cyber Resilience Act Standards! Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. 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https://opensource.org/board-member/gael-blondelle | Gaël Blondelle – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu Gaël Blondelle Gaël Blondelle he/him Secretary Board Member Candidacy Period: January 1, 2024 – October 1, 2026 Type of Seat: Appointed Gaël is 50, based in Toulouse, France, and he is Chief Membership Officer of the Eclipse Foundation. He has been involved in the software industry for over 25 as a developer, a business developer, and an executive. Gaël started his open source career in 2004 as a co-founder of a European open source startup that was a founding member of OW2, before joining the Eclipse Foundation 10 years ago, to dedicate all his time and energy to building bridges between individuals, small companies, larger organizations, and research institutions, mainly in Europe. Recently, Gaël has been leading several strategic initiatives, starting from being a leader in moving the Eclipse Foundation to Europe in 2020, and including the creation of the OSPO Alliance, the open and transparent initiative, helping companies discover and better understand open source, and approach the creation of an OSPO. The OSPO Alliance was founded by several European non profit organizations, with a specific goal to help all sorts of companies (and not only big tech companies) grow their skills in open source in order to benefit more from open source, and to become more influential in the different open source ecosystems. In 2021 and 2022, Gaël has been the program chair for OpenSource Experience in Paris, which is one of the main Open Source events in Europe. In his keynote at the 2023 OFE Policy Summit, Gaël called for more involvement of large companies in the global open source ecosystem, not only as users, but as supporters, protectors and leaders of open source as an innovation model. How the candidate will contribute to the board Gaël will contribute to the OSI board on three main topics: – Over the last 5 years, open source has been threatened by organizations that want to use the term “open source” to name licenses that are not OSI approved and don’t comply with the OSD. As more and more people and organizations claim to be doing open source, some of them lose sight of the OSD, and how the capability to use, study, modify and redistribute code enables the free flow of technology worldwide and enables better collaboration and faster innovation. As a board member, Gaël wants to help the OSI reinforce its position as the trusted organization that holds the definition of open source. This covers two aspects: First, we need to educate newcomers, including large open source user companies such from the traditional industry, to the values of open source and how they provide the foundation for successful collaboration. Second, we need to make sure that the words “open source” refer to the OSD, are not diverted for the benefit of companies that develop strong vendor lock-in on their OSS technologies, or want to monetize their patent portfolio. – More and more regulations directly or indirectly address open source, and can have unintended consequences on the global open source ecosystem. We have a strong example with the CRA in Europe. Specific organizations, like OpenForum Europe, advocate for open source in their region. Regularly, we hear key stakeholders telling us that the open source community doesn’t fight enough for its interests. OSI is already significatively active on policy topics, but I want to support OSI as a board member in leading on policy topics, and in coordinating the specialized think tanks across geographies. – As a European, I support the idea that open source can be a powerful instrument for digital sovereignty. This is not only true in Europe but in all other places. And this is not about protectionism but about a super power of open source technologies: With open source, every country, every geography can move the needle from having access to proprietary software to training the skilled people to adopt, use, and improve OSS technologies. I think that the OSI should play a stronger role in promoting this worldwide. Why the candidate should be elected For the last ten years in his position at the Eclipse Foundation, Gael has been helping dozens of projects establish themselves within the Eclipse community, along with helping many companies, large and small, adopt, use, and sustainably succeed with open source. When bootstrapping the OSPO Alliance, Gaël has demonstrated to have the right set of values to work for the interest of the global open source ecosystem. Finally, as a European software engineer, concretely involved in growing adoption of open source by different stakeholders that are not only new to open source, but sometimes new to software, Gaël brings concrete ideas on the three main topics listed before to help grow the visibility of the OSI to a new group of organizations. Thanks for your time in reading this. If you have any questions, you can contact Gaël on Mastodon or LinkedIn. Get involved Mastodon Twitter LinkedIn Reddit About About Our team Board of directors Sponsors Programs Blog Press mentions Trademark Bylaws Licenses Open Source Definition Licenses License Review Process Open Standards Requirement for Software Open Source AI Open Source AI OSAI Definition Process Timeline Open Weights FAQ Checklist Forum Community Become an Individual Member Become an OSI Affiliate Affiliate Organizations Maintainers Events Forum OpenSource.net The content on this website, of which Opensource.org is the author, is licensed under a Creative Commons Attribution 4.0 International License . Opensource.org is not the author of any of the licenses reproduced on this site. Questions about the copyright in a license should be directed to the license steward. Read our Privacy Policy Proudly powered by WordPress. Hosted by Pressable. Manage Cookie Consent To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. 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Right menu From "It Works on My Machine" to Production Hero: A Bash Journey Heinan Cabouly Heinan Cabouly Heinan Cabouly Follow Jun 10 '25 From "It Works on My Machine" to Production Hero: A Bash Journey # linux # programming # devops # automation Comments 2 comments 8 min read Avoiding Connectivity Failures: How to Manage FirewallD Blocked Ports in Red Hat Linux Alexand Alexand Alexand Follow May 3 '25 Avoiding Connectivity Failures: How to Manage FirewallD Blocked Ports in Red Hat Linux # cloudwhistler # linux # redhat # firewalld 1 reaction Comments Add Comment 4 min read The "tee" Command in Linux: A Hidden Gem for Smart Data Handling Alexand Alexand Alexand Follow May 3 '25 The "tee" Command in Linux: A Hidden Gem for Smart Data Handling # cloudwhistler # linux # data # command 2 reactions Comments Add Comment 3 min read The "tee" Command in Linux: The Hidden Gem Every Tech Professional Should Know Alexand Alexand Alexand Follow Apr 24 '25 The "tee" Command in Linux: The Hidden Gem Every Tech Professional Should Know # cloudwhistler # linux # devops # tech Comments Add Comment 2 min read [Write Up] Bandit Wargame Clear Log (Level 25 - 33) San Kang San Kang San Kang Follow Jun 10 '25 [Write Up] Bandit Wargame Clear Log (Level 25 - 33) # linux # wargame # bandit # overthewire Comments 2 comments 10 min read RHCSA Prep for Absolute Beginners: The “Diskless but Determined” Edition Dan Higgins Dan Higgins Dan Higgins Follow May 23 '25 RHCSA Prep for Absolute Beginners: The “Diskless but Determined” Edition # linux # cloudwhistler # beginners # opensource 1 reaction Comments Add Comment 3 min read 🚀 50 Real-Time Linux Commands for DevOps & System Admins Latchu@DevOps Latchu@DevOps Latchu@DevOps Follow May 23 '25 🚀 50 Real-Time Linux Commands for DevOps & System Admins # aws # devops # linux # azure 4 reactions Comments Add Comment 3 min read Mastering User Management, Authentication, and Process Monitoring in Linux" published AugustineOzor AugustineOzor AugustineOzor Follow May 23 '25 Mastering User Management, Authentication, and Process Monitoring in Linux" published # cloudwhistler # rhcsa # linux # cloud 3 reactions Comments Add Comment 5 min read Getting Started with Linux: System Information and User Management DhavalThakar97 DhavalThakar97 DhavalThakar97 Follow May 12 '25 Getting Started with Linux: System Information and User Management # cloudwhistler # devops # opensource # linux 2 reactions Comments Add Comment 2 min read Command Prompt, the Magical Wand of Linux ! 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Pratyush Sharma Pratyush Sharma Pratyush Sharma Follow May 22 '25 How vim Prevents Blowing Up Your SSDs? # programming # linux # vim # softwareengineering 2 reactions Comments 2 comments 4 min read Terraform Installation Guide DevOps Playground DevOps Playground DevOps Playground Follow for DevOps Playground Jun 5 '25 Terraform Installation Guide # devops # terraform # linux 1 reaction Comments 1 comment 2 min read 10 Daily Linux Questions and Answers Series (part 7) Alex Enson Alex Enson Alex Enson Follow Apr 18 '25 10 Daily Linux Questions and Answers Series (part 7) # cloudwhistler # opensource # devops # linux 1 reaction Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/ioweb_961ddefd53bd65fce97 | Aditya - 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 Aditya 404 bio not found Joined Joined on Nov 20, 2025 More info about @ioweb_961ddefd53bd65fce97 Post 51 posts published Comment 0 comments written Tag 0 tags followed The Enterprise Advantage of Angular Web Apps Aditya Aditya Aditya Follow Dec 22 '25 The Enterprise Advantage of Angular Web Apps Comments Add Comment 2 min read A Strategic Guide to Hire Angular Developers Aditya Aditya Aditya Follow Dec 22 '25 A Strategic Guide to Hire Angular Developers # interview # career # typescript # angular Comments Add Comment 2 min read Selecting the Right Angular Development Company for Your Vision Aditya Aditya Aditya Follow Dec 22 '25 Selecting the Right Angular Development Company for Your Vision Comments Add Comment 2 min read The Non-Negotiable Art of App Quality Assurance Aditya Aditya Aditya Follow Dec 22 '25 The Non-Negotiable Art of App Quality Assurance # performance # testing # ux Comments Add Comment 3 min read Why Global Enterprises are Choosing AI Development Companies in Pune Aditya Aditya Aditya Follow Dec 17 '25 Why Global Enterprises are Choosing AI Development Companies in Pune Comments Add Comment 2 min read Maximizing ROI with Intelligent Agent Development Services Aditya Aditya Aditya Follow Dec 17 '25 Maximizing ROI with Intelligent Agent Development Services Comments Add Comment 2 min read The Future of Automation: Partnering with a Self-Learning AI Agents Company Aditya Aditya Aditya Follow Dec 17 '25 The Future of Automation: Partnering with a Self-Learning AI Agents Company Comments Add Comment 2 min read The Strategic Advantage of Open Source AI Agent Platforms Aditya Aditya Aditya Follow Dec 17 '25 The Strategic Advantage of Open Source AI Agent Platforms Comments Add Comment 3 min read Maximizing Efficiency with Professional Automation Testing Services Aditya Aditya Aditya Follow Dec 12 '25 Maximizing Efficiency with Professional Automation Testing Services Comments Add Comment 3 min read Elevating Quality and Trust Through Strategic Software QA Testing Aditya Aditya Aditya Follow Dec 12 '25 Elevating Quality and Trust Through Strategic Software QA Testing Comments Add Comment 3 min read Accelerating Delivery with a Robust CI/CD Pipeline Setup Aditya Aditya Aditya Follow Dec 12 '25 Accelerating Delivery with a Robust CI/CD Pipeline Setup Comments Add Comment 3 min read Mastering the Cloud - Why Every Business Needs a Cloud Architecture Expert Aditya Aditya Aditya Follow Dec 12 '25 Mastering the Cloud - Why Every Business Needs a Cloud Architecture Expert Comments Add Comment 3 min read The Next Frontier: Scaling with Autonomous Agent AI Services Aditya Aditya Aditya Follow Dec 9 '25 The Next Frontier: Scaling with Autonomous Agent AI Services # agents # saas # automation # ai Comments Add Comment 3 min read Orchestrating Intelligence: The Power of Multi-Agent AI Development Aditya Aditya Aditya Follow Dec 9 '25 Orchestrating Intelligence: The Power of Multi-Agent AI Development # agents # ai # architecture 1 reaction Comments Add Comment 3 min read Governance and Control: How to Stop Agentic AI Tools 2025 Aditya Aditya Aditya Follow Dec 9 '25 Governance and Control: How to Stop Agentic AI Tools 2025 Comments Add Comment 3 min read The Creator's Guide: Mapping the Workflow for Building AI Agent Systems Aditya Aditya Aditya Follow Dec 9 '25 The Creator's Guide: Mapping the Workflow for Building AI Agent Systems Comments Add Comment 3 min read Cloud Velocity: Leveraging AWS DevOps Services for Zero-Downtime SaaS Aditya Aditya Aditya Follow Dec 8 '25 Cloud Velocity: Leveraging AWS DevOps Services for Zero-Downtime SaaS Comments Add Comment 3 min read The Three Phases of High-Velocity SaaS Platform Development Aditya Aditya Aditya Follow Dec 8 '25 The Three Phases of High-Velocity SaaS Platform Development Comments Add Comment 3 min read Shared Resources, Isolated Data: The Power of Multi-Tenant SaaS Aditya Aditya Aditya Follow Dec 8 '25 Shared Resources, Isolated Data: The Power of Multi-Tenant SaaS Comments Add Comment 3 min read The Strategic Choice: Partnering with a SaaS Development Company Aditya Aditya Aditya Follow Dec 8 '25 The Strategic Choice: Partnering with a SaaS Development Company Comments Add Comment 3 min read The Paradigm Shift: Key Differences in Agentic AI vs Traditional AI Development Aditya Aditya Aditya Follow Dec 8 '25 The Paradigm Shift: Key Differences in Agentic AI vs Traditional AI Development Comments Add Comment 4 min read Autonomy and Action: Understanding What is Agentic AI in Simple Terms? 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https://opensource.org/blog/open-source-a-global-commons-to-enable-digital-sovereignty | Open Source: A global commons to enable digital sovereignty – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu November 24, 2025 News Thierry Carrez Open Source: A global commons to enable digital sovereignty In a world increasingly run by software, countries around the world are waking up to their dependency on foreign services and products. Geopolitical shifts drive digital sovereignty to the top of the political agenda in Europe and other regions. How can we ensure that regulations protecting our citizens actually apply? How do we guarantee continuity of operations in a potentially fragmenting world? How do we ensure access to critical services is not held hostage in future international trade negotiations? Building resilience against those undesirable scenarios calls for more locally run critical infrastructure and services. Open Source software has a key role to play there, for three reasons. First, it is made available to everyone and can be used for any purpose, which means that we can build on top of the existing commons, rather than start from scratch. Second, its transparency allows us to trust the software does what it says it does and is compliant with local regulations. And last but not least, Open Source enables a community-based development model that allows multiple organizations to work together toward the same, interoperable software stack. This open collaboration enables regions like Europe, where we have a vibrant ecosystem of smaller companies rather than tech giants, to catch up and compete with the US or China. Some in Europe, combining those two desires (local providers of technology and Open Source) take a shortcut and call for “open source controlled by Europe,” or even “European Open Source.” But there is no such thing as “European” Open Source . There is only “Open Source.” Open Source is software released under an OSI-approved license, and those licenses guarantee everyone can use the software for any purpose, with no discrimination against persons or groups, and no discrimination against fields of endeavor. Downstream of an Open Source project, it is, by its very definition, a global commons. Nobody controls it; it is available to all. So when someone calls for “European Open Source,” what they really mean is Open Source software that is designed and written entirely by European companies, upstream of the software releases. But that is ignoring how software is actually built today. Code is not written in isolation : it integrates lots of Open Source libraries and dependencies. That’s why even proprietary codebases today are mostly made of Open Source code. The global commons on which software is built was estimated by a recent Harvard Business School study at over $8.8 trillion. Sure, you could recreate that from scratch to only run code designed and written by European companies, but that sounds like a costly and rather useless endeavor. And how would that even work in practice? People pushing for the regionalization of Open Source are usually local single-vendor Open Source companies hoping for regulatory capture of a short-term market. But instead of pushing for proprietary, single-vendor development of Open Source software, we should push for an upstream commons, software developed by a global open collaboration between multiple organizations. This is how our vibrant ecosystem of smaller EU companies can compete with a US or China tech giant: by working together rather in isolation. This approach has an additional benefit: it also protects us from unexpected change in direction in any given organization. If you build your sovereign infrastructure on code written by a single company (even a local one), it’s not really resilient or sovereign, as that company can change direction or even be acquired by a foreign company. Openly-developed Open Source is the only way. So what should we actually push for? What do we need in practice? Taking a step back, what digital sovereignty is really about is building resilience against unexpected changes, in an increasingly uncertain world. We want day 0 integrity , ensuring the critical services we run our countries on are not subject to extraterritorial laws that prevent our own laws from applying. We want day 1 resilience , making sure the software we run does not have a kill switch in the hands of a country or company that could use it against us. And we want day 2 continuity , ensuring that in the event of global fragmentation, we can continue working long-term with the software we currently run. In practice, in Europe we need to: Leverage Open Source to catch up . We need to build a lot of local capability to reduce our dependency. This is a massive endeavor, but luckily, we are not starting from scratch. The incredible success of Open Source gives us a global commons on which we can build our infrastructure and services. Passing on that opportunity by mandating only “European-written” software is about the worst choice we could make at this juncture. Create a strong European Open Source ecosystem . Consuming Open Source from Git is not for everyone. We need a whole ecosystem of local companies creating downstream products based on the global Open Source commons, selling local support services, and building local infrastructure providers to actually run those workloads. This can be kick-started by EU-level procurement directives enforcing EU-based service providers. Train the next generation of local Open Source talent . US-based hyperscalers have convinced a generation that you no longer need to learn about lower-level details or infrastructure, because they will take care of it for you. If we want to build local capabilities, we’ll need to re-learn those skills. We also need to put Open Source front and center in computer science curricula, rather than teach our students how to better depend on foreign-controlled proprietary ecosystems. Engage in the global commons . We need Europe to increase its participation in openly developed Open Source communities. We don’t need Europe to control and write every line of code Europe runs. For day-2 continuity, we just need to gain enough familiarity with the code and enough experience with the software development process to be able to fork the project and continue it, should a disaster happen. Good news, those projects are open to all, so it’s just a matter of joining and participating! Open Source is a great asset for catching up and finally paying our software dependency technical debt. We should double down on it, rather than fragment and break it. Open letter: Harnessing open source AI to advance digital sovereignty OFA Symposium 2025 and the Launch of the Open Technology Research Network (OTRN) Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! 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https://dev.to/pyladiesdub/pyladies-dublin-aug-meetup-huggingface-transformers-pysparks-101-1p35 | PyLadies Dublin Aug Meetup: HuggingFace Transformers || PySparks 101 - 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 whykay 👩🏻💻🐈🏳️🌈 (she/her) for PyLadies Dublin Posted on Aug 21, 2021 • Edited on Aug 23, 2021 PyLadies Dublin Aug Meetup: HuggingFace Transformers || PySparks 101 # pyladies # python # pysparks # video PyLadies Dublin 2021 (9 Part Series) 1 Creative coding in Python by Beatrice Ionascu (CTO & Co-Founder, ImagiLabs) 2 PyLadies Dublin Feb'21: Automatic multiclass news classification w/ DL and NLP ... 5 more parts... 3 Bias in NLP || Automating social media content w/ Python & Mako 4 PyLadies Dublin: Shipping Python Apps using Podman / Collaborative documentation as code with Git, Mkdocs and Pandoc 5 PyLadies Dublin July Meetup: FastAPI, Lambdas, PyTest and other cool things 6 PyLadies Dublin Aug Meetup: HuggingFace Transformers || PySparks 101 7 PyLadies Dublin September Meetup: Lifelogging || Sentiment Analysis 8 PyLadies Dublin x PyLadies Paris October Meetup 9 PyLadies Dublin November Meetup (last meetup of 2021) A huge thank you to all who attended or were interest in our recent PyLadies Dublin meetup this month. 👏 To Olga, Sahana and Megan for speaking and Optum for sponsoring the prizes and being our community partner this month. 🌈 To Imagi and Coding Grace as our community partners this month. 🎉 To Vikkas and Greg for winning the raffle (which were Chromecast and Google Assistant). ❤️ And a huge thanks to Lei Shao and Mick Twomey for co-hosting, without your help, I'd be a mess. 😂 📰 Announcements Here are the announcements from the event including the links to slides, notebooks: https://twomeylee.notion.site/PyLadies-Dublin-August-2021-with-Optum-420c06d447264625befa701c9a5b7c07 🗓 Next PyLadies Dublin Sep 21, 18:30 - 19:30 (Irish Time) https://www.meetup.com/PyLadiesDublin/events/280237470/ 📢 Call for Speakers (from Sep onwards) Interested in speaking or know someone who has something awesome to show at our upcoming meetups, send them on via https://pyladiesdublin.typeform.com/to/VvW3iME6 🤔 If you have ideas for talks, workshops, something we haven't done before, or general questions of any kind, drop us an email at dublin@pyladies.com . 🍿 Finally, you can also find the live-streamed video with chapters at our Youtube channel, here's the direct link to the vid itself: https://youtu.be/FCpCBuIzGLY And yes, please like and subscribe and hit that 🔔 to get notified of our next live-streams and videos. PyLadies Dublin 2021 (9 Part Series) 1 Creative coding in Python by Beatrice Ionascu (CTO & Co-Founder, ImagiLabs) 2 PyLadies Dublin Feb'21: Automatic multiclass news classification w/ DL and NLP ... 5 more parts... 3 Bias in NLP || Automating social media content w/ Python & Mako 4 PyLadies Dublin: Shipping Python Apps using Podman / Collaborative documentation as code with Git, Mkdocs and Pandoc 5 PyLadies Dublin July Meetup: FastAPI, Lambdas, PyTest and other cool things 6 PyLadies Dublin Aug Meetup: HuggingFace Transformers || PySparks 101 7 PyLadies Dublin September Meetup: Lifelogging || Sentiment Analysis 8 PyLadies Dublin x PyLadies Paris October Meetup 9 PyLadies Dublin November Meetup (last meetup of 2021) 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 PyLadies Dublin Follow We are looking for speakers from 5 min lightning talks, demos, talks that are not more than 30 minutes. Anything Python-related from your projects, cool libraries, and more! Submit Talk More from PyLadies Dublin PyLadies Dublin Coding Quiz Challenge Night (Feb 2025) # pyladies # community # irishtechcommunity # diversity PyLadies Dublin visits Fingal MakerSpace # pyladies # maker 📢 Call for Paper Launch: PyLadiesCon - Share Your Insights with Us! # pyladies # cfp # conference 💎 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/realnamehidden1_61/how-do-you-handle-exceptions-globally-in-spring-boot-33md#comments | How Do You Handle Exceptions Globally in Spring Boot? - 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 realNameHidden Posted on Dec 21, 2025 How Do You Handle Exceptions Globally in Spring Boot? # java # spring # springboot # interview Learn how to implement global exception handling in Spring Boot to build clean, consistent REST API error responses with practical Java examples. Introduction Imagine you’re calling a REST API from a frontend application. Instead of a clear error message like “User not found” , you suddenly receive a long stack trace or a generic 500 Internal Server Error . As a user, this is confusing. As a developer, it’s frustrating. This is where global exception handling in Spring Boot becomes essential. When developers start learning Java programming and Spring Boot, they often use try-catch blocks inside every controller. While this works initially, it quickly leads to messy code, duplicated logic, and inconsistent error responses. Spring Boot offers a clean, centralized way to handle all exceptions in one place. This approach improves code readability, API consistency, and overall application quality. In this blog, you’ll learn how global exception handling works in Spring Boot, why it’s important, and how to implement it using beginner-friendly Java 21 examples. Core Concepts What Is Exception Handling? An exception is an unexpected event that disrupts the normal flow of a program. Examples include: Invalid input from a client Requested resource not found Database connection failures Unauthorized access If exceptions are not handled properly, they can crash the application or expose sensitive internal details. What Is Global Exception Handling in Spring Boot? Global exception handling means managing all application errors from a single, centralized component instead of handling them individually in every controller. 👉 Analogy: Central Help Desk In a company, employees don’t solve every issue themselves—they report it to a central help desk that responds in a standard way. Global exception handling works the same way for your APIs. Spring Boot supports this using: @ExceptionHandler @ControllerAdvice or @RestControllerAdvice Why Use Global Exception Handling? Benefits: Cleaner and simpler controller code Consistent error responses across APIs Easier maintenance and scalability Improved security (no stack traces exposed) Better client experience This is why global exception handling in Spring Boot is considered a best practice for REST APIs. Code Examples (Java 21) Example 1: Global Handling of a Custom Exception Step 1: Create a Custom Exception public class ResourceNotFoundException extends RuntimeException { public ResourceNotFoundException(String message) { super(message); } } Enter fullscreen mode Exit fullscreen mode Step 2: Throw the Exception from a Controller @RestController @RequestMapping("/users") public class UserController { @GetMapping("/{id}") public String getUser(@PathVariable Long id) { if (id != 1) { throw new ResourceNotFoundException("User not found with id: " + id); } return "User found"; } } Enter fullscreen mode Exit fullscreen mode 📌 No try-catch blocks cluttering the controller. Step 3: Create a Global Exception Handler @RestControllerAdvice public class GlobalExceptionHandler { @ExceptionHandler(ResourceNotFoundException.class) public ResponseEntity<String> handleResourceNotFound(ResourceNotFoundException ex) { return ResponseEntity .status(HttpStatus.NOT_FOUND) .body(ex.getMessage()); } } Enter fullscreen mode Exit fullscreen mode ✅ Result: Centralized handling Clean controller code Proper HTTP status codes Example 2: Structured Error Response for Multiple Exceptions Create a Common Error Response Model import java.time.LocalDateTime; public record ErrorResponse( int status, String message, LocalDateTime timestamp ) {} Enter fullscreen mode Exit fullscreen mode Handle Multiple Exceptions Globally @RestControllerAdvice public class GlobalExceptionHandler { @ExceptionHandler({ IllegalArgumentException.class, MethodArgumentTypeMismatchException.class }) public ResponseEntity<ErrorResponse> handleBadRequest(Exception ex) { ErrorResponse errorResponse = new ErrorResponse( HttpStatus.BAD_REQUEST.value(), ex.getMessage(), LocalDateTime.now() ); return ResponseEntity .status(HttpStatus.BAD_REQUEST) .body(errorResponse); } } Enter fullscreen mode Exit fullscreen mode 📌 This ensures all error responses follow the same structure—ideal for frontend and API consumers. Best Practices Use @RestControllerAdvice for REST APIs It automatically returns JSON responses. Create custom exceptions for business errors Avoid throwing generic RuntimeException . Return meaningful HTTP status codes Use 400, 404, 401, and 500 appropriately. Do not expose stack traces to clients Log errors internally, return clean messages. Standardize error responses A common error format improves API usability. Common Mistakes to Avoid ❌ Handling exceptions inside every controller ❌ Returning 200 OK for error cases ❌ Exposing internal exception details ❌ Mixing business logic with error handling Conclusion Global exception handling in Spring Boot is a fundamental skill for building professional, production-ready applications. By centralizing error handling using @RestControllerAdvice , you keep your controllers clean, your APIs consistent, and your users informed. Instead of reacting to errors in multiple places, you define a single strategy that scales as your application grows. This approach is widely expected in real-world Spring Boot projects and technical interviews. If you’re learning Spring Boot or improving your REST API design, mastering global exception handling is a big step toward writing high-quality Java applications. 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 realNameHidden Follow Actively Looking For Work Youtube Channel Link : https://www.youtube.com/@realNameHiddenn Blog : https://idiotprogrammern.blogspot.com/ Location India Work Looking For Work email : realnamehiddenyt@gmail.com Joined Oct 23, 2021 More from realNameHidden How Virtual Threads Change the Way We Write Concurrent Java Code # java # thread # virtualthreads # multithreading How Does @Async Work Internally in Spring Boot? # java # interview # spring # springboot You Want Correlation IDs for Logging Across All Proxies — Here’s How to Do It in Apigee X # apigee # apigeex # gcp # interview 💎 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/gautammanak1/devto-writer-agent-mm5 | DEV.to Writer Agent - 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 GAUTAM MANAK Posted on Jul 1, 2025 DEV.to Writer Agent # webdev # programming # ai # python DEV.to Writer Agent The DEV.to Writer Agent is an AI-powered content creation agent that automatically generates and publishes technical blog posts to DEV.to. Built with uAgents and powered by Fetch.ai , it creates comprehensive, code-rich articles tailored for developer audiences. 🧩 Overview 🔍 Features AI Content Generation : Creates in-depth technical blog posts using OpenAI GPT-4 Code Examples : Automatically includes relevant code snippets with explanations Auto-Publishing : Posts articles directly to DEV.to using their API Smart Tag Generation : Creates SEO-friendly tags that comply with DEV.to requirements Full Article Preview : Shows complete generated content before and after publishing Error Handling : Robust error handling with detailed feedback Chat Protocol : Interactive communication through uAgents chat system 📝 Article Structure Each generated article includes: Compelling Title : SEO-optimized and engaging Introduction : Clear explanation of the topic Technical Sections : 3+ in-depth sections with headers Code Examples : Python/TypeScript code with explanations Conclusion : Summary and key takeaways Markdown Formatting : Professional formatting for DEV.to Relevant Tags : Up to 4 alphanumeric tags for discoverability 👉 Simply provide a topic, username, and API key to generate and publish articles automatically. Get your DEV.to API key : Go to DEV.to Settings Generate a new API key Keep it secure for use in requests 📥 Usage Request Format Send a message with the following format: Please write an article on [TOPIC] and post it to my Dev.to account. Here is my username: [USERNAME] and API key: [API_KEY] Enter fullscreen mode Exit fullscreen mode Example Request Write an article on "JavaScript and TypeScript" and post it to my Dev.to account. Here is my username: "" and API key: "" Enter fullscreen mode Exit fullscreen mode ✅ Response Format Successful Publication ✅ **Article Posted Successfully!** 🔗 URL: https://dev.to/johndoe/building-rest-apis-with-fastapi-1a2b ### 📝 Title: Building REST APIs with FastAPI: A Complete Developer Guide ### 🏷️ Tags: fastapi, python, api, webdev ### 📄 Full Article Content: # Building REST APIs with FastAPI: A Complete Developer Guide FastAPI is a modern, fast web framework for building APIs with Python 3.6+ based on standard Python type hints... ## Getting Started with FastAPI FastAPI provides an intuitive way to build APIs with automatic interactive documentation... Enter fullscreen mode Exit fullscreen mode 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 GAUTAM MANAK Follow 👋 Hi, I'm Gautam Manak, a Developer Advocate, Full Stack Engineer, and Community Builder based in India Location Noida Education B.Tech in Computer Science Engineering Work Developer Advocate@Fetch.ai Community Builder, Full Stack Engineer and Tech Content Writer Joined Aug 17, 2023 More from GAUTAM MANAK "Rust and TypeScript" # dev # programming # rust # typescript JavaScript & TypeScript: A Developer's Deep Dive # dev # programming # javascript # typescript JavaScript and TypeScript # dev # programming # typescript # 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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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 Architecture Follow Hide The fundamental structures of a software system. Create Post Older #architecture posts 5 6 7 8 9 10 11 12 13 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Nop Platform Architecture White Paper canonical canonical canonical Follow Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture Comments Add Comment 9 min read My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability Faizan Firdousi Faizan Firdousi Faizan Firdousi Follow Jan 7 My Key Takeaways from DDIA Chapter 1: Reliability, Scalability, and Maintainability # systemdesign # distributedsystems # architecture # computerscience Comments Add Comment 2 min read Distributed Systems & Networking: Advanced Networking for Cloud and Advanced Modern Datacenters Javad Javad Javad Follow Jan 6 Distributed Systems & Networking: Advanced Networking for Cloud and Advanced Modern Datacenters # tutorial # devops # cloud # architecture 5 reactions Comments Add Comment 12 min read Working with Multiple Databases, Transactions, and SQLite Internals Athreya aka Maneshwar Athreya aka Maneshwar Athreya aka Maneshwar Follow Jan 6 Working with Multiple Databases, Transactions, and SQLite Internals # webdev # programming # database # architecture 10 reactions Comments Add Comment 5 min read When Governance Depends on the System, It Is No Longer Governance Antonio Jose Socorro Marin Antonio Jose Socorro Marin Antonio Jose Socorro Marin Follow Jan 7 When Governance Depends on the System, It Is No Longer Governance # ai # architecture # cybersecurity Comments Add Comment 1 min read Formal Semantics as the Missing Control Layer for AI-Assisted Software Engineering Sven A. 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Schäfer Follow Jan 6 Formal Semantics as the Missing Control Layer for AI-Assisted Software Engineering # ai # softwareengineering # architecture # systemdesign Comments Add Comment 5 min read Building a Modern Data Platform — Dagster - Dbt - Iceberg Rida MEFTAH Rida MEFTAH Rida MEFTAH Follow Jan 5 Building a Modern Data Platform — Dagster - Dbt - Iceberg # architecture # dataengineering # docker # opensource Comments Add Comment 3 min read Adaptability Over Cleverness: What Makes Code Actually Good Steven Stuart Steven Stuart Steven Stuart Follow Jan 5 Adaptability Over Cleverness: What Makes Code Actually Good # architecture # bestpractices # designpatterns Comments Add Comment 2 min read Why Most Telecom APIs Fail Before the First Developer Uses Them Telco Edge Telco Edge Telco Edge Follow Jan 6 Why Most Telecom APIs Fail Before the First Developer Uses Them # telecom # api # architecture Comments Add Comment 3 min read Rethinking React Architecture at Scale: From Hooks to Remote Contexts Shanthi's Dev Diary Shanthi's Dev Diary Shanthi's Dev Diary Follow Jan 6 Rethinking React Architecture at Scale: From Hooks to Remote Contexts # react # microfrontends # architecture # statemanagement Comments Add Comment 3 min read The Q-Protocol: Reducing Agentic Telemetry Costs with Z-Order Curves Phil Hills Phil Hills Phil Hills Follow Jan 5 The Q-Protocol: Reducing Agentic Telemetry Costs with Z-Order Curves # ai # distributedsystems # python # architecture Comments Add Comment 1 min read Inside SQLite Backend: Virtual Machine, Storage, and the Build Process Athreya aka Maneshwar Athreya aka Maneshwar Athreya aka Maneshwar Follow Jan 11 Inside SQLite Backend: Virtual Machine, Storage, and the Build Process # webdev # programming # database # architecture 10 reactions Comments Add Comment 3 min read Elementra After 30 Days: A Quiet Admin Retrospective Bashar Forrestad Bashar Forrestad Bashar Forrestad Follow Jan 5 Elementra After 30 Days: A Quiet Admin Retrospective # architecture # devjournal # webdev Comments Add Comment 7 min read The MCP Revolution: How One Protocol Solved AI's Biggest Integration Problem (Part 1 of 2) Amrendra Vimal Amrendra Vimal Amrendra Vimal Follow Jan 5 The MCP Revolution: How One Protocol Solved AI's Biggest Integration Problem (Part 1 of 2) # ai # mcp # security # architecture 1 reaction Comments 1 comment 5 min read Designing APIs That Are Hard to Misuse Nilesh Raut Nilesh Raut Nilesh Raut Follow Jan 10 Designing APIs That Are Hard to Misuse # backend # architecture # api # design 15 reactions Comments 2 comments 3 min read Part 3: Why Transformers Still Forget Pranava Kailash Subramaniam Prema Pranava Kailash Subramaniam Prema Pranava Kailash Subramaniam Prema Follow Jan 5 Part 3: Why Transformers Still Forget # programming # ai # llm # architecture Comments Add Comment 5 min read Under the Hood: How Two-Gate Enforcement Works L_X_1 L_X_1 L_X_1 Follow Jan 5 Under the Hood: How Two-Gate Enforcement Works # architecture # security Comments Add Comment 4 min read Coding Agents as a First-Class Consideration in Project Structures Basti Ortiz Basti Ortiz Basti Ortiz Follow Jan 5 Coding Agents as a First-Class Consideration in Project Structures # ai # agents # llm # architecture 1 reaction Comments Add Comment 6 min read Common Third-Party GUI Integration Patterns Samuel Ruiz Samuel Ruiz Samuel Ruiz Follow Jan 6 Common Third-Party GUI Integration Patterns # architecture # frontend # javascript Comments Add Comment 3 min read B2B Wellness Infrastructure: Securing Sensitive Data with Scalable Database Design wellallyTech wellallyTech wellallyTech Follow Jan 7 B2B Wellness Infrastructure: Securing Sensitive Data with Scalable Database Design # architecture # database # saas # postgres Comments Add Comment 2 min read Multisig vs Policy Layers: Which Approach Secures AI Agents Better? L_X_1 L_X_1 L_X_1 Follow Jan 5 Multisig vs Policy Layers: Which Approach Secures AI Agents Better? # architecture # security Comments Add Comment 4 min read Why Node.js Excels in Building Microservices: Principles and Advantages Jeferson Eiji Jeferson Eiji Jeferson Eiji Follow Jan 7 Why Node.js Excels in Building Microservices: Principles and Advantages # node # microservices # architecture # programming 1 reaction Comments Add Comment 1 min read Mosaic: Sharding Attention Across GPUs When Your Sequence Doesn't Fit Pranav Sateesh Pranav Sateesh Pranav Sateesh Follow Jan 5 Mosaic: Sharding Attention Across GPUs When Your Sequence Doesn't Fit # architecture # deeplearning # llm # performance Comments Add Comment 5 min read Stop Building Chatbots: The Case for Infrastructure-Driven AI Agents Ayman Aly Mahmoud Ayman Aly Mahmoud Ayman Aly Mahmoud Follow Jan 5 Stop Building Chatbots: The Case for Infrastructure-Driven AI Agents # agents # ai # architecture # serverless Comments 1 comment 4 min read How Cloud Engineering Improves Scalability, Security, and Performance Cygnet.One Cygnet.One Cygnet.One Follow Jan 7 How Cloud Engineering Improves Scalability, Security, and Performance # architecture # cloud # performance # security Comments Add Comment 8 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://securitylab.github.com#content | GitHub Security Lab | Securing open source software, together. skip to content / Security Lab Research Advisories CodeQL Wall of Fame Resources Events Get Involved Resources Open Source Community Enterprise / Security Lab Research Advisories CodeQL Wall of Fame Resources Open Source Community Enterprise Events Get Involved Securing open source software, together We are a team of security experts who cultivate a collaborative community where developers and security professionals come together to secure open source software. Protect your project It will just take you 15 minutes Our Mission Enhance security by fostering global collaboration. Contributions from maintainers, developers, and security researchers around the world push us forward, making the open source software a better place. Security Research We do the hard work, you can use it. Dive into security research on open-source projects to explore new and emerging threats, and learn how to mitigate them so that you can make your own software more secure. Read the Research 1181 vulnerabilities found by Security Lab researchers 819 CVEs credited See all disclosures Latest vulnerabilities disclosed Code injection in vets-api GHSL-2025-105 • published 2025/12/19 00:00:00 ago • Peter Stöckli Code injection in acl-anthology GHSL-2025-102_GHSL-2025-103 • published 2025/12/19 00:00:00 ago • Peter Stöckli Code Injection in esphome/esphome-docs Github Actions Workflow GHSL-2025-106 • published 2025/12/11 00:00:00 ago • Man Yue Mo Cross-site scripting (XSS) in OpenLibrary barcode scanner GHSL-2025-110 • published 2025/12/04 00:00:00 ago • Peter Stöckli Cross-site scripting (XSS) in bit platform Boilerplate WebInteropApp - CVE-2025-64710 GHSL-2025-076 • CVE-2025-64710 • published 2025/12/04 00:00:00 ago • Peter Stöckli CodeQL Wall of Fame Join us in our mission to improve open source security for all Have you used CodeQL’s variant analysis to find vulnerabilities on open source projects? Give your work the visibility it deserves by submitting your finding for the CodeQL Wall of Fame. Share your work 25,000+ security advisories curated by Security Lab researchers 9,500+ CVEs assigned for OS maintainers GitHub Advisory Database While CVEs identify vulnerabilities, they don’t tell the whole story. Entries in the GitHub Advisory database expand beyond identification to include additional context and details to support automated security tooling – sourced from a global community of security experts and curated by the Security Lab – to help you understand vulnerabilities, assess risk, and fix with confidence and efficiency. Explore the Advisory Database Resources Open doors, open solutions: Embracing Enterprise & Open Source Open doors, open solutions: Embracing Enterprise & Open Source Contributions from maintainers, developers, and security researchers around the world push us forward, making the open source software a better place. Open Source Community Learn about secure coding practices, get hands-on with AppSec training, and connect with experts during our office hours – free for open source developers, maintainers, and security researchers. Explore open-source resources GitHub Security Lab for the Enterprise At the GitHub Security Lab, our security experts, through community collaboration, strengthen open source security which is crucial for enterprises. We channel the community’s contributions into proven CodeQL queries and timely security advisories, and offer enterprises actionable insights that help secure your supply chain and accelerate the software development lifecycle. Explore enterprise resources Team About the GitHub Security Lab. At the GitHub Security Lab, we cultivate a collaborative community of developers and security experts who work together to bolster the security of open source software. Meet the team Learn more on GitHub Security Lab Through research, education, and maintenance of the GitHub Advisory Database, we empower the community. Read our Blog We’re active on social media! Through research, education, and maintenance of the GitHub Advisory Database, we empower the community. Follow us on Bluesky Follow us on Mastodon Follow us on LinkedIn To keep this community open and welcoming, please read our Code of Conduct . Product Features Security Team Enterprise Customer stories The ReadME Project Pricing Resources Roadmap Compare GitHub Platform Developer API Partners Atom Electron GitHub Desktop Support Docs Community Forum Professional Services GitHub Skills Status Contact GitHub Company About Blog Careers Press Inclusion Social Impact Shop GitHub Inc. © 2024 Terms Privacy Sitemap What is Git? Manage Cookies Do not share my personal information | 2026-01-13T08:49:33 |
https://dev.to/t/hotwire | Hotwire - 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 # hotwire Follow Hide Hotwire is an alternative approach to building modern web applications without using much JavaScript by sending HTML instead of JSON over the wire. Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Use native dialog with Turbo (and no extra JavaScript) Rails Designer Rails Designer Rails Designer Follow Jan 8 Use native dialog with Turbo (and no extra JavaScript) # ruby # rails # hotwire # webdev 1 reaction Comments Add Comment 4 min read Why Your Cross-Border Transfers Always Arrive Short in 2026 — And the Automation Fix Nancy-南溪 Nancy-南溪 Nancy-南溪 Follow Jan 6 Why Your Cross-Border Transfers Always Arrive Short in 2026 — And the Automation Fix # fintech # remittance # hotwire # automation Comments Add Comment 2 min read Stop Sending Boring Texts! Try This Secret "Locked Message" Generator techno kraft techno kraft techno kraft Follow Dec 25 '25 Stop Sending Boring Texts! Try This Secret "Locked Message" Generator # showdev # webdev # gamechallenge # hotwire 1 reaction Comments Add Comment 2 min read The Best of 2025 from Rails Designer Rails Designer Rails Designer Rails Designer Follow Dec 25 '25 The Best of 2025 from Rails Designer # ruby # rails # hotwire # webdev 1 reaction Comments 1 comment 6 min read Add snow to your app with Stimulus Rails Designer Rails Designer Rails Designer Follow Dec 18 '25 Add snow to your app with Stimulus # ruby # rails # hotwire # webdev 2 reactions Comments 1 comment 7 min read Building optimistic UI in Rails (and learn custom elements) Rails Designer Rails Designer Rails Designer Follow Dec 4 '25 Building optimistic UI in Rails (and learn custom elements) # ruby # rails # hotwire # javascript 2 reactions Comments 1 comment 6 min read Rails Designer's Black Friday/Cyber Monday deal Rails Designer Rails Designer Rails Designer Follow Nov 26 '25 Rails Designer's Black Friday/Cyber Monday deal # ruby # rails # hotwire # webdev 1 reaction Comments Add Comment 2 min read Update favicon with badge using custom turbo streams in Rails Rails Designer Rails Designer Rails Designer Follow Nov 20 '25 Update favicon with badge using custom turbo streams in Rails # rails # ruby # hotwire # webdev 8 reactions Comments 1 comment 3 min read Inline editing with custom elements in Rails Rails Designer Rails Designer Rails Designer Follow Nov 13 '25 Inline editing with custom elements in Rails # rails # ruby # javascript # hotwire 3 reactions Comments Add Comment 4 min read Introducing the new Community Dashboard on TailView.work Harsh patel Harsh patel Harsh patel Follow Nov 9 '25 Introducing the new Community Dashboard on TailView.work # rails # uidesign # hotwire # stimulus 3 reactions Comments Add Comment 3 min read Update page title counter with custom turbo streams in Rails Rails Designer Rails Designer Rails Designer Follow Nov 6 '25 Update page title counter with custom turbo streams in Rails # ruby # rails # hotwire # webdev 1 reaction Comments Add Comment 4 min read TailView UI: Open-Source Rails Components with Hotwire Magic 🚀 Harsh patel Harsh patel Harsh patel Follow Nov 4 '25 TailView UI: Open-Source Rails Components with Hotwire Magic 🚀 # rails # hotwire # opensource # tailwindcss 7 reactions Comments 1 comment 5 min read Extending the Kanban board (using Rails and Hotwire) Rails Designer Rails Designer Rails Designer Follow Oct 30 '25 Extending the Kanban board (using Rails and Hotwire) # ruby # rails # hotwire # javascript 6 reactions Comments Add Comment 8 min read Announcing Attractive.js, a new JavaScript-free JavaScript library Rails Designer Rails Designer Rails Designer Follow Oct 23 '25 Announcing Attractive.js, a new JavaScript-free JavaScript library # rails # ruby # webdev # hotwire 1 reaction Comments Add Comment 6 min read Introducing Perron: Rails-based static site generator Rails Designer Rails Designer Rails Designer Follow Oct 16 '25 Introducing Perron: Rails-based static site generator # webdev # rails # ruby # hotwire 1 reaction Comments 1 comment 5 min read Create a Kanban board with Rails and Hotwire Rails Designer Rails Designer Rails Designer Follow Oct 9 '25 Create a Kanban board with Rails and Hotwire # ruby # rails # webdev # hotwire 4 reactions Comments 3 comments 6 min read Layered, Dynamic Turbo Frame Drawers Gabriel Martinez Gabriel Martinez Gabriel Martinez Follow Oct 3 '25 Layered, Dynamic Turbo Frame Drawers # rails # hotwire # turbo # webdev Comments Add Comment 3 min read Visual loading states for Turbo Frames
with CSS only Rails Designer Rails Designer Rails Designer Follow Oct 2 '25 Visual loading states for Turbo Frames
with CSS only # ruby # rails # webdev # hotwire 1 reaction Comments 1 comment 4 min read The 2025 Guide to Building Scalable React Apps Bhavendra Singh Bhavendra Singh Bhavendra Singh Follow Aug 21 '25 The 2025 Guide to Building Scalable React Apps # react # webperf # frontend # hotwire Comments Add Comment 5 min read Stimulus basics: what is a Stimulus controller? Rails Designer Rails Designer Rails Designer Follow Sep 18 '25 Stimulus basics: what is a Stimulus controller? # ruby # rails # hotwire # webdev 1 reaction Comments Add Comment 4 min read Shift+Click Selection for Bulk Actions with Stimulus Rails Designer Rails Designer Rails Designer Follow Aug 28 '25 Shift+Click Selection for Bulk Actions with Stimulus # ruby # rails # hotwire # webdev 1 reaction Comments Add Comment 2 min read String Inflectors: bring a bit of Rails into JavaScript Rails Designer Rails Designer Rails Designer Follow Aug 14 '25 String Inflectors: bring a bit of Rails into JavaScript # ruby # rails # javascript # hotwire 1 reaction Comments Add Comment 4 min read Create a macOS-inspired stack UI with Stimulus and Tailwind CSS Rails Designer Rails Designer Rails Designer Follow Aug 7 '25 Create a macOS-inspired stack UI with Stimulus and Tailwind CSS # rails # ruby # hotwire # tailwindcss 1 reaction Comments 1 comment 6 min read Add Konami Codes with Stimulus Rails Designer Rails Designer Rails Designer Follow Jul 31 '25 Add Konami Codes with Stimulus # ruby # rails # javascript # hotwire 1 reaction Comments Add Comment 4 min read Smarter Use of Stimulus' Action Parameters Rails Designer Rails Designer Rails Designer Follow Jul 10 '25 Smarter Use of Stimulus' Action Parameters # ruby # rails # hotwire # webdev 2 reactions Comments Add Comment 3 min read loading... trending guides/resources Update favicon with badge using custom turbo streams in Rails TailView UI: Open-Source Rails Components with Hotwire Magic 🚀 Extending the Kanban board (using Rails and Hotwire) Rails Designer's Black Friday/Cyber Monday deal Building optimistic UI in Rails (and learn custom elements) Introducing the new Community Dashboard on TailView.work The Best of 2025 from Rails Designer Use native dialog with Turbo (and no extra JavaScript) Add snow to your app with Stimulus Update page title counter with custom turbo streams in Rails Inline editing with custom elements in Rails Why Your Cross-Border Transfers Always Arrive Short in 2026 — And the Automation Fix Stop Sending Boring Texts! Try This Secret "Locked Message" Generator 💎 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 | 2026-01-13T08:49:33 |
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https://www.femiakinyemi.site | Femi Akinyemi Hi, I'm Femi 👋 Frontend Engineer | Javascript | Typescript. About I am a frontend engineer with over 4 years of experience , holding a degree in mathematics and a Master of Science (MSc) in mathematics, and a strong background in software development using JavaScript, TypeScript, React, and NextJs amongst other tools. Over the years, I have specialized in building and optimizing web applications in several industries and startups, especially in the cloud space, and AI space, working with cross-functional teams to design solutions that meet business goals and drive measurable results. My commitment to best practices and attention to detail ensures that my code not only meets standards but also pushes the envelope in terms of performance and user engagement Work Experience Datamellon Sep 2021 - Present Senior Frontend Engineer Played a key role in the development of Klaudworks, an AI-powered FinOps solution that ensures continuous monitoring, automated optimization, and strategic cost control, delivering unparalleled financial management for cloud investments. Optimized website performance for Datamellon website, enhancing user accessibility and site speed by an outstanding 40%, consequently amplifying user satisfaction and retention rates. Leveraged AWS tools like Amplify, S3, and EC2 services, for deployment and hosting services. Actively engaged in planning and translating client requirements into solutions, collaborating with teams to deliver quality results on time. Led the development of product dashboards, driving a remarkable 30% improvement in operational efficiency. Supported junior colleagues and interns by providing guidance and unblocking challenges in AWS services, including AWS Amplify, while offering additional assistance as needed. AutoclipsAI Jun 2024 - Present Founding Senior Frontend Engineer (Contractor) CodeFixBug May 2022 - Dec 2022 Frontend Engineer (Contractor) DevCareers Aug 2020 - Nov 2020 Frontend Engineer (Internship) Education Kwara State University 2018 - 2020 Master of Science Mathematics (M.Sc. Mathematics) Kwara State University 2012 - 2016 Bachelor of Science Mathematics (B.Sc. Mathematics) Licenses & certifications GitHub 2024 - 2027 GitHub Foundations Amazon Web Services (AWS) 2024 - 2027 AWS Certified Developer – Associate Amazon Web Services (AWS) 2023 - 2026 AWS Certified Solutions Architect – Associate freeCodeCamp March, 2022 Legacy JavaScript Algorithms and Data Structures Certification. freeCodeCamp March, 2022 Responsive Web Design Progate June, 2020 Web Development Path (Node.js) Skills HTML5 CSS3 JavaScript TypeScript OpenAI Amazon Bedrock Node.js React Redux Next.js AWS AWS Amplify AWS Lambda ChakraUI Ant Design Git Figma GCP MongoDB DynamoDB Shadcn Storybook Tailwind CSS MaterialUI Vercel GraphGl React Query My Projects Check out my latest work I've worked on a variety of projects, either on contract, or in my leisure. From simple websites to complex web applications. Here are a few of my favorites. AutoclipsAI AutoclipsAI allows creators to instantly create captivating videos for their YouTube & TikTok accounts without showing their face! Next.js MongoDB Typescript Resend AWS Amplify Paystack Axios Framer Motion Next-Auth TailwindCSS Lemon Sqeezy Website CodePullAI AI Code Review Assistant (Powered by AWS Lambda and AWS API Gateway) AWS Lambda API Gateway DynamoDB Amazon Bedrock Supabase Auth Next.js GitHub API AWS Amplify Website Source ExamAI AI-Powered Study Tools that allow educators to effortlessly transform study material into AI-generated flashcards, multiple-choice questions, case studies, and more, all designed to enhance learning activities. Next.js Typescript OpenAI Superbase Clerk Auth Swiper AWS Amplify DynamoDB React Testing Library TailwindCSS React Query Website Source Datamellon Website Collaborate with the team to revamp the Datamellon website to reflects Datamellon`s s values and meets the needs of our growing audience React Typescript Material UI Swiper AWS Amplify DynamoDB React Testing Library TailwindCSS React Query Website Source Cover Letter Expert An AI application that revolutionize job application experience with cutting-edge AI-powered Cover Letter Generator, crafting compelling and personalized cover letters tailored to unique professional journey power by OpenAI React Tanstack Query Typescript AWS Amplify Next-Auth Javascript Tailwind Storybook MongoDB NextJS Lemon Squeezy PayStack Website Source klaudworks.io Klaudworks helps brands and companies maximize the financial value of their cloud investments with an AI-powered FinOps solution. React Chart.js Recharts DynamoDB Axios AWS Amplify React Testing Library TailwindCSS Typescript Vite Website Source Ajiroba Developed an auction retail platform. Next.js TailwindCSS Zustand Tanstack Query Framer Motion Axios Swiper Typescript Website Source Create Tribute Create Tributes allows users to create beautiful memories of their loved ones, share stories and photos, send condolences, and write tributes to preserve their legacies. Next.js Typescript Framer Motion TailwindCSS PayStack Jest Website Volunteering & Hackathons I like contributing In my free time, I’ve taken part in several hackathons and volunteered with tech communities and events. These experiences were truly eye-opening, showcasing the endless possibilities that can be achieved by motivated and passionate individuals working together. Some of my favorites are listed below. Apr 2023 - Present Medusa Hackathon Open Source First place in the 2022 First Medusa Hackathon Challenge (out of 200+ participants across 120 submissions). A challenge to build a Medusa project in 3 weeks. In this challenge, my partner and I developed a Medusa-Payment integration with Paystack, which earned us the title of Overall Winner. Source (Web) Source (API) Apr 2023 - Present Moderator at DEV Community Open Source As a moderator (trusted user) at DEV Community (dev.to), I monitor and moderate posts and comments on DEV platform, make sure that they are following the Code of Conduct. Source (Web) Source (API) Aug 2023 - Aug 2024 Community Builder Amazon Web Services (AWS) As an active contributor to the growth and development of the AWS community, my primary focus is to share knowledge, foster collaboration, and promote the adoption of AWS services and solutions among local community members. Source (Web) Contact Let’s Connect & Innovate I’m always eager to learn, explore new challenges, and connect with professionals who are passionate about technology and innovation. If you’re looking to elevate your projects with a blend of creativity, collaboration, and technical excellence, feel free to connect with me on Linkedin or reach out at akinfemi46@gmail.com | 2026-01-13T08:49:33 |
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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 Parenting Close Welcome to Parenting — part of the Forem network! Navigating the chaos and joy of parenting. Create account Log in Home About Contact Other Code of Conduct Privacy Policy Terms of Use Twitter Facebook Github Instagram Twitch Mastodon Popular Tags #discuss #learning #development #mentalhealth #education #travel #communication #adoption #selfcare #feeding #toddlers #newparents #chores #schoolage #venting #dadlife #pottytraining #advice #momlife #discipline #celebrations #preschoolers #tantrums #singleparenting #toys #productreviews #infants #milestones #askparents #pickyeating Parenting A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. 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https://dev.to/caerlower/verifiable-compute-for-onchain-prop-trading-how-carrotfunding-uses-rofl-38j2 | Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL - 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 Manav Posted on Dec 25, 2025 Verifiable Compute for Onchain Prop Trading: How Carrotfunding Uses ROFL # web3 # blockchain # privacy # proptrading Onchain prop trading has always promised transparency, but in practice most platforms still rely on opaque offchain engines for order execution, trader evaluation, and payout logic. Capital may be secured onchain, yet the most critical decisions, who gets funded, how performance is measured, and when payouts trigger , often happen in black-box infrastructure. Carrotfunding.io is taking a concrete step to eliminate that gap by integrating ROFL , bringing cryptographically verifiable compute into its trading and evaluation pipeline. The Trust Gap in Prop Trading Traditional prop firms are built on trust: traders trust execution, firms trust evaluation logic, and investors trust payout calculations. Even many “onchain” platforms replicate this model by anchoring capital onchain while keeping decision logic offchain. Carrot already minimizes several of these assumptions: Capital is secured using rethink.finance vaults Trades are executed via gTrade The remaining trust dependency lies in the AWS-based engine responsible for: order orchestration trader performance evaluation risk metrics payout calculation This is exactly where ROFL is being introduced. How the ROFL Integration Works Instead of replacing its existing infrastructure immediately, Carrot is deploying ROFL as a parallel verification layer . The production engine continues to run for performance and latency reasons. A ROFL instance independently re-executes the same computations inside a Trusted Execution Environment (TEE) . ROFL produces cryptographic attestations that prove: which code was executed which inputs were used what outputs were produced These attestations are posted onchain, allowing traders and capital providers to verify that: evaluation rules were applied exactly as defined no discretionary changes were made payouts were calculated deterministically Over time, this architecture supports a gradual path toward ROFL-only execution , without sacrificing system reliability today. Why This Matters Technically ROFL provides properties that standard offchain infrastructure cannot: Execution integrity : Code runs in hardware-isolated enclaves. Reproducibility : Identical inputs produce provable outputs. Auditability : Verification happens onchain, not via logs or dashboards. Key isolation : Sensitive keys never leave the enclave. For a prop trading system, this means trader scoring, drawdown checks, and payout logic become provable protocol behavior , not operator promises. Implications for Traders and Capital Providers For traders: Evaluation criteria become transparent and verifiable. Disputes can be resolved cryptographically, not socially. Funding decisions are no longer subjective or opaque. For capital providers: Funds are governed by immutable logic. Risk controls are enforced exactly as specified. Performance claims can be independently validated. A Broader Signal for DeFi Infrastructure This integration is a strong example of how verifiable compute can unlock new classes of financial applications. Prop trading requires: high-frequency logic complex evaluation rules strict fairness guarantees ROFL shows how such systems can remain performant and trust-minimized. While full onchain execution is often impractical for this class of workloads, cryptographically verified offchain compute offers a realistic middle ground. Looking Ahead Carrotfunding’s roadmap includes deeper reliance on ROFL over time, potentially eliminating centralized execution entirely. More broadly, this pattern, parallel verification → gradual migration → full verifiable execution is likely to become standard for complex DeFi systems. As onchain finance matures, trust assumptions will increasingly move from people and servers to code and cryptography . This integration is an early but meaningful step in that direction. 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 Aditya Singh Aditya Singh Aditya Singh Follow Joined Jun 8, 2025 • Dec 25 '25 Dropdown menu Copy link Hide Awesome breakdown this highlights how Carrotfunding is bringing verifiable compute to on-chain prop trading by integrating Oasis ROFL as a parallel trusted execution layer. Instead of relying on opaque off-chain engines, cryptographic attestations posted on-chain make evaluation logic, risk scoring, and payout calculations provably fair and deterministic, moving trust from operators to code. A solid example of bridging high-frequency financial workflows with verifiable infrastructure. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand sid sid sid Follow Joined Jun 27, 2025 • Dec 25 '25 Dropdown menu Copy link Hide This is a strong real-world example of where verifiable compute actually matters. Prop trading needs speed and fairness, and ROFL’s parallel verification model feels like a practical bridge between off-chain performance and on-chain trust. If this pattern sticks, Oasis-style confidential + verifiable execution could quietly become standard infra for complex DeFi systems. 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 Manav Follow web3 guy Location Onchain Pronouns He/Him Joined Feb 11, 2024 More from Manav Why Oasis Is Backing Custody-Native Credit Infrastructure # privacy # web3 # blockchain # infrastructure x402: Turning HTTP 402 into a Real Payment Primitive # privacy # blockchain # web3 # http x402: A Web-Native Payment Protocol for Micropayments and Autonomous Agents # web3 # blockchain # ai # privacy 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://opensource.org/blog/sustaining-open-source-the-next-25-years-depend-on-what-we-do-together-now | Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now – Open Source Initiative Skip to content Get involved About Licenses Open Source Definition Open Source AI Programs Blog Get involved About Licenses Open Source Definition Open Source AI Programs Blog Open Main Menu November 18, 2025 News Ruth Suehle Sustaining Open Source: The Next 25 Years Depend on What We Do Together Now At an event earlier this year, I heard someone describe the sustainability challenges we’re facing as, “open source is suffering from its own success,” and it’s true. The ecosystem that once thrived on volunteer collaboration now faces existential questions of regulation, funding, and sustainability. The good news is that these are solvable problems with solutions based on the thing we know best: community. Think back to when the term “Open Source” was coined in 1998–if you were around to remember it! It was a technologically very different time, transitioning from sharing 3.5” floppies to burning CDs. (For a good chuckle, ask the nearest teenager how to “burn a CD.”) We were communicating over a still-nascent Internet, which we were just getting over calling the “information superhighway.” And not only were we building the roads of that highway, we were building the cars while we were driving down those unfinished roads. We were focused on code and solving immediate problems. The open source community built the foundation of the modern digital world quietly, in pieces, often siloed from other pieces that should have been more closely connected. Now as the default building blocks for modern software, powering finance, health care, the next generation of AI technology, and everything in between, we’re discovering that success brought new responsibilities […insert your own Spider-Man reference]. Our continued success now means not only the success of open source, but the health and continuity of all software development. That means we now have to be working not only on the code, but also addressing new security challenges, supporting open source in the software supply chain, navigating global regulation, and caring for the continued health of the people and projects we depend on every day. The methods that got us through the first quarter-century—volunteer energy, good-faith collaboration, and a handful of well-meaning corporate sponsors—won’t carry us through the next one without intention and attention. Last month at All Things Open, I moderated a session on sustainability , and a year ago at the same event, I spoke about the history and future of open source . If there’s one theme binding those conversations, it’s this: sustainability isn’t a synonym for money. It includes funding, but it’s also about people, governance, trust, and shared responsibility. Money doesn’t automatically become sustainability any more than a grocery list becomes dinner. Someone still has to cook. So what does sustainability really look like? First, we need money and labor. We’ve gotten a lot better at learning ways to get funds into projects, starting with the many foundations and fiscal hosts, then things like sponsorship programs and grants, and there are several new structures coming along. That matters. (A lot!) But money doesn’t fix bugs; people do. If your company relies on projects, you should be investing employee time in contributing to them. Embed contribution into job descriptions and performance goals. Celebrate and reward upstream work. If you can’t staff it, fund it, and fund more than just development: release engineering, security response, governance, documentation, and all the parts that go into a successful project. A healthy ecosystem needs both payroll and pull requests. Second, we must collaborate across projects, foundations, companies, and governments. For years, foundations operated like friendly neighboring islands (with the occasional archipelago), and for a long time, that was just fine. Now, with security, compliance, and policy under bright lights, isolation is a liability. Efforts like the OSI’s Open Policy Alliance and inter-foundation working groups show what happens when we stop competing for attention and start coordinating for impact. We don’t need five different groups solving the same regulatory puzzle alone; we need one well-lit table where we work the puzzle together. Third, companies must participate with intention. I’ve spent most of my career helping organizations do exactly that, first in Red Hat’s OSPO and now at SAS as Director of Open Source. The playbook is straightforward: know what you use, how you use it, and how you’ll give back. Build an OSPO or an equivalent function to make contribution, compliance, and community part of how you ship software. Treat upstream health as a product dependency, because it is. Replenish what you draw from the ecosystem in code, time, and resources, and do it in ways that preserve vendor neutrality and community trust. Fourth, we have to get serious about shared services and shared expertise. Some will, but not every project or foundation needs its own bespoke policy shop, security team, or event engine. We talk a lot about “don’t fork the code unless you must”; the same wisdom applies to operations. Pooling services across neutral organizations saves money, reduces duplicated effort, and raises quality. It’s also a sustainability strategy: expertise survives personnel changes when it’s institutional, not individual. Fifth, we should plan for software’s full lifecycle. Sustainability isn’t just how a project starts and grows; it’s also how it pauses, transfers, or ends. “Open source estate planning” sounds unromantic, but it’s an act of care. Communities are made of humans, not code, so clear governance, dependency transparency, hand-off plans, and archival practices ensure that neither users nor contributors are stranded when life happens. The best time to write those plans was yesterday; the second-best time is before your next release. And finally, we must invest in the next generation , but not only in computer science students. The open source ecosystem thrives on its non-code contributions: community leadership, communications, design, security triage, documentation, release management, and more. We should partner with universities and nonprofits to bring more people into real projects across disciplines. But there’s no reason to limit our outreach to students. Organizations looking for ways to contribute are full of people with all of those skills that we could be welcoming into the open source world. But it’ll take effort on the part of us already here to teach them the ways of community and collaboration. Gatekeeping is easy. Mentoring is harder, but far more powerful. I know all of this can feel big. So let’s make it small and actionable. If you’re a developer , open one issue that improves a dependency you use every day, or review one PR from a new contributor. If you lead a team , whether code-producing or other skills, set aside regular time for upstream work and make it visible in their performance reviews. If you manage budgets , fund the backbone, including CI, security audits, release work, documentation, and travel support for maintainers. If you work at a foundation , pick one service you do well—policy, security response, or events—and offer it as a shared capability to others or a hub of collaboration between organizations. If you’re an educator or student , connect coursework to real projects and teach collaboration alongside code. As President of the Apache Software Foundation , a member of the OSI Board, and the director of an OSPO, I get to see this ecosystem from multiple vantage points. The through-line is simple: community is the foundation . We don’t have software without code, but we don’t have durable code without strong communities. When we share, teach, and build together, good things follow: more secure software, fewer burned-out maintainers, better governance, wiser policy. So here’s my invitation, my request: find “one more.” One more maintainer to support, one more colleague to mentor, one more policy conversation to join, one more project to help document or secure. If everyone reading this helps even one more person become an open source contributor in any role, we’ll double our community faster than any grant ever could. Open source has never been just about code. It’s about curiosity, generosity, and the belief that collaboration makes better things and better people. The next few years will test that belief as never before. But if we do what we’ve always done best—show up, share the work, and care for each other—we won’t just sustain open source. We’ll sustain the spirit that started it and ensure the success we’ve built continues for the good of the modern world. Must-See Recordings Now Available Open letter: Harnessing open source AI to advance digital sovereignty Keep up with Open Source Please leave this field empty. Δ We’ll never share your details and you can unsubscribe with a click! 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https://popcorn.forem.com/wajihaseo | wajihaseo - Popcorn Movies and TV 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 Popcorn Movies and TV Close Follow User actions wajihaseo i am a student of internet marketing Joined Joined on Dec 28, 2025 More info about @wajihaseo 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 1 post published Comment 0 comments written Tag 0 tags followed Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime wajihaseo wajihaseo wajihaseo Follow Dec 28 '25 Shoujo: A Celebration of Emotion, Growth, and Storytelling in Japanese Manga and Anime # genrestudies # filmhistory # animation # analysis Comments Add Comment 4 min read 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 Popcorn Movies and TV — Movie and TV enthusiasm, criticism and everything in-between. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Popcorn Movies and TV © 2016 - 2026. Let's watch something great! Log in Create account | 2026-01-13T08:49:33 |
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