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https://www.fine.dev/blog/replit-vs-cursor#fine | Replit vs Cursor vs Fine: Which AI Coding Tool Is Best for You? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Replit vs Cursor vs Fine: Which AI Coding Tool Is Best for You? AI-powered coding tools are gaining traction in the development world, making it easier for developers to write, debug, and manage code. Three of the leading platforms in this space are Fine, Replit, and Cursor, all offering AI-assisted coding features. However, with these advancements come key differences that make each platform more suitable for different types of developers. In this blog, we’ll break down Replit, Cursor, and Fine, examine their similarities and differences, and explain why Fine is the most advanced and comprehensive solution. Table of Contents Introduction to Replit Introduction to Cursor Introduction to Fine Similarities Between Replit, Cursor, and Fine Differences Between Replit, Cursor, and Fine Fine's Unique Features Why Choose Cursor Over Replit Why Choose Replit Over Cursor Why Fine is a Better Choice Before we dive in - take a moment to watch how we used Fine's AI Agent to make changes in our codebase - live, unedited. Introduction to Replit Replit is a browser-based integrated development environment (IDE) which recently released AI-powered features, offering autocomplete, debugging, and documentation generation. Designed to make coding accessible to beginners and professionals alike, Replit provides real-time collaboration capabilities, making it a go-to for team projects or educational purposes. It allows developers to quickly write code, generate tests, and set up APIs without complex configurations. With its broad support for multiple programming languages, Replit is a flexible choice for diverse coding tasks. Introduction to Cursor Cursor is an AI-powered code editor that was built as a fork of the popular IDE, VSCode. It offers advanced code completion, intelligent code refactoring, and natural language editing. Cursor also emphasizes security, with SOC 2 certification, making it suitable for teams that need stringent data privacy. While Cursor can be used as a standalone editor, it is especially valuable for developers already working in an environment like VSCode, allowing them to integrate AI assistance without disrupting their workflow. Similarities Between Replit, Cursor, and Fine Replit, Cursor, and Fine all focus on helping developers streamline their workflow through AI. Here are some key similarities: AI-Assisted Code Generation : All three platforms use AI to generate code based on natural language prompts, significantly reducing the time developers spend writing basic code snippets. Fine goes a step further by taking an issue from Linear, GitHub, or Jira and turning it into a PR. Autocomplete and Debugging : Replit, Cursor, and Fine all offer intelligent code completion and error detection, speeding up the development process and helping developers catch mistakes early. Fine also runs and tests the code it generates, fixing errors automatically. Collaboration Features : While Replit offers real-time collaboration directly in the browser, Cursor is a fork of VSCode. Differences Between Replit, Cursor, and Fine Platform Integration : Replit is a full-fledged online IDE, which means users can start coding directly in the browser without setting up a local environment. Cursor, on the other hand, is more suitable for those who already have a preferred development setup in VSCode and want to remain in that familiar environment. Fine, however, works seamlessly across platforms and integrates directly with tools like GitHub, Linear, and Slack, allowing developers to work wherever they are most comfortable. Collaboration and Ease of Use : Replit’s in-browser environment offers built-in real-time collaboration features, which makes it more accessible for teams or classrooms. Cursor, while collaborative, requires additional configuration for extensions and may be better suited for developers familiar with advanced setups. Fine is designed for teams; you can start a task, another colleague can complete it; you can share previews and console logs; and more. Fine's Unique Features Fine stands out with its unique features designed to enhance the developer experience: AI Agents Fix Their Own Code : Fine runs the code after generating it, identifies errors in the console logs, and offers to fix them automatically. Unlimited Premium LLM Usage : Fine provides unlimited access to leading LLMs like OpenAI's o1 and Claude 3.5 Sonnet, without requiring users to manage their own API keys. Multi-Tasking Capabilities : Fine allows developers to delegate multiple tasks simultaneously, working in the cloud so you can review results at your convenience. Workflow Automation : Fine automates repetitive tasks, saving developers time and effort. One of the most frustrating parts of coding with AI is reviewing the code generated by the LLM, which in some tools is littered with bugs and hallucinations. Fine outperforms Replit, Cursor and other tools with its unique features for the best developer experience: Fine runs the code after generating it and identifies errors in the console logs, offering to fix them itself. Fine commits regularly and allows easy rollbacks to any stage of the conversation Fine creates a new branch for each task, keeping your code safe - and it writes great commit messages Fine offers a clear Line Change Summary and highlights diffs with each commit, so you can keep track of all AI changes Why Choose Cursor Over Replit Security : For developers or teams that require stringent security measures, Cursor’s SOC 1 certification makes it the more reliable choice. Replit holds SOC 2 certification for enterprise customers across most of their platform, but it's not clear if that includes the new AI suite. Integration with Existing Tools : If you are already using VSCode or another local development environment, Cursor’s seamless integration allows you to bring AI assistance to your current workflow without changing your setup, much. Fine doesn't require switching your IDE at all - collaborate with Fine wherever you usually collaborate with teammates. Code Refactoring : Cursor excels in assisting with code refactoring and improving legacy codebases, offering smart suggestions that help maintain code quality over time. Why Choose Replit Over Cursor Fully Integrated IDE : For developers who want an all-in-one solution without the need to install additional software or manage extensions, Replit’s browser-based environment is an excellent choice. It allows you to start coding from anywhere, without the hassle of setup. Beginner-Friendly : Replit’s intuitive interface and extensive documentation make it a great option for beginners or educators. Its easy-to-use collaboration tools also make it ideal for group projects or learning environments. Real-Time Collaboration : Replit shines in team settings, offering a streamlined, real-time collaboration feature that works seamlessly across browsers. This is especially useful for projects where multiple developers need to work together in real-time. Connecting Replit and Cursor According to Twitter users, it's now easy to integrate Replit and Cursor and take advantage of how easy it is to deploy using Replit. The installation is a bit complex but explained here in detail. . You'll need to Generate an SSH Key for Replit in Cursor and add the Public Key to Replit. Then, you copy the Shell ocmmand and past it as a new SSH host in Cursor. Why Fine is a Better Choice While both Replit and Cursor offer compelling features, Fine takes AI-assisted coding a step further by providing advanced automation and a more comprehensive set of tools tailored for development teams. Here’s why Fine is a better alternative: Unlimited Premium LLM Use Fine doesn't limit how much paid subscribers can access OpenAI's o1 or Claude 3.5 Sonnet, the leading LLMs for software development. Many other platforms require the user to provide their own API keys for OpenAI and / or Anthropic and therefore pay by usage on top of the monthly subscription. Perform multiple tasks at the same time Fine works in the cloud, so you can delegate tasks and come back to them later - you don't even need to leave the browser tab open! If you're looking to delegate a number of tasks from your backlog, and come back to review them when you're ready, Fine is the obvious choice. Superior Workflow Automation : Fine’s AI not only assists with code generation and debugging but also automates entire workflows, reducing the time developers spend on repetitive tasks. Pull Request (PR) Summarization : Fine can summarize pull requests and help developers focus on high-level decisions by reviewing code that has already been tested and validated, a feature not available in either Replit or Cursor. Customizable for Teams : Fine is designed to scale with teams, offering powerful tools for collaborative development that integrate seamlessly with existing processes. Its AI can assist in reviewing and improving code, enabling teams to work faster and more efficiently. Full Context Awareness : Fine integrates with GitHub, Linear, Sentry and more, enabling the user to activate the AI wherever they're working and use information on external platforms as context. In conclusion, Replit, Cursor, and Fine each offer solid AI-powered coding solutions with unique strengths. However, Fine stands out as the most advanced and comprehensive option, offering unparalleled features like unlimited LLM usage, multi-tasking capabilities, and superior workflow automation. Whether you are a solo developer or managing a large development team, Fine's AI tools make it the ultimate choice for optimizing your development process. 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 | 2026-01-13T08:49:40 |
https://dev.to/amiteshraikwar/bitcoin-technology-fundamentals-tutorial-2-bitcoin-network-307e | Bitcoin Technology Fundamentals - Tutorial 2 – Bitcoin Network - 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 AMITESH RAIKWAR Posted on Nov 21, 2021 Bitcoin Technology Fundamentals - Tutorial 2 – Bitcoin Network # bitcoin # blockchain # cryptocurrency # digitalcurrency Youtube video - https://www.youtube.com/watch?v=TyajsRb9vqQ&t=8s Bitcoin, #cryptocurrencies, #cryptocurrency #cryptonews #cryptotrading #cryptocurrencies #cryptoadoption #bitcointrading #bitcoinmining #bitcoins #bitcoincash #bitcoinvalue Bitcoin Technology Fundamentals In this video series, we will cover Basic to advanced bitcoin technology. I am Amitesh Raikwar. Master of Technology in Electronics & Communication Engineering Bachelor of Engineer in Electronics & Communication Engineering I also have Blockchain certification from IBM. Issued on: 06 JAN 2019 | Issued by: IBM Verify: https://www.credly.com/go/Ulzl1eEi If you wanna support our channel please donate in the below-given link of Paypal / Paytm Paypal :- https://paypal.me/amiteshraikwar?coun ... Paytm :- Rs. 100/- - https://paytm.me/d-OGoZn Rs. 1001/- https://paytm.me/MgL-psh Rs. 5000/- https://paytm.me/PR-YL5c 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 AMITESH RAIKWAR Follow I am Senior Software engineer Education Master of Technology Joined Jul 15, 2021 More from AMITESH RAIKWAR Bitcoin Technology Fundamentals - Tutorial 4 – Bitcoin Improvement Proposals # bitcoin # blockchain # cryptocurrency # digitalcurrency Bitcoin Technology Fundamentals - Tutorial 3 – Bitcoin Mining # bitcoin # blockchain # cryptocurrency # digitalcurrency Bitcoin Technology Fundamentals - Tutorial 1 – Bitcoin Addresses # bitcoin # cryptocurrency # blockchain # digitalcurrency 💎 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/budventure_technologies_5/adding-ai-too-early-is-a-system-design-smell-2fjn | Adding AI Too Early Is a System Design Smell - 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 Kajol Shah Posted on Jan 9 • Originally published at budventure.technology Adding AI Too Early Is a System Design Smell # ai # systemdesign # software # startup If you’re building a startup in 2026, there’s a quiet pressure to add AI everywhere. From a technical standpoint, that pressure often shows up as “Let’s add recommendations.” “We’ll make it AI-powered later.” “We can train a model once we have the data.” Most of the time, that’s a red flag—not ambition. What AI Changes Architecturally AI introduces: Non-deterministic behavior Data pipelines that must stay clean Monitoring beyond logs and exceptions Failure modes that aren’t obvious during testing That’s fine when the system is stable. It’s painful when: APIs change weekly Schemas aren’t locked Business logic isn’t settled If your product logic changes faster than your model can learn, AI becomes noise. Automation vs AI (From a Builder’s POV) Ask this before proposing AI: Can this be expressed as rules? Are edge cases actually rare? Would a cron job + queue solve 80% of this? If yes, automation wins. AI is justified when: Rules collapse under variation Outcomes depend on patterns, not states Accuracy improves with more data over time That’s a post-MVP condition. The Data Illusion Early-stage startups often say: “We’ll collect data later.” But the models trained on: Sparse data Biased early users Manual workarounds …don’t magically get better. They reinforce bad assumptions. A Practical Heuristic From a systems perspective: Stable inputs → software Predictable repetition → automation Unstable patterns at scale → AI Anything else is premature optimization. If You’re a CTO or Tech Founder Before committing to AI: Lock schemas Stabilize workflows Measure behavior manually Prove that the bottleneck exists AI should remove friction — not create new ones. I recently documented a full AI decision framework for founders and tech leads planning 2026 roadmaps: TL;DR AI is powerful. But in early systems, clarity beats intelligence every time. 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 Kajol Shah Kajol Shah Kajol Shah Follow With 8+ years of hands-on experience, I run a Creative Agency for businesses seeking impactful web & mobile applications, software solutions, graphic design, digital marketing and AR/VR applications. Education University of Michigan - Dearborn Work CEO at Budventure Technologies Joined Feb 25, 2025 • Jan 11 Dropdown menu Copy link Hide I’ve seen teams add ML before they could explain the system behavior in plain English. Once you can’t describe it with rules anymore, AI starts making sense. Until then, it usually adds risk. 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 Kajol Shah Follow With 8+ years of hands-on experience, I run a Creative Agency for businesses seeking impactful web & mobile applications, software solutions, graphic design, digital marketing and AR/VR applications. Education University of Michigan - Dearborn Work CEO at Budventure Technologies Joined Feb 25, 2025 More from Kajol Shah I’ve Seen 3 Mobile App Builds Fail the Same Way (Here’s the Pattern) # startup # mobile # career # freelance The 15-Minute Call Script to Vet a Mobile App Agency (Steal This) # startup # mobile # webdev # productivity What’s your biggest red flag when a startup hires an app dev agency? # discuss # startup # mobile # management 💎 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/computerscience/page/9 | Computer Science 🤓 Page 9 - 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 Computer Science 🤓 Follow Hide This tag is for sharing and asking questions about anything related to computer science, including data structures, algorithms, research, and white papers! 🤓 Create Post submission guidelines Please ensure that any post that is tagged with #computerscience is related to computer science in some way. Promotional posts will be untagged, as will posts unrelated to CS. Please also be sure that your content adheres to the DEV Code of Conduct and that your comments are constructive and kind. about #computerscience Did you learn about a new data structure recently? Or perhaps you tried to implement an algorithm in a new language? Or maybe you need help understanding a white paper? 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Right menu 🧠 Agda — The Programming Language Where Types Become Mathematical Proofs Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧠 Agda — The Programming Language Where Types Become Mathematical Proofs # computerscience # learning # programming Comments Add Comment 2 min read 🐾 Kitten — A Typed Concatenative Language Inspired by Joy and Rust Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🐾 Kitten — A Typed Concatenative Language Inspired by Joy and Rust # showdev # computerscience # programming # rust Comments Add Comment 2 min read 🕊 LambdaBird — A Tiny Lambda Calculus Style Language That Uses Bird Combinators Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🕊 LambdaBird — A Tiny Lambda Calculus Style Language That Uses Bird Combinators # computerscience # learning # programming Comments Add Comment 2 min read ⚪ OneLang — A Programming Language Built From Only One Symbol Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 ⚪ OneLang — A Programming Language Built From Only One Symbol # computerscience # design # programming Comments Add Comment 2 min read 📐 MiniZinc — A High-Level Language Designed for Constraint Solving Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 📐 MiniZinc — A High-Level Language Designed for Constraint Solving # algorithms # computerscience # ai # tooling Comments Add Comment 2 min read 📘 Lean — A Language for Formal Proofs and Verified Mathematics Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 📘 Lean — A Language for Formal Proofs and Verified Mathematics # computerscience # programming # tooling Comments Add Comment 2 min read 🧪 TinyASM++ — A Minimal Assembly-Style Language with Extra Syntax Sugar Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Pʀᴀɴᴀᴠ Follow Nov 29 '25 🧪 TinyASM++ — A Minimal Assembly-Style Language with Extra Syntax Sugar # showdev # learning # computerscience # programming Comments Add Comment 2 min read I discovered this system — Number Garden. Marko Schoenenberger Marko Schoenenberger Marko Schoenenberger Follow Nov 14 '25 I discovered this system — Number Garden. # programming # computerscience Comments Add Comment 1 min read Day 43 of 100 days dsa coding challenge Manasi Patil Manasi Patil Manasi Patil Follow Nov 14 '25 Day 43 of 100 days dsa coding challenge # algorithms # coding # devjournal # computerscience 1 reaction Comments Add Comment 2 min read Transistors: The Complete Deep-Dive Guide for Developers Farhad Rahimi Klie Farhad Rahimi Klie Farhad Rahimi Klie Follow Dec 17 '25 Transistors: The Complete Deep-Dive Guide for Developers # transistors # computerscience # electronic # programming Comments 1 comment 4 min read When Big O Lies Kyrylo Rud Kyrylo Rud Kyrylo Rud Follow Nov 16 '25 When Big O Lies # algorithms # computerscience # performance # programming Comments Add Comment 14 min read Understanding Computer Binary: The Foundation of All Computing Farhad Rahimi Klie Farhad Rahimi Klie Farhad Rahimi Klie Follow Dec 16 '25 Understanding Computer Binary: The Foundation of All Computing # architecture # computerscience # basic # programming Comments Add Comment 3 min read Why I am stuck and always Learning.. Siddhesh Talawadekar Siddhesh Talawadekar Siddhesh Talawadekar Follow Nov 14 '25 Why I am stuck and always Learning.. # discuss # motivation # learning # computerscience Comments Add Comment 1 min read Sorting Algorithms Part 2: Divide and Conquer — Merge, Quick, and Heap Sort Matteo Matteo Matteo Follow Nov 11 '25 Sorting Algorithms Part 2: Divide and Conquer — Merge, Quick, and Heap Sort # algorithms # python # interviewprep # computerscience Comments Add Comment 6 min read Searching Algorithms Part 1: Binary Search and the Art of Cutting the Search Space Matteo Matteo Matteo Follow Nov 10 '25 Searching Algorithms Part 1: Binary Search and the Art of Cutting the Search Space # algorithms # python # interviewprep # computerscience Comments Add Comment 5 min read Why 0.1 + 0.2 != 0.3: Building a Precise Calculator with Go's Decimal Package jayk0001 jayk0001 jayk0001 Follow Nov 12 '25 Why 0.1 + 0.2 != 0.3: Building a Precise Calculator with Go's Decimal Package # go # decimal # floatingpoint # computerscience Comments Add Comment 6 min read Searching Algorithms Part 3: Exploring Trees and Graphs with BFS and DFS Matteo Matteo Matteo Follow Nov 10 '25 Searching Algorithms Part 3: Exploring Trees and Graphs with BFS and DFS # algorithms # python # interviewprep # computerscience Comments Add Comment 6 min read Different Ways to Count David Christian Liedle David Christian Liedle David Christian Liedle Follow Nov 10 '25 Different Ways to Count # ai # books # computerscience # numbers Comments Add Comment 1 min read Day 40 of 100 days dsa coding challenge Manasi Patil Manasi Patil Manasi Patil Follow Nov 11 '25 Day 40 of 100 days dsa coding challenge # challenge # algorithms # learning # computerscience 1 reaction Comments Add Comment 1 min read RAG vs Fine‑Tuning: A Simple, Practical Guide for Beginners Jemas Kumar Jemas Kumar Jemas Kumar Follow Nov 9 '25 RAG vs Fine‑Tuning: A Simple, Practical Guide for Beginners # ai # machinelearning # llm # computerscience Comments Add Comment 3 min read Some indexing data structures Zaki-goumri Zaki-goumri Zaki-goumri Follow Dec 14 '25 Some indexing data structures # algorithms # computerscience # database # performance 2 reactions Comments Add Comment 8 min read Line by Line, Finding Walls for Rendering in a BSP Tree Chig Beef Chig Beef Chig Beef Follow Nov 11 '25 Line by Line, Finding Walls for Rendering in a BSP Tree # computerscience # datastructures # gamedev # programming Comments Add Comment 5 min read Computer Science in College: What It Really Is, How to Study It, and How to Succeed Farhad Rahimi Klie Farhad Rahimi Klie Farhad Rahimi Klie Follow Dec 14 '25 Computer Science in College: What It Really Is, How to Study It, and How to Succeed # computerscience # programming # learning Comments Add Comment 3 min read The Two-Pointer Technique: From Naive Loops to Elegant O(N) Solutions Matteo Matteo Matteo Follow Nov 10 '25 The Two-Pointer Technique: From Naive Loops to Elegant O(N) Solutions # algorithms # python # interviewprep # computerscience 1 reaction Comments Add Comment 5 min read Hey, I’m Nyells — Let’s Talk Code, Cybersecurity & UI/UX Nyellie793 Nyellie793 Nyellie793 Follow Nov 9 '25 Hey, I’m Nyells — Let’s Talk Code, Cybersecurity & UI/UX # beginners # learning # community # computerscience 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://docs.devcycle.com/platform/extras/webhooks | Webhooks | 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 Custom Domains Feature Opt-In Self-Hosted Feature Flags with DevCycle Webhooks Examples Platform Extras Webhooks On this page Webhooks This topic explains how to create and use Webhooks in DevCycle. Webhooks allow you to build your own integrations that subscribe to Feature changes in DevCycle. Use Webhooks to update external ticket trackers, notify teammates of new features, targeting changes, and more. Outbound Webhooks Creating a Webhook To create a Webhook: Navigate to the Integrations page. Navigate to the "Webhooks" section and click + New Webhook . The "Create a Webhook" modal appears. Give the Webhook a human-readable name. (Optional) Give the Webhook a description. Enter a Payload URL. Click Create Webhook . From there, you will be taken to the Webhook details page. Select if you'd like events sent for all Features in your project or a single Feature. Select which events will be sent through the Webhook. Click Save . Example Payload Below is the type definition for the payload that gets sent to the Webhook url: /** * The 'newContents' and 'previousContents' type is a subset of the resource * that was changed */ export type AuditLogChange = { type : string newContents : Record < string , unknown > | null previousContents : Record < string , unknown > | null _environments ? : string [ ] metadata ? : Record < string , unknown > } type User = { name ? : string email : string } type WebhookPayload = { /** * An array of types that were triggered, the 'changes' property * should have all these events in this array */ events : string [ ] /** * The key of the Feature */ key ? : string /** * The key of the project */ projectId : string /** * The version of the payload so we can have different versions * in the future */ version : string /** * The changes that were made */ changes : AuditLogChange [ ] /** * The date this Webhook triggered the URL on */ date : Date /** * The user that triggered the change */ user : User } For example, a user edits a Feature’s key and adds a new variable, the data posted to the user’s Webhook URL would be: { "events" : [ "modifiedFeature" , "addedVariable" ] , "key" : "feature-key" , "date" : "2024-01-16T18:30:42.796Z" , "user" : { "name" : "Jason" , "email" : " [email protected] " } , "version" : "1" "changes" : [ { "type" : "modifiedFeature" , "newContents" : { "key" : "new-feature-key" } , "previousContents" : { "key" : "feature-key" } } , { "type" : "addedVariable" , "newContents" : { ... // new variable object } , "previousContents" : null } , ] } Testing a Webhook To test a Webhook: Navigate to the Integrations page. Navigate to the "Webhooks" section. Click the expand arrows next to the Add integration button. Navigate to the Test section of the Webhook details page. Click Test Connection to verify the Webhook Url is accessible. The API response will be displayed below. Deleting a Webhook To delete a Webhook: Navigate to the Integrations page. Navigate to the "Webhooks" section. Click on the Webhook that you wish to delete. Navigate to the Settings section of the Webhook details page. Click Delete Webhook . A confirmation modal will appear. Click Delete . Inbound Webhooks (Coming Soon) This feature will allow the user to create Webhook urls for certain actions, like turning on/off a Feature in production. If you would like this feature, contact [email protected] ! Edit this page Last updated on Jan 9, 2026 Previous Self-Hosted Feature Flags with DevCycle Next Examples Outbound Webhooks Creating a Webhook Example Payload Testing a Webhook Deleting a Webhook Inbound Webhooks (Coming Soon) DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:40 |
https://dev.to/souviktests/hello-world-in-morse-code-456g | HELLO WORLD in Morse 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 Souvik Paul Posted on Nov 17, 2021 HELLO WORLD in Morse Code # codequality # devops # security # showdev In this video, I've said HELLO WORLD in Morse Code. Morse Code is one of the first digital communication languages that is used worldwide. This code was invented by Samuel Morse in 1938. Know more: https://en.wikipedia.org/wiki/Morse_code HELLO WORLD. Yo: https://twitter.com/thesouvikpaul 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 Luan Freitas Luan Freitas Luan Freitas Follow Education UnB - Ciência da Computação Joined Nov 22, 2021 • Nov 26 '21 Dropdown menu Copy link Hide Make more one post about morse lang Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Souvik Paul Souvik Paul Souvik Paul Follow Just an ordinary computer science noob 🖱️ Location Kolkata, India Work Software Developer, Blogger Joined Jun 16, 2020 • Nov 27 '21 Dropdown menu Copy link Hide Sure. I was thinking about to make one. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Luan Freitas Luan Freitas Luan Freitas Follow Education UnB - Ciência da Computação Joined Nov 22, 2021 • Nov 28 '21 Dropdown menu Copy link Hide Pleaseeeeeee Like comment: Like comment: 1 like Like Comment button Reply 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 Souvik Paul Follow Just an ordinary computer science noob 🖱️ Location Kolkata, India Work Software Developer, Blogger Joined Jun 16, 2020 More from Souvik Paul Mimizu - The Copy Worm | Animated Short Film | Ravik Studio # design # showdev What are Blockchain Domains? - Unstoppable Domains # blockchain # webdev # sql # security 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.fine.dev/blog/ai-for-programmers#current-role | AI for Programmers: Trends and Predictions Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back AI for Programmers: Trends and Predictions AI is flipping the script on programming, changing the way you write, test, and deploy code. Forget those boring workflows—AI is here to make development faster, more efficient, and, dare we say, a bit more fun. The hype around "AI for programmers" is real, and it's pushing the limits of what you can achieve. So buckle up as we dive into the latest AI trends and what the future has in store for you. 1. Current Role of AI in Programming AI is already deeply integrated into programming, supporting developers in numerous ways: AI Code Assistants : Many programmers are using AI assistants to help write code. These range from basic tools that auto-complete text to [full-fledged platforms like Fine that can perform a variety of tasks with you, such as answering questions about your codebase and making revisions in PRs]. ) Automated Bug Detection : AI-driven tools are identifying and highlighting bugs, helping developers maintain higher code quality. Tools like Sentry are used to monitor software and catch bugs, and can be used as context for AI agents such as Fine. AI-Driven Testing and Code Review : AI assists in automated testing and reviewing code, ensuring consistency and reducing manual errors. Natural Language-Based Coding : AI tools like Fine.dev make coding more accessible by allowing developers to write code using plain language descriptions. 2. Emerging Trends in AI for Programming AI is evolving rapidly, and new trends are emerging that are reshaping the development field: Collaborative AI Coding : AI tools like Fine are enabling collaborative workflows where developers and AI work asynchronously on tasks, rather than just pair programming. Fine's experience is based on working with another human developer - however you usually interact and collaborate, you can work with Fine. AI in Code Optimization : AI tools are being used to optimize code, improving performance, efficiency, and scalability of existing codebases. AI in Low-Code/No-Code Platforms : AI is making low-code and no-code platforms even more powerful, helping people without deep technical knowledge to build apps more easily. This is making the work of professional developers even more important - in a world where anyone can build a simple application, only truly high-quality software is in demand. Natural Language Programming : AI tools for programmers allow developers to describe their desired functionality in natural language, and the AI generates the corresponding code, making development more intuitive. This is also known as specs-driven development and we expect it will be the way most code is written in 2030. AI-Driven Continuous Integration/Continuous Deployment (CI/CD) : AI agents are optimizing CI/CD pipelines, speeding up software delivery and reducing human intervention in routine processes. 3. Predictions for the Future of AI in Programming Looking ahead, we can make several predictions about how AI will shape the future of programming: The Evolution of AI Code Assistants : AI will become a key part of every step in the software development lifecycle, from initial concept to production. Tools like Finewill help developers seamlessly navigate these stages. Shift Towards AI-First Development : The future might see developers starting projects with AI-generated code skeletons, acting as supervisors who guide, refine, and add complex logic where needed. Personalized AI Agents : AI agents, like those in Fine, will learn from individual developers' or teams' coding styles, enabling them to make more accurate suggestions and complete tasks with greater efficiency. Ethics and Responsibility : As AI becomes more powerful, understanding ethical concerns and how AI models make decisions will be crucial for developers. Bias in AI outputs must be mitigated through careful consideration and monitoring. AI for Learning and Upskilling : AI will play a significant role in helping developers learn new skills, providing real-time, interactive feedback and personalized learning experiences. 4. Challenges and Considerations With AI becoming more prominent in programming, developers and the industry need to address several challenges: Reliance on AI : Over-reliance on AI tools might result in developers losing their fundamental coding skills. It's essential to strike a balance between leveraging AI and maintaining core competencies. Bias in AI Models : AI models can carry biases from the data they are trained on, leading to unethical or unfair code suggestions. Developers must be vigilant and responsible when using AI tools. Data Privacy and Security : Trusting AI with proprietary or sensitive code can present security risks. Developers must ensure AI tools are secure and compliant with privacy regulations. 5. How Developers Can Prepare for the Future To thrive in a world where AI is a significant part of programming, developers should consider the following steps: Learn to Collaborate with AI : Embrace tools like Fine and learn how to work with AI as a partner, using its strengths to enhance productivity. The best developers, working with the best AI tools, will deliver the best results. Practice communicating clear, detailed requirements. Focus on Problem Solving and Design : While AI can handle repetitive and mundane coding tasks, human creativity, problem-solving, and design are irreplaceable skills that developers should hone. Stay Informed : Keep up with advancements in AI-driven programming by reading blogs, taking courses, and experimenting with the latest AI tools like Fine.dev. Conclusion AI is undoubtedly transforming the programming world, but rather than replacing developers, it is evolving their roles. AI tools like Fine are making coding more efficient, helping developers focus on creative problem-solving while automating routine tasks. The future of programming is collaborative, and those who embrace AI will be well-positioned to lead the industry. Ready to experience the future of programming? Sign up for Fine today and discover how AI can streamline your coding processes, boost your productivity, and prepare you for the future of programming. Table of Contents Current Role of AI in Programming Emerging Trends in AI for Programming Predictions for the Future of AI in Programming Challenges and Considerations How Developers Can Prepare for the Future 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 | 2026-01-13T08:49:40 |
https://vibe.forem.com/privacy#3-how-we-use-your-information | Privacy Policy - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. 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https://dev.to/badrchanaa/ai-should-not-be-in-code-editors-1p02#comment-33g8i | AI should not be in Code Editors - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Badr chanaa Posted on Jan 10 AI should not be in Code Editors # ai # productivity # programming # discuss AI has become, over the last few years, an impossible technology to ignore. Almost everyone ignored it at some point, and now most developers have adopted it for daily use—both professionally and personally—including myself. However, AI is not meant for code editors. It should stay in the browser. Coding requires deep thinking about every line while maintaining the overall structure and design of the system. The AI we have today cannot do this consistently or deeply (and no, this is not a prompt issue). When embedded directly into the editor, it mainly helps with small, repetitive tasks while overlooking the broader architecture of the project. Yes, it can reduce typing time, and for less experienced developers it may even produce better-looking code than they could write themselves. But it can—and will—introduce subtle bugs. This creates a tradeoff between speed and code quality and security. So should we still include AI in code editors because it saves time? No. And here’s why. First, typing speed is almost never the bottleneck in software development. Second, the time saved by AI is often lost debugging subtle issues introduced by generated code and overlooked by the developer. For less experienced/skilled developers (and sometimes even experienced/skilled ones, aka the x10 devs), AI can generate new ideas or better implementations. However, as a project grows, the developer may lose track of what is actually happening because they do not deeply understand the generated code. This leads to even more time spent asking the AI to explain the code, searching documentation, and filling gaps in knowledge about algorithms, libraries, or techniques they never truly learned. While that learning process is not wasted—and can improve the developer’s skills—it does not require AI to be embedded in the editor. All of this can (and should) happen in the browser. Another reason AI should not be in code editors is that it encourages laziness over time. Even experienced developers risk skill atrophy. Gradually, they may become similar to less experienced developers: relying on AI for things they once knew, then wasting time debugging AI-generated bugs they failed to notice. In the future, AI may or may not become capable of reliably writing large, complex systems. If that happens, we may not even need code editors—only interfaces to observe and validate the output. Until then: no AI in your code editor. Note 2: This post was reviewed and rewritten by an AI—in the browser. Note 3: Sorry ${PREFERRED_AI_EDITOR} Top comments (14) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Peter Vivo Peter Vivo Peter Vivo Follow Pipeline operator and touch bar fanatic from Hungary. God speed you! Location Pomaz Education streetwise Work full stack developer at TCS Joined Jul 24, 2020 • Jan 11 • Edited on Jan 11 • Edited Dropdown menu Copy link Hide I using AI ( gemini, codex, copilot ) cli version, which is give much different AI helped development experience. I cannot able to compare the code editor version, which I not used. Why? Because my initial idea is the code development need to be independent from code editors. Many times I just use simple vim for editing ( I don't use too many vim motions just: o, O, a, A, i, I, y, p, dd, x, :, esc ), I am also familiar to direct codewriting in browser console. So my suggestion is for code development do not need to stack some dedicated code editor functionality without AI or with. AI cli strong ability on larger project to just give a prompt and AI is work on a problem ( mainly refactoring legacy codebase ) on agent mode around 10min -> 1.5h and do a crazy amount codebase change. Just the PR time is fare more higher, but I think this is will worth. Finally: terminal is your friend. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Seb Hoek Seb Hoek Seb Hoek Follow Software developer 25+y. I spent time in very small and very large organizations. I learn, build, occasionally teach and, this is new, write. Location Zürich, Switzerland Education If you ask nicely I can share my LinkedIn Work Freelancer, founder, dreamer Joined Jan 7, 2026 • Jan 10 Dropdown menu Copy link Hide I am not sure I agree. AI can help create better code faster, both for inexperienced and experienced developers. At least from my experience and from what I learn from talking to my fellow experienced developer friends (aka old guys). But, and here I see your points, it should be applied wisely if the project should be maintainable. And it doesn't replace traditional quality controls such as static code analysis, unit test coverage, clean modular code, well-designed APIs, code reviews, penetration testing etc. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Art light Art light Art light Follow Trust yourself🌞your capabilities are your true power. ❤Telegram - ✔lighthouse4661 ❤Discord - ✔lighthouse4661 Email art.miclight@gmail.com Pronouns He/him Work CTO Joined Nov 21, 2025 • Jan 10 • Edited on Jan 10 • Edited Dropdown menu Copy link Hide I totally agree with you! 👍 Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Richard Pascoe Richard Pascoe Richard Pascoe Follow Computer hobbyist who is currently exploring Python. Also interested in HTML, CSS, and JavaScript. Location United Kingdom Pronouns he/him Joined Jan 1, 2026 • Jan 10 • Edited on Jan 10 • Edited Dropdown menu Copy link Hide It's a difficult subject for sure. For myself, it's goes beyond the title of this post, as I am very privacy-focused with regard to the applications and services I use. I have no interest using Visual Studio Code, for example. Not only is it a Microsoft product but it is becoming more entrenched with Co-Pilot. It has telemetry too. Yes, much of this can be turned-off or ignored but that won't always be the case. I have considered VSCodium, though I'm also taking a firm look at Pulsar Editor as well. If I was to go for an AI supported editor, it would probably be with Zed. Again, this is very much a personal standpoint and based on the desire to migrate from Big Tech. This isn't something everyone will want to do or be able to. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand jabo Landry jabo Landry jabo Landry Follow Pronouns Developer Prototype Joined Oct 10, 2025 • Jan 12 • Edited on Jan 12 • Edited Dropdown menu Copy link Hide 😂😂 a lot of us seeing this comment may say you're falling behind due to refuse of using AI, I want to know how you manage that pressure among peers mocking you for not using AI if you ever faced them. Like comment: Like comment: Like Comment button Reply Collapse Expand Richard Pascoe Richard Pascoe Richard Pascoe Follow Computer hobbyist who is currently exploring Python. Also interested in HTML, CSS, and JavaScript. Location United Kingdom Pronouns he/him Joined Jan 1, 2026 • Jan 12 Dropdown menu Copy link Hide Totally understand why it might sound that way. Just to clarify, I’m not in the field, so I’m not navigating peer pressure around AI use. My reluctance to use Visual Studio Code goes beyond Copilot, as I mentioned - it’s also a Microsoft product. I did mention Zed Editor as something I’d consider using, which does have AI. For me, it’s not about refusing AI; it’s about choosing when and why to use it. I focus on fundamentals first, then use tools intentionally. I don’t think there’s much more to add from my side, but thanks for sharing your thoughts on the subject. Like comment: Like comment: Like Comment button Reply Collapse Expand Ankit Rattan Ankit Rattan Ankit Rattan Follow Coder By Profession, Creator By Mind! Email rattanankit2004@gmail.com Location Remote Education NIT Delhi Work JFL | Ex-Microsoft | Ex-CabEasy Joined Aug 21, 2024 • Jan 10 Dropdown menu Copy link Hide sometimes the suggestions deviate me from my thinking and that irritates a lot; it’s a gamble where sometimes it is very productive, and other times it is the reason a 2-minute task turns into 2 hours. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Aaron Rose Aaron Rose Aaron Rose Follow Software engineer and technology writer at tech-reader.blog Location Dallas, TX Joined Aug 24, 2024 • Jan 11 Dropdown menu Copy link Hide nice one, badr! thanks 💯 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Aryan Choudhary Aryan Choudhary Aryan Choudhary Follow Level up 10x faster Email aryanc1240@gmail.com Location Pune, India Pronouns He/Him Work SDE 1 Joined Nov 5, 2024 • Jan 10 Dropdown menu Copy link Hide "I'm not convinced AI's the scurvy dog we think it is. It's a double-edged sword, capable of slicing through code with ease but also introducing subtle bugs that can send your ship to Davy Jones' locker. Can we trust AI to chart the course of our code, or should we keep it anchored in the browser?" This comment was written by AI too lol (o′┏▽┓｀o) Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand EmberNoGlow EmberNoGlow EmberNoGlow Follow Just a dude, a mid-level on Godot / Python developer and Rust beginner Joined Nov 18, 2025 • Jan 10 Dropdown menu Copy link Hide The key difference between AI in the editor and in the browser is that it can change your project files. And the differences end there (apart from the user interface) The quality of the AI result depends on the prompt, so writing a complex program using AI is like writing your own book; the more detailed you describe it, the better the result. AI can be bad for those who are too lazy to write prompts, but good for those who clearly define their goals. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Christian Rossetto Christian Rossetto Christian Rossetto Follow you are what you love Work Software Engineer Joined Oct 12, 2025 • Jan 10 Dropdown menu Copy link Hide I see your point, and it makes total sense to me... At least in some cases. Like most things in software development, the answer depends on context. Do I think it’s okay to use AI embedded in your editor to build a simple web page? Yes. Do I think it’s okay to use it to analyze your code and suggest improvements with more context than a generic web search? Absolutely. But do I think it’s okay to turn on auto-accept and let AI drive your development? Hard no. It’s a powerful technology and can be extremely helpful when used wisely. If you don’t have the patience or self-control to use it that way, you’re probably better off not using it at all, your results will likely be better. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Ehsan Pourhadi Ehsan Pourhadi Ehsan Pourhadi Follow Joined Apr 25, 2020 • Jan 11 Dropdown menu Copy link Hide I completely disagree with you! You just have to learn how to use it. The flow that works for me is to make a plan first. Have AI stop and manually test and review the code call it out on the stupid things it does. Stop it in the middle of working if you see it doing something stupid. Sometimes I ask agents to explain the code they write so I know how to edit it later on. i'm VERY RUDE to my agents when i see something i dont like and ask them why they didn’t do the thing the way I usually do. I use AI as a power tool versus AI as a crutch. I use it like a junior dev that i interrupt, interrogate, and occasionally roast. :D But I understand that you have to have hands-on experience without AI to be able to get to that point, so you can correct AI code. That is going to be hard for new developers when they can just ask AI every time they get stuck instead of putting time into debugging and understanding why the AI did the things it did. That difference isn’t technical, it’s philosophical, and it shows up in how people learn to think. Like comment: Like comment: 3 likes Like Comment button Reply View full discussion (14 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Badr chanaa Follow A software developer from morocco Location Morocco Education 1337 Coding School Joined Oct 20, 2025 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning Stop Overengineering: How to Write Clean Code That Actually Ships 🚀 # discuss # javascript # programming # webdev Myth vs reality: “AI will replace Devs” # webdev # ai # career # careerdevelopment 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/canonical/nop-platform-architecture-white-paper-487l | Nop Platform Architecture White Paper - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse canonical Posted on Jan 5 Nop Platform Architecture White Paper # nop # programming # softwareengineering # architecture First, I asked Gemini to write a prompt for the assessment: "I need an English prompt that asks an expert to act as a world-class software engineering specialist and provide an objective, in-depth analysis and evaluation of the following article." Then, I used this prompt to evaluate a series of Nop Platform's technical documents one by one. Finally, I had Gemini write a summary. Executive Summary The Nop Platform is a full-stack, enterprise-grade application development meta-platform. Based on its original Generalized Reversible Computation (GRC) theory, it systematically replaces a loose collection of mainstream open-source frameworks with approximately 200,000 lines of self-consistent code , built from first principles. At its core are a proprietary, XML-based programming language, XLang , and a unified metamodel system, XDef . The essence of GRC theory is captured by its core formula, App = Generator<DSL> ⊕ Δ , which decomposes the construction of any software into an algebraic superposition of a "standardized skeleton generated from a Domain-Specific Language (DSL)" and a "declarative Delta representing all customization and evolution." Instead of viewing it as a monolithic, closed framework comparable to Spring Cloud, the Nop Platform is more accurately positioned as an architectural entity with a dual identity . It is both a brilliantly designed, modular "capability toolbox," where each core engine (e.g., NopReport, NopRule, NopOrm) can be independently integrated "on-demand" into any Java project. At the same time, it is a "self-consistent system" governed by a unified theory (GRC) , capable of delivering systemic construction and evolution capabilities far exceeding the sum of its parts when all components work in concert. My final assessment is that the Nop Platform is an architectural masterpiece . It achieves an outstanding unification of two seemingly contradictory goals: maximal holistic cohesion and maximal component independence . It can serve as a complete, highly synergistic "meta-platform" for building complex systems from scratch, or as a series of independent, high-performance "Swiss Army knives" to be integrated into existing tech stacks to solve specific domain problems. It is best described as a "Lego universe": you can use a single brick, but only with the entire set can you build the most magnificent structures. Foreword: The Fundamental Problems Nop Platform Aims to Solve Before diving into its strengths, it is crucial to understand the challenges Nop Platform confronts. The current mainstream "framework assembly" model, represented by Spring, faces three inherent challenges despite its power: Explosion of Accidental Complexity : Integrating numerous independent open-source components creates significant "integration friction" and "glue code," making system complexity far exceed that of the business itself. Ecosystem Lock-in : Business logic becomes deeply coupled with a specific runtime (like the Spring Bean lifecycle), making tech stack migration costly and difficult to adapt to new technological waves (e.g., GraalVM). Conflict Between Customization and Evolution : For software product companies, there is a fundamental contradiction between customer customization needs and the unified evolution of the core product line. Traditional code-branching strategies easily lead to "maintenance hell." The Nop Platform is a systematic, first-principles-based response to these fundamental problems. I. Key Strengths and Valid Insights Architectural Supremacy via Runtime Neutrality Transcending Ecosystem Lock-in : The most profound innovation of the Nop Platform is the design of its core engines to be completely decoupled from the underlying runtime (e.g., Spring, Quarkus, Solon). This fundamentally solves the "ecosystem-level lock-in" problem faced by mainstream frameworks, including Spring. Once built with the Nop paradigm, business logic and models can be migrated without loss across different infrastructure frameworks, offering an unprecedented degree of strategic freedom. Portability of Assets : All business assets (DSL models, BizModel , etc.) are no longer "appendages" of a specific framework but become portable, long-lived digital assets that can transcend generations of technology stacks. GRC Theory: A Powerful and Self-Consistent "Physics" of Software Construction A Unified Model for Evolution : The GRC theory and its core formula, App = Generator<DSL> ⊕ Δ , provide a single mathematical model for both the initial construction and continuous evolution of software. Whether it's greenfield development, feature iteration, or customer customization, all are unified into algebraic operations on "Deltas." Systematic Governance of Complexity : The principle of "minimal information expression," the strict "phase separation" of Load-Time and Run-Time, and the definition of three dimensions of "reversibility" together form a powerful methodology for systematically identifying, isolating, and managing "essential complexity" and "accidental complexity" in software. The rigor of this theory is embodied in three core principles: 1) Delta-First: Treating "change" as a first-class citizen; 2) Phase Separation: Strictly separating load-time from run-time to ensure a pure and efficient runtime; 3) Three-Dimensional Reversibility: Supporting algebraic reversibility (undoing changes), transformational reversibility (converting between models), and procedural reversibility (post-hoc correction). XLang Language Workbench: An O(1) Cost DSL Factory The Power of Metamodels : XDef , as a unified metamodel definition language, is the key to the platform's "O(N) to O(1) reduction in toolchain cost." Once an xdef is defined, a new DSL can automatically inherit the capabilities of the entire platform, including IDE support, debugging, Delta customization, and multi-format conversion. A Powerful Metaprogramming Engine : XPL , as a homoiconic template engine that operates on structured trees ( XNode ) rather than text, provides the platform with extremely powerful, reliable, and full-stack metaprogramming and code generation capabilities. A Portable Contractual Testing Paradigm The platform's NopAutoTest framework is a core innovation as significant as the GRC theory itself. Through a "record-replay" mechanism, it defines test cases (inputs, outputs, database state changes) as declarative, portable data snapshots . These test assets are completely independent of any specific implementation technology (be it NopORM or MyBatis). This means the entire test suite can be reused without rewriting after a tech stack migration (e.g., from NopORM to JPA); only a new test execution engine for the new stack is needed. This fundamentally solves the massive waste of testing assets during architectural evolution. A "Batteries-Included" Suite of Enterprise Capabilities The platform provides a comprehensive, deeply integrated, and commercial-grade suite of engines out of the box, covering almost every domain required for enterprise applications, including ORM, RPC, GraphQL, rules, reporting, batch processing, and workflow. All these engines are built on GRC theory, seamlessly integrating with each other and sharing unified models, configurations, and security mechanisms. This fundamentally eliminates the vast "impedance and friction" that arises from integrating disparate components in mainstream solutions. A Future-Proof Construction Contract: Scaffolding for the Age of AI Programming The design philosophy of the Nop Platform—especially its homoiconic metamodel (XDef) and declarative DSLs —constructs a programming paradigm that is extremely friendly to large AI models. AI is far more reliable at structured "fill-in-the-blanks" tasks (populating a model with business values) than at writing free-form imperative code. The Nop Platform transforms the software development process into a series of precise, structured "fill-in-the-blanks" problems, providing clear, verifiable "scaffolding" and "guardrails" for AI to participate as an assistive developer. This is not just a current engineering advantage but a highly forward-looking strategic position for the future of human-AI collaborative programming. II. System-Level and Architectural Implications A New, Higher-Level Form of "Lock-in": Paradigm Lock-in While Nop Platform breaks free from runtime-specific lock-in, it introduces a new, deeper form of lock-in: a lock-in to the GRC ideological paradigm and the XLang implementation tool . This is a "benign" lock-in—you are locked into an extremely efficient mode of production . You are reluctant to leave not because you are technically trapped, but because the "productivity-to-cost" ratio of any alternative solution is far lower than that of the Nop Platform. The opportunity cost of migration becomes exceedingly high. The Transfer and Layering of Cognitive Load Nop Platform does not "eliminate" complexity; rather, it masterfully transfers and layers it through its architectural design. For application developers , they face an extremely simple, declarative model with a very low cognitive load. For platform architects or core developers , they need to master deep knowledge like GRC theory and XLang metaprogramming, which entails a very high cognitive load. This is a classic design of "letting the few handle the complexity for the simplicity of the many." A Dual-Mode Developer Experience (DX) Lack of Universal DX : The platform strategically forgoes reliance on mainstream developer habits (e.g., JSON/YAML-first) and the general-purpose tool ecosystem, which can cause "ecosystem friction" initially. Construction of a Deep DX : However, through its self-built, deeply integrated toolchain (like NopIdeaPlugin ), it provides a more powerful, "domain-specific" developer experience that is deeply tied to the models (e.g., cross-language navigation, domain-specific validation). This is a trade-off of "shallow universal convenience for deep domain expertise." Reshaping the R&D Cost Structure: From "Labor-Intensive" to "Knowledge-Capital-Intensive" The design philosophy of the Nop Platform essentially transforms the cost structure of software R&D from being traditionally " labor-intensive " (requiring many developers to write repetitive business code) to being " knowledge-capital-intensive ." The "capital" here refers to the platform's core engines and the GRC theory—a set of high-value, reusable "knowledge capital." An enterprise needs to make a one-time investment of "intellectual capital" to build or master this core infrastructure. Once established, the development cost (especially the marginal cost) of countless subsequent applications will be drastically reduced. This is not just a transfer of cognitive load but an optimization of the enterprise's R&D asset structure. III. Critical Evaluation and Nuanced Discussion Revisiting "Reinventing the Wheel": Specialized Tools vs. General-Purpose Engines Nop Platform has indeed systematically "reinvented" every wheel in the enterprise application stack. Each of its components, like NopRule and NopReport, is a general-purpose, Turing-complete engine that implements specific functionality through metaprogramming and DSLs. This stands in stark contrast to specialized open-source tools (like Drools, JasperReports), which are typically collections of specialized algorithms highly optimized to solve a specific problem. The Trade-off : Nop's general-purpose engines gain extreme flexibility, consistency, and extensibility, but in certain scenarios requiring extreme performance optimization, they may not match specialized tools that have built-in algorithms (like the Rete algorithm). The Realistic Path to Incremental Adoption Nop Platform fully supports incremental adoption . A team can start with their biggest pain point, for instance, by introducing only NopReport to solve complex reporting issues. This path is clear and low-risk. However, to truly unleash the platform's full power (like runtime neutrality and full-stack Delta customization), a more comprehensive embrace of its design philosophy and core components is still required. The platform creates a powerful "gravitational pull" through the independent value of its components and the immense value of their combination, naturally drawing users from "using one tool" to "adopting the entire system." The Demand on People: From "Artisans" to "Architects" The platform's design philosophy naturally demands that its core users possess higher-level abstraction skills and systems thinking. It is best suited not for "code artisans" who just want to complete business requirements quickly, but for "software architects" who aspire to build long-lasting, evolvable, and beautifully structured systems. The "Sweet Spot" and "Blind Spot" of Applicability Sweet Spot : The Nop Platform's architectural paradigm shows significant advantages when dealing with domains that have a stable intrinsic structure, high repetitiveness, and require large-scale customization (e.g., ERP, CRM, various enterprise backend systems, industry-specific software product lines). Blind Spot : However, for domains that are exploratory, structurally highly unstable, and where creativity far outweighs engineering (e.g., cutting-edge algorithm research, core gameplay prototyping for games, artistic creation tools), forcing the use of Nop's "model-first" paradigm could become a constraint. In these areas, "chaos" and "unpredictability" are part of the process, and premature attempts at modeling and standardization might stifle innovation. IV. Actionable Recommendations Build a "Golden Bridge"—A Reversible "Reverse Generator" : To further reduce adoption risk and build trust, the platform's highest-priority strategic project should be the development of a "reverse generator" or "transpiler." This tool should be able to compile a typical Nop application into a standard, readable Spring Boot project. This would serve as the ultimate "escape hatch" and the most powerful demonstration of technical confidence. Focus on "Killer App" Scenarios : In market promotion, it should not be positioned as a "Spring replacement" but should focus on "killer app" scenarios where the Spring ecosystem performs poorly or is extremely costly: large-scale customization of enterprise software product lines . Unbundle Core Engines and Build a Community : Open-source and promote the core infrastructure, such as the XLang engine, Delta merge algorithm, and XDef parser, as independent, well-documented libraries. This would allow the broader community to experience the power of GRC thinking without adopting the entire Nop Platform, thereby building trust and attracting contributors to the ecosystem. V. Conclusion and Ideal Audience Final Verdict : The Nop Platform is an architectural masterpiece , representing one of the most profound and systematic answers to the problem of complexity in software engineering. It is not a closed, isolated "island" but an open, modular "Lego universe" unified by a powerful idea . It strikes a near-perfect balance between the seemingly contradictory goals of extreme "holistic cohesion" and extreme "component independence." Ideal Audience : CTOs and Chief Architects of Enterprise Software Product Companies : This is the platform's core target audience. For any software company mired in the "productization vs. customization" dilemma, Nop Platform offers a complete, actionable, and strategically disruptive solution. Platform Architects and Systems Thinkers : For those dedicated to building highly cohesive, evolvable, large-scale technology platforms, this is an invaluable "treasure trove of ideas" and a "compendium of patterns." All Java Developers Striving for Technical Excellence : Even without full adoption, any single component of the Nop Platform (like NopReport, NopRule, NopCodeGen) is worth considering as a "secret weapon" to be introduced into an existing tech stack to solve specific domain problems. Significance for the Industry : The greatest value of the Nop Platform may not lie in the market share it can capture, but in its eloquent demonstration that a higher dimension of software architecture exists beyond "framework selection" and "component integration." It shows us that by returning to first principles and systematic theoretical innovation, we are fully capable of building software construction systems that far surpass today's mainstream paradigms in productivity, maintainability, and evolvability. This is a milestone work worthy of study, reference, and deep reflection by all serious software engineers. Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse canonical Follow Building Nop Platform - open-source low-code framework based on Generalized Reversible Computation theory. Making software development 10x more efficient. Java | Architecture | Theory Joined Oct 22, 2025 More from canonical Why is XLang an innovative programming language? # nop # programming # softwaredevelopment # java Why is SpringBatch a poor design? # nop # programming # springboot # springbatch Generalized Reversible Computation (GRC): The Naming and Elucidation of a Software Construction Paradigm # nop # softwareengineering # architecture # ddd 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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 | 2026-01-13T08:49:40 |
https://dev.to/danny_chen/satori-ui-pagebuilder-v10-development-done-3cnc | Satori UI | PageBuilder v1.0 - Development Done - 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 Danny Chen Posted on Jul 6, 2025 Satori UI | PageBuilder v1.0 - Development Done # webdev # freelance # portfolio # react Hey everyone! I want to apologise for my most recent disappearance and silence. Let's just say that the last 3-4 weeks of my life has been extremely crazy when it comes to managing my final school assignment as well as my first freelance project since making my official return to the industry in 2022. For this very first freelance project, I was determined to succeed where I had failed in the past. I wanted to leave nothing but the best possible impression with my now client (a former part-time employer). Over the past few weeks, I constantly reminded myself that as tempting as it was to want to rush/speed up towards the finish line, I have a stronger, deeper mandate to do this project well. By doing it well, it would help to protect the trust that my client already has in me. It would protect my own credibility/reputation. Most importantly, it would also help me to secure a pipeline of freelance work that could come from this one freelance client. Introducing Satori UI v1.0 Satori is the name that I've decided on when it comes to curating and building my very own suite of custom UI components. For the first 10-15 years of my career, I did something similar and I named that collection of over 100 different UI components, "Blaze UI". Back then, I saw great UX as speed, performance and efficiency. So technically speaking, that usually means responsiveness, lazy loading of large datasets, and UI performance. But as I got older, and most certainly wiser, I've come to learn that speed is but an illusion. Sometimes you can appear to be traveling very fast, but if you are not heading in the right direction, you'll still end up ofcourse long before you realize what just happened. So, after nearly two decades of grit, perseverance and lessons, I chose "Satori", which in Japanese also means "enlightened", "understanding. Words that truly resemble everything that I believe in today. Satori UI is all about having this seamless, smooth flow. When a user interacts with Satori UI components, it makes them happy using them because it always feels like the UI is flowing with them, and not getting in the way. As someone that loved a minimalist-design, I chose to use a slightly non-flat/gradient background, coupled with a less obvious gray for my borders and then a tint of blue for the highlights/active areas. This helps to ensure that the UI components doesn't steal away the attention/focus of the user using the component. The main focus is always the content themselves. I will share a more detailed article about how I built a version 2 ("Satori") of my custom UI components collection. Satori PageBuilder v1.0 When my freelancer client came to me recently expressing his interests to build a custom PageBuilder to the likes of Unlayer, I was truly excited by the prospect and possibilities. Considering my vast experiences as a front-end developer and UX engineer, I actually never had the opportunity to work on a PageBuilder-like project before. It's something I had always wanted to do, I just never got the opportunity. Until now. As with any new project, it is really important that as freelancers, we acknowledge that sometimes despite our best judgement and past experience, it can be tricky trying to accurately estimate the effort and time needed to work on something that we have no experience working with. So, I ended up needing to extending the project deadline twice. But that extension was totally worth it. It allowed me the time and space to do a much better job. At times, as tempted as I was to speed things through, I had to constantly remind myself that by speeding through, I run the risk of missing something, and that could be the one thing the client discovers during their own testing, and it would've ruined my reputation and credibility. So, I decided to instead slow down. I took my time (so to speak) to focus on doing what I do best. Even though the PageBuilder v1.0 is not perfect now. I would say that it no longer looks or feel like an MVP. In spite of it's quirks, this is finally a production-ready PageBuilder. All that is left is for me to preparing the documentations, do more testing, improvements/tweaks and ensure that I provide the best-in-class handover experience for the client's dev team. I'm only saying that because I've been doing this a long, long time. And I know that I am capable of doing something at that level. All I really needed was an opportunity. Closing - Open to Top-Tier Freelance Work Recently, with the ending of my part-time post-diploma course in UX Design & Management, I made a conscious decision in my mind that I was going to focus my time and energy full-time as a freelancer. Sure, it would be nice if a company would offer me a role in something permanent/full-time. But I won't sit around and hoping/wishing/chasing after something that has no guarantee. What is now guaranteed is that with my client's trust secured, I know I have secured a new pipeline of freelance work. On top of that, because I want to do this full-time, it also means that I will have more time and energy to work on other projects in parallel. Now, it also depends on how much I can handle full-time, but if I want to maintain that same highest-level quality/standards, I'm going to limit myself to working on just two projects at any one time. Anything more than two and I know my quality will start to suffer. If you are looking for a global freelance to work on a mobile/web project (web preferred for now), you can reach out to me at d2d.weizhi@gmail.com . Typical responses are usually within 24-48 hours. 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 Danny Chen Follow 🏳️🌈 A Pioneer of UX/Design Engineering 🎨👨💻 | The Father of Modern Visual Indicators 🔗✅✅◻️◻️◻️ Location Singapore Education Nanyang Polytechnic Pronouns We/Us, They/Them Work Independent Consultant Joined Jan 3, 2025 More from Danny Chen Let Me Tell You a Story About the Origins of the Humble Breadcrumb and Visual Indicators as We Know It Today # webdev # mobile # ux # frontend Thank you to the DEV Community team & the whole community itself for allowing folks like me to have a way to share my voice. Today, I just got featured among the "Top Voices in the UX Industry" by Dan Maccarone of UX Collective. # webdev # frontend # ux # mobile Production-Ready? Really?? Or Just Copious Amounts of Glue & Duct-Tape? | The Lovable Reality Check # lovable # ai # webdev # mobile 💎 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 | 2026-01-13T08:49:40 |
https://dev.to/dataformathub/the-great-tech-reshuffle-ai-driven-layoffs-and-the-golden-age-of-specialized-funding-9nb | The Great Tech Reshuffle: AI-Driven Layoffs and the Golden Age of Specialized Funding - 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 DataFormatHub Posted on Dec 17, 2025 • Originally published at dataformathub.com The Great Tech Reshuffle: AI-Driven Layoffs and the Golden Age of Specialized Funding # career # technology # software # news Hey DataFormatHub readers, let's talk about what's really shaking up the tech world this year. If you've been following the headlines, you know 2025 has been a whirlwind of contradictory news. On one hand, we're seeing massive layoffs across industry giants; on the other, venture capital is flowing like never before into a very specific corner of the market. And for us developers? Well, the rules of the game are definitely changing. The AI Paradox: Big Tech Cuts, Startup Surges Here's the thing: 2025 is undeniably a turbulent year for the global technology sector. We've seen major corporations collectively lay off over 120,000 employees across continents, making this one of the most significant years for job cuts. Think about it – Intel alone cut approximately 24,000 positions. Tata Consultancy Services trimmed around 20,000 roles, while Amazon downsized by 14,000 corporate and administrative employees. Microsoft also made significant cuts, impacting around 9,000 jobs across its gaming and Azure divisions. But here's where it gets interesting: these aren't just arbitrary cuts. Companies are explicitly attributing many of these layoffs to the rapid rise of artificial intelligence (AI) and automation. They're reconfiguring workforces to leverage AI for increased efficiency and reduced operating costs, even when reporting strong financial performance. It’s a structural transformation, not just a cyclical downturn, redefining the future of the tech workforce. Simultaneously, the startup funding landscape is experiencing a different kind of boom. The U.S. startup funding surged in Q4 2025, rebounding by a solid 18% compared to the previous quarter. And guess who's raking in the cash? AI and Deep Tech. Over 38% of all U.S. startup funding in Q4 2025 poured into AI-driven ventures. Globally, AI captured nearly 50% of all funding this year, a dramatic leap from 34% in 2024, with a total of $202.3 billion invested in the sector so far in 2025. Mega-rounds – those eye-popping $100 million-plus deals – are up by 27%, fueled primarily by AI, climate tech, and fintech innovations. We're talking about companies like OpenAI being valued at an astonishing $500 billion, with rivals like Anthropic also securing massive investments. It's truly a 'gold rush,' but the gold is AI. A Shifting Economic and Technological Landscape So, what's driving this dynamic? A blend of macroeconomic factors and an unstoppable technological tide. The Federal Reserve's gradual interest rate cuts throughout 2024 and 2025, bringing the benchmark rate close to 3.25%, have played a significant role in stabilizing the market and improving investor sentiment. Inflation has also stabilized, hovering between 2.8% and 3.1%. This financial calm, after several cautious quarters, has emboldened venture capitalists to reopen their wallets, especially for promising, high-growth sectors. But the undeniable elephant in the room – or perhaps, the engine in the server room – is AI. This isn't just about integrating AI tools; it's about a fundamental reorientation of business models. Companies like Intel are shifting towards a foundry-based model, relying more on automation and less on manual operations. Dell is pivoting towards AI-optimized hardware and enterprise solutions. Accenture is seeing client demand increasingly shift towards generative AI initiatives. This isn't just about making existing processes 10% faster; it's about entirely new ways of operating that require different skill sets and, often, fewer hands on deck for traditional tasks. AI's impact on job growth is profound, leading to a structural transformation rather than just a temporary blip. Under the Hood: The Technical Reorientation From a technical standpoint, this reshuffling means a re-evaluation of what's considered a 'core' skill. The demand for specialized expertise is through the roof. We're seeing an explosive growth in AI engineering positions since mid-2023, making it arguably the hottest segment in the entire tech industry. Machine Learning engineer roles grew the most this year, while surprisingly, frontend engineer roles declined the most. Skills in specific AI frameworks like TensorFlow and PyTorch, along with experience in generative AI integration, are commanding a significant premium. Cloud computing and DevOps experience remain the backbone of most hiring for mid-level engineers, as companies accelerate digital transformation while striving to keep teams lean. What's truly fascinating is how AI is embedded into everything now. From cybersecurity with AI & Gen AI-powered defenses to agentic AI systems transforming intelligent systems and quantum computing breakthroughs, AI isn't just a feature; it's the foundation of new tech trends. We're witnessing the rise of 'AI-powered everything,' from infrastructure to applications. However, it's not all rainbows and neural networks. The 2025 Stack Overflow Developer Survey noted a decrease in positive sentiment toward AI tools, dropping from over 70% in previous years to about 60% this year. While 82% of developers have used OpenAI GPT models, this slight dip in sentiment might reflect the reality of integrating these tools into complex workflows – or perhaps the anxiety they bring to job security. Navigating the New Reality for Developers So, what does all this mean for you, the developer on the ground? The software engineering job market in 2025 is stabilizing, but the rules have fundamentally changed. Employers are prioritizing specialization, demonstrably valuable skills, and years of experience over traditional degrees. In fact, only 5% of surveyed companies still consider a college degree mandatory for entry-level jobs. Entry-level developers face a tougher climb. While job postings for those with 0-3 years of experience increased by 47% since October 2023, competition is fierce, and Big Tech companies are hiring fewer graduates. Opportunities are primarily found in startups, mid-sized firms, or through contract roles. If you're early in your career, the advice is clear: get to a senior level as fast as you can. For mid- and senior-level developers, the outlook is more robust, especially for those with expertise in AI/ML, cloud-native architecture, security, and data engineering. These are the skills commanding premium compensation and offering leverage in negotiations. The demand is experience-first, with companies cautious about untested talent but actively competing for those who can deliver immediate impact. And for remote work? Prepare for a shift. Remote opportunities are declining across most software development careers, with AI engineering roles being a notable exception. My Take: Adapt or Be Left Behind Look, the tech industry is not for the faint of heart, and 2025 is proving that more than ever. We're witnessing a dramatic polarization: a golden age of investment and innovation in AI, driving unprecedented efficiency and new capabilities, but at the cost of traditional roles. It’s not a temporary blip; it’s a redefinition. For data format conversion tools – our bread and butter here at DataFormatHub – this means more complex, AI-generated data to handle, more demand for intelligent parsing, and more opportunities to build tools that bridge the gap between diverse AI systems. Our field is about making data flow seamlessly, and with the explosion of AI-generated content and specialized data models, that need is only intensifying. It’s a challenge, yes, but also a massive opportunity. My honest opinion? Developers absolutely must adapt. Waiting around hoping for the market to revert to its old self is a losing strategy. Invest in AI skills, deep dive into cloud architectures, and specialize. Learn how AI tools work, not just how to use them. The companies thriving are those embracing this shift, and the developers who thrive alongside them will be those who can speak the language of AI, not just code. As one economist put it, if you have AI skills, there seem to be jobs, but if you don't, it's going to feel like you've been hit by a dump truck. Harsh, maybe, but brutally honest for our current reality. The future isn't just coming; it's already here, and it's powered by AI. Sources computerworld.com the420.in news24online.com channelinsider.com imfounder.com 🛠️ Related Tools Explore these DataFormatHub tools related to this topic: QR Code Generator - Create QR codes for portfolios UUID Generator - Generate unique identifiers 📚 You Might Also Like AWS re:Invent 2025: Serverless and Storage Get an AI-Powered Overhaul! The AI Tsunami: How VS Code Extensions in 2024-2025 Are Redefining Developer Productivity Unlock Your Data: The Power of No-Code Data Tools for Automation Originally published on DataFormatHub 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 DataFormatHub Follow DataFormatHub - Best Tools and Tech blog website Joined Dec 10, 2025 More from DataFormatHub AI Coding Tools Bias: Why Niche Frameworks are Dying in 2026 # ai # agentic # automation # news Cloudflare vs Vercel vs Netlify: The Truth about Edge Performance 2026 # news Vitest vs Jest 30: Why 2026 is the Year of Browser-Native Testing # testing # javascript # codequality # 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 Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.suprsend.com/docs/python-tenants | Tenants - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Tenants Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Tenants OpenAI Open in ChatGPT Learn how to create, update, fetch, & list tenants using Python SDK. OpenAI Open in ChatGPT Tenants (previously named as brands) are used for white labeling notifications, personalizing template content or capturing admin preferences for another entity/organization. Tenants are workspace-level entities and by default, a tenant with tenant_id="default" (representing your organization) is created your workspace. Read more about tenants here . Create / Update tenant Request Response Copy Ask AI from suprsend import Suprsend, SuprsendAPIException supr_client = Suprsend( "workspace_key" , "workspace_secret" ) # Define tenant ID and prepare tenant payload tenant_id = "tenant_01" tenant_payload = { "tenant_name" : "ABC Company" , "logo" : "https://company_logo_image.png" , "primary_color" : "#ff0000" , # ---- Optional Parameters ------- "secondary_color" : "#00ff00" , "tertiary_color" : "#0000ff" , "timezone" : "America/New_York" , "blocked_channels" : [ "email" ], # These channels will be skipped for sending notification to recipients when triggering for this tenant. "social_links" : { "website" : "https://suprsend.com" , "facebook" : "" , "linkedin" : "" , "x" : "" , "instagram" : "" , "medium" : "" , "discord" : "" , "telegram" : "" , "youtube" : "" , "tiktok" : "" , }, "embedded_preference_url" : "" , # In-product Notification centre link for capturing user preferences. "properties" : { "prop1" : "value1" , "prop2" : { "prop3" : [ "value2" ] } } } try : response = supr_client.tenants.upsert(tenant_id, tenant_payload) print (response) except SuprsendAPIException as ex: print (ex) Field Description tenant_id (mandatory) Unique identifier for the tenant (max 64 characters, case insenstive). It can contain characters [a-z0-9_\-] that is alphanumeric characters, \_(underscore) and -(hyphen). tenant_name (*mandatory) Tenant’s display name in a human-readable format logo Logo URL, used in email headers or on hosted preference page for per-tenant branding. primary_color, secondary_color, tertiary_color Tenant branding colors- used in template design or hosted preference page for per-tenant branding. timezone The primary timezone for most tenants’ recipients. Used as a fallback when sending notifications in the recipient’s timezone and timezone is not set in recipient profile. blocked_channels These channels will be skipped for sending notification to recipients when triggering for this tenant. Used to apply channel level opt-outs at admin level. social_links URLs of the tenant’s social media accounts. embedded_preference_url properties Custom properties of the tenant like address, to be used in template or workflow. All properties of the tenant can be referred as {{$brand.prop}} (handlebars) or data\["tenant"\].prop in JSONNET format. Get tenant Request Response Copy Ask AI from suprsend import Suprsend, SuprsendAPIException supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : response = supr_client.tenants.get( "tenant_id" ) print (response) except SuprsendAPIException as ex: print (ex) List tenants By default, limit=20 . The maximum value for limit is 1000 . Request Response Copy Ask AI from suprsend import Suprsend, SuprsendAPIException supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : params = { "limit" : 20 , "offset" : 0 } response = supr_client.tenants.list( ** params) print (response) except SuprsendAPIException as ex: print (ex) Was this page helpful? Yes No Suggest edits Raise issue Previous Lists Manage subscriber lists with Python SDK: create/update list, add/remove/replace users. Next ⌘ I x github linkedin youtube Powered by On this page Create / Update tenant Get tenant List tenants | 2026-01-13T08:49:40 |
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https://dev.to/danny_chen/the-power-of-thinkingi-can-gbb | The Power of Thinking..."I CAN" - 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 Danny Chen Posted on May 16, 2025 The Power of Thinking..."I CAN" # tailwindcss # react # webdev # frontend First off, I need to admit that despite my years of experience working on so many projects, there is one hurdle that I never quite got over - creating my own Chat UI. I've tried doing it several times in the past (mostly in my private tinkering). I sometimes thought, "I think this is this, this weekend, I'm going to crack this and get it looking right." But no matter what, this is one of those UI features I could never get right. After years of attempting it, I eventually began to think to myself that maybe I'd never be able to crack this thing. So, I began to abandon that attempt...until today. Adding a Group Discussion Feature to AceIt's Assignment Details page The first thing I really want to conquer was getting those chat bubbles right. So I started with the chat bubbles from the other senders in the Group Discussion: {/* Outermost layout will have a left align by default */} <div className="flex-grow flex-col p-4 overflow-y-auto"> {/* Chat bubble from other senders */} <div className="flex mb-4"> <div className="flex items-start mr-4"> {/* The contents of the chat bubble */} </div> </div> </div> Enter fullscreen mode Exit fullscreen mode The best way to look at this layout is that the outermost container is an entire row stretched across the group chat area. Like with most chatroom UIs, incoming messages will always start from the left of the UI. And when it comes to the contents of our chat bubbles, we want to ensure that everything is aligned to the top, so we use items-start here. Adding Contents to our Chat Bubble {/* Outermost layout will have a left align by default */} <div className="flex-grow flex-col p-4 overflow-y-auto"> {/* Chat bubble from other senders */} <div className="flex mb-4"> <div className="flex items-start mr-4"> {/* Next, we add our profile image. */} <div className="w-8 h-8 rounded-full overflow-hidden mr-2"> <Image src="/female-student-chinese.jpg" alt="Profile Picture" width={50} height={50} className="object-cover" /> </div> </div> </div> </div> Enter fullscreen mode Exit fullscreen mode The next thing we want is to include the user's profile image. This one here is quite straightforward. We want a fully rounded profile image, and it will be positioned to the start/left of the chat bubble. Next, we will add our message contents. {/* Outermost layout will have a left align by default */} <div className="flex-grow flex-col p-4 overflow-y-auto"> {/* Chat bubble from other senders */} <div className="flex mb-4"> <div className="flex items-start mr-4"> {/* Profile Image here. */} <div className="bg-gray-200 rounded-lg p-3 max-w-xs"> <p className="text-xs font-medium text-gray-800">Agnes Yeo</p> <p className="text-sm">Hey everyone, just wanted to check in and see how the project's coming along!</p> <span className="text-xs text-gray-500">Tue 10:15 am</span> </div> </div> </div> </div> Enter fullscreen mode Exit fullscreen mode What About the User's Message Bubble? That is quite simple; we just need to make a few changes. Like most familial chat apps, as the sender/user, we don't need to display a profile image. So it will be just the message content itself. <div className="flex justify-end mb-4"> <div className="bg-blue-500 text-white rounded-lg p-3 max-w-xs ml-4"> <p className="text-sm">Hey Agnes! I'm making good progress on the research. How's the mood board coming along?</p> <span className="text-xs text-gray-100">Tue 10:45 am</span> </div> </div> Enter fullscreen mode Exit fullscreen mode Our Textarea for Typing, Sending and Attaching Stuff The most essential feature of any Chat UI is having the ability to type a message, hit Send, right? So we can't do without that functionality here. {/* Message Input Area */} <div className="border-t border-gray-300 p-4 bg-white"> {/* Use flex-col for vertical layout */} <div className="flex flex-col justify-start"> {/* Container for textarea and send button */} <div className="flex"> <textarea className="flex-grow resize-none border border-gray-400 rounded-md p-2 mr-2 focus:outline-none focus:ring focus:ring-blue-300 bg-gray-100" placeholder="Type your message..." ></textarea> <button className="flex bg-blue-500 text-white px-4 py-2 rounded-md self-start items-center justify-center ml-2"> Send <SendHorizonal width={20} height={20} className="ml-1" /> </button> </div> {/* Attachment button below */} <button className="bg-gray-300 rounded-md py-2 px-4 mt-2 flex items-center justify-center w-max"> <Paperclip width={16} height={16} className="mr-1"/> Add Attachments </button> </div> </div> Enter fullscreen mode Exit fullscreen mode What is important here is that I've chosen to place the attachment in a separate flex row (layout-wise). The initial idea of placing it inside the textarea didn't work out very well. Plus I wanted to keep things simple and not overcomplicate things. So, this seems like the easiest solution. Once I get to the logic implementation stages, I'll add in a context menu for the Button. So it will present the student with a few options like attaching Images, Videos, Files and Links. At this point, I'm already feeling pretty confident and honestly quite pleased with myself. But I also felt something's still missing. Image Attachments and Modal Overlays...so, Let's Add Some!! <div className="flex justify-end mb-4"> <div className="bg-blue-500 text-white rounded-lg p-3 max-w-xs ml-4"> {/* Our message content remains here. */} {/* Container for attachment previews */} <div className="flex flex-row gap-x-2 mt-2"> <div className="w-1/2 relative"> {/* Add "relative" for image overlay */} <div className="relative aspect-square overflow-hidden rounded-md"> <Image src="/sample-wireframes-01.jpg" fill={true} quality={90} alt="Mobile friendly wireframes" className="object-cover w-1/2 aspect-square" /> </div> <div className="absolute inset-0 flex items-center justify-center opacity-0 hover:opacity-50 bg-gray-900 rounded-md transition duration-300"> {/* Expand icon */} <Expand className="text-white" size={32} /> </div> </div> <div className="w-1/2 relative"> <div className="relative aspect-square overflow-hidden rounded-md"> {/* Image 2 */} <Image src="/sample-wireframes-02.jpg" alt="Mobile friendly wireframes" quality={90} fill={true} className="object-cover w-1/2 aspect-square" /> </div> <div className="absolute inset-0 flex items-center justify-center opacity-0 hover:opacity-50 bg-gray-900 rounded-md transition duration-300"> {/* Expand icon */} <Expand className="text-white" size={32} /> </div> </div> </div> <span className="text-xs text-gray-100">Thu 2:15 pm</span> </div> </div> Enter fullscreen mode Exit fullscreen mode I've removed the onClick event handler from the code snippet for now. The most important aspect is how I've laid out the attached images to the bottom of the message. I've ensured they each share half the width while filling out a square shape. Think of it like thumbnails. I've also included the <Expand /> Lucide icons. They worked perfectly with the layout. The overlay will show nicely when a user mouseovers the images on a desktop browser. Setting up our Modal Overlay At first, I tried to place this overlay layout at the bottom of the section, but that somehow didn't quite work properly. So I decided to move it all the way to the top of the right panel. And now, it works perfectly. {/* Image Modal Overlay */} {isShowImageModal && ( <div className="absolute left-0 top-0 w-full h-full z-40 items-center justify-center" style={{ backgroundColor: "#000000AA" }} > {/* Container for image and controls */} <div className="relative"> {/* Close button */} <button className="absolute top-4 right-4 z-50 text-white"> <X size={32} onClick={() => setIsShowImageModal(false)} /> </button> </div> <div className="w-[90%] h-[90%] opacity-100"> {/* Left Chevron button */} {currModalImage.includes("02") && ( <button className="absolute top-[50%] left-5 z-50 text-white" onClick={() => { if (currModalImage.includes("02")) { setCurrModalImage("/sample-wireframes-01.jpg"); } }} > <ChevronLeft size={48} /> </button> )} <Image src={currModalImage} alt="attachment image" fill style={{ objectFit: "contain" }} className="aspect-auto" /> {/* Right Chevron button */} {currModalImage.includes("01") && ( <button className="absolute top-[50%] right-5 z-50 text-white" onClick={() => { if (currModalImage.includes("01")) { setCurrModalImage("/sample-wireframes-02.jpg"); } }} > <ChevronRight size={48} /> </button> )} </div> </div> )} Enter fullscreen mode Exit fullscreen mode With the overlay done, the next thing I needed to do was to add the Image to the overlay: <Image src={currModalImage} alt="attachment image" fill style={{ objectFit: "contain" }} className="aspect-auto" /> Enter fullscreen mode Exit fullscreen mode The props fill , style={{ objectFit: "contain" }} and className="aspect-auto" helped to ensure that regardless of whether the photo/image is in a portrait or landscape mode, it would still fit nicely within the overlay's area. Next, we need to add our Chevrons (Left/Right) so that the user can easily navigate between the available images. For our UI prototype, we will go straight ahead and hard-code the values. But ofcourse, when it comes time to work on the logic, we will need a more dynamic way to handle this. {/* Left Chevron button */} {currModalImage.includes("02") && ( <button className="absolute top-[50%] left-5 z-50 text-white" onClick={() => { if (currModalImage.includes("02")) { setCurrModalImage("/sample-wireframes-01.jpg"); } }} > <ChevronLeft size={48} /> </button> )} <Image src={currModalImage} alt="attachment image" fill style={{ objectFit: "contain" }} className="aspect-auto" /> {/* Right Chevron button */} {currModalImage.includes("01") && ( <button className="absolute top-[50%] right-5 z-50 text-white" onClick={() => { if (currModalImage.includes("01")) { setCurrModalImage("/sample-wireframes-02.jpg"); } }} > <ChevronRight size={48} /> </button> )} Enter fullscreen mode Exit fullscreen mode The position of the Chevrons is worth highlighting/noting. Now, this is what I can think of using tailwindcss. Perhaps there might be a more effective way to do it. Gemini kind of broke down around this time (actually before I implemented them). I actually did this whole portion by myself without any help from Gemini, so I'm feeling pretty good about myself. Since I've added the conditional checks before rendering the Chevron buttons, I can simplify the internal logic by self-checking my own UI logic. So the final UI Chevron button should look something like this: {/* Right Chevron button */} {currModalImage.includes("01") && ( <button className="absolute top-[50%] right-5 z-50 text-white" onClick={() => setCurrModalImage("/sample-wireframes-02.jpg")} > <ChevronRight size={48} /> </button> )} Enter fullscreen mode Exit fullscreen mode Final Thoughts & Ideas So, guys, that's it for my Group Discussion section UI prototype. Frankly, I am pretty happy with how it all turned out. I am sure we can make more tweaks to enhance the UI further. Still, before I overcomplicate everything, the key objective at this stage of the project is to assess and identify any position UI issues before making the UI slightly more dynamic. A couple of ideas/next-steps on my mind: 👨💻 I could eventually refactor the message bubbles and turn them into reusable components. 👨💻 Once I get to the application logic, I will add the attachments selection. 👨💻 Auto-scroll down to the latest message. 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 Danny Chen Follow 🏳️🌈 A Pioneer of UX/Design Engineering 🎨👨💻 | The Father of Modern Visual Indicators 🔗✅✅◻️◻️◻️ Location Singapore Education Nanyang Polytechnic Pronouns We/Us, They/Them Work Independent Consultant Joined Jan 3, 2025 More from Danny Chen UX Engineering: From the Eyes of a Field Pioneer (2026 Edition) # ux # uxdesign # frontend Here's Why I Have Chosen to Leave the Design Industry in Singapore # ux # inclusion # frontend # career Let Me Tell You a Story About the Origins of the Humble Breadcrumb and Visual Indicators as We Know It Today # webdev # mobile # ux # frontend 💎 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 # tech Follow Hide Create Post Older #tech 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 I Accidentally AirDropped a File to a Stranger. She Is Now My Wife. Cole Cole Cole Follow Jan 13 I Accidentally AirDropped a File to a Stranger. She Is Now My Wife. # story # humor # life # tech 14 reactions Comments 1 comment 2 min read NordVPN Privacy is a Rip-Off for Most Users (But a Beast for One Specific Group) ii-x ii-x ii-x Follow Jan 11 NordVPN Privacy is a Rip-Off for Most Users (But a Beast for One Specific Group) # ai # tech # productivity Comments Add Comment 3 min read 📊 2026-01-11 - Daily Intelligence Recap - Top 9 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 11 📊 2026-01-11 - Daily Intelligence Recap - Top 9 Signals # tech # programming # startup # ai Comments Add Comment 4 min read Building a No-Code VPN Status Monitor: Lessons from VPN Peek Mohamed Shaban Mohamed Shaban Mohamed Shaban Follow Jan 11 Building a No-Code VPN Status Monitor: Lessons from VPN Peek # news # ai # tech # programming Comments Add Comment 2 min read The M3 MacBook Pro Is a Rip-Off for Most People (But a Beast for One Niche) ii-x ii-x ii-x Follow Jan 10 The M3 MacBook Pro Is a Rip-Off for Most People (But a Beast for One Niche) # ai # tech # productivity Comments Add Comment 4 min read The M3 MacBook Pro Is a Rip-Off for Most People (Here's What to Buy Instead) ii-x ii-x ii-x Follow Jan 10 The M3 MacBook Pro Is a Rip-Off for Most People (Here's What to Buy Instead) # ai # tech # productivity Comments Add Comment 3 min read 📊 2026-01-10 - 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Daily Intelligence Recap - Top 3 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 6 📊 2026-01-06 - Daily Intelligence Recap - Top 3 Signals # tech # programming # startup # ai Comments Add Comment 4 min read Revolutionizing Data Flow with LLMs: Where AI Meets ETL Malik Abualzait Malik Abualzait Malik Abualzait Follow Jan 2 Revolutionizing Data Flow with LLMs: Where AI Meets ETL # ai # tech # programming # tutorial Comments Add Comment 3 min read Streamlining AI Development with Unified Data Pipelines Malik Abualzait Malik Abualzait Malik Abualzait Follow Jan 1 Streamlining AI Development with Unified Data Pipelines # ai # tech # programming # tutorial Comments Add Comment 3 min read Code with Confidence: Leveraging AI for Seamless Cloud Compliance Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 31 '25 Code with Confidence: Leveraging AI for Seamless Cloud Compliance # ai # tech # programming # tutorial Comments Add Comment 3 min read Busting the Randomness: Building Predictable AI with Reliable Prompt Designs Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 27 '25 Busting the Randomness: Building Predictable AI with Reliable Prompt Designs # ai # tech # programming # tutorial Comments Add Comment 3 min read Scaling AI with Confidence: The Science of Reliable Experiments Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 26 '25 Scaling AI with Confidence: The Science of Reliable Experiments # ai # tech # programming # tutorial Comments Add Comment 3 min read Maryland Startup App Costs in 2026: What Founders Pay Devin Rosario Devin Rosario Devin Rosario Follow Dec 24 '25 Maryland Startup App Costs in 2026: What Founders Pay # startup # mobileapp # business # tech Comments Add Comment 4 min read This Week in AI: Key Insights from the Latest Podcast Conversations Ethan Zhang Ethan Zhang Ethan Zhang Follow Dec 25 '25 This Week in AI: Key Insights from the Latest Podcast Conversations # ai # machinelearning # podcast # tech 1 reaction Comments Add Comment 8 min read Unlocking Smart Contracts with AI-Powered Blockchain Architectures Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 24 '25 Unlocking Smart Contracts with AI-Powered Blockchain Architectures # ai # tech # programming # tutorial Comments Add Comment 3 min read 📊 2026-01-05 - Daily Intelligence Recap - Top 3 Signals Agent_Asof Agent_Asof Agent_Asof Follow Jan 5 📊 2026-01-05 - Daily Intelligence Recap - Top 3 Signals # tech # programming # startup # ai Comments Add Comment 4 min read Things Junior QA Engineers Don’t Expect in Their First QA Role Mochammad Alie Mochammad Alie Mochammad Alie Follow Dec 21 '25 Things Junior QA Engineers Don’t Expect in Their First QA Role # switchcareer # qa # tech Comments Add Comment 3 min read loading... trending guides/resources My Current Tech Stack in 2026 🤖 AI News Roundup - December 07, 2025 Cloud Computing Explained: Benefits, Challenges, and Real-World Uses Chatbot in a Box: Building a MCP Server & Client from Scratch O que ninguém te conta sobre ser dev em startup A Practical Guide to How Real-Time Chat & Video Platforms Work 📊 2026-01-05 - Daily Intelligence Recap - Top 3 Signals Say Goodbye to Manual Specs with AutoDoc: A Markdown Primer Fire TV Stuck Zoomed In? 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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 DEV Education Track: Build Apps with Google AI Studio Follow Hide Official announcements and submissions related to DEV Education Track: Build Apps with Google AI Studio Create Post submission guidelines Current Track(s): Build Apps with Google AI Studio Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Somnium Audio Dream Journal Education Track: Build Apps with Google AI Studio Uncle B Laced It Uncle B Laced It Uncle B Laced It Follow Jan 7 Somnium Audio Dream Journal # deved # learngoogleaistudio # ai # gemini Comments Add Comment 2 min read Deepwoken Architect Education Track: Build Apps with Google AI Studio Nate Nate Nate Follow Jan 3 Deepwoken Architect # deved # learngoogleaistudio # ai # gemini Comments Add Comment 1 min read Deepwoken Arcitect Education Track: Build Apps with Google AI Studio Nate Nate Nate Follow Jan 3 Deepwoken Arcitect # deved # learngoogleaistudio # ai # gemini 1 reaction Comments Add Comment 1 min read Mythical avatar app created using gogle ai studio Education Track: Build Apps with Google AI Studio Vicky Kapse Vicky Kapse Vicky Kapse Follow Dec 31 '25 Mythical avatar app created using gogle ai studio # deved # learngoogleaistudio # ai # gemini Comments 1 comment 1 min read Fun time honest soul honest soul honest soul Follow Dec 30 '25 Fun time # deved # learngoogleaistudio # ai # gemini Comments Add Comment 1 min read KD Sync (Code To Product) Education Track: Build Apps with Google AI Studio CTAXNAGOMI CTAXNAGOMI CTAXNAGOMI Follow Dec 29 '25 KD Sync (Code To Product) # deved # learngoogleaistudio # ai # gemini Comments Add Comment 14 min read Optimize Your Prompts by Using Shorter Synonyms With Google AI Studio Education Track: Build Apps with Google AI Studio Federico Moretti Federico Moretti Federico Moretti Follow Dec 24 '25 Optimize Your Prompts by Using Shorter Synonyms With Google AI Studio # deved # learngoogleaistudio # ai # gemini 5 reactions Comments Add Comment 4 min read Planner App build with Google Ai Studio Education Track: Build Apps with Google AI Studio Jan Klein Jan Klein Jan Klein Follow Dec 22 '25 Planner App build with Google Ai Studio # deved # learngoogleaistudio # gemini # googleaistudio 1 reaction Comments Add Comment 1 min read Building an Agentic AI System for Accessibility Mapping: My Kaggle Capstone Experience Ritesh Kokam Ritesh Kokam Ritesh Kokam Follow Dec 15 '25 Building an Agentic AI System for Accessibility Mapping: My Kaggle Capstone Experience # ai # agents # machinelearning # learngoogleaistudio Comments Add Comment 4 min read CharGen Education Track: Build Apps with Google AI Studio annamalai2912 annamalai2912 annamalai2912 Follow Dec 15 '25 CharGen # deved # learngoogleaistudio # ai # gemini Comments Add Comment 2 min read DoodleMates: Building a Multimodal Creature Generator Education Track: Build Apps with Google AI Studio Mohit Upadhyay Mohit Upadhyay Mohit Upadhyay Follow Dec 3 '25 DoodleMates: Building a Multimodal Creature Generator # deved # learngoogleaistudio # ai # gemini 24 reactions Comments 4 comments 2 min read Color Palette Persona Education Track: Build Apps with Google AI Studio Bao DK Bao DK Bao DK Follow Dec 10 '25 Color Palette Persona # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read Kinzoku Blueprint Forge: AI-Powered Prototyping for Engineers Education Track: Build Apps with Google AI Studio Anas Abubakar Anas Abubakar Anas Abubakar Follow Dec 9 '25 Kinzoku Blueprint Forge: AI-Powered Prototyping for Engineers # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read FridgeFeast.AI: Turn Leftovers into Meals with Google Gemini Education Track: Build Apps with Google AI Studio Upamda Ekanayake Upamda Ekanayake Upamda Ekanayake Follow Dec 5 '25 FridgeFeast.AI: Turn Leftovers into Meals with Google Gemini # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read I built AURA Creator Studio ANIRUDDHA ADAK ANIRUDDHA ADAK ANIRUDDHA ADAK Follow Dec 5 '25 I built AURA Creator Studio # ai # antigravity # gemini # learngoogleaistudio 3 reactions Comments Add Comment 4 min read DoodleMates: Building a Multimodal Creature Generator Education Track: Build Apps with Google AI Studio Mohit Upadhyay Mohit Upadhyay Mohit Upadhyay Follow Dec 3 '25 DoodleMates: Building a Multimodal Creature Generator # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read DoodleMates: Building a Multimodal Creature Generator Education Track: Build Apps with Google AI Studio Mohit Upadhyay Mohit Upadhyay Mohit Upadhyay Follow Dec 3 '25 DoodleMates: Building a Multimodal Creature Generator # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 2 min read Faster Fronteds with Googles Gemini AI Studio Education Track: Build Apps with Google AI Studio Jason C Jason C Jason C Follow Dec 2 '25 Faster Fronteds with Googles Gemini AI Studio # deved # learngoogleaistudio # ai # gemini 6 reactions Comments Add Comment 2 min read Google AI Studio Education Track: Build Apps with Google AI Studio Sandeep Sandeep Sandeep Follow Dec 1 '25 Google AI Studio # deved # learngoogleaistudio # ai # gemini Comments Add Comment 1 min read Building "Trickster's Table": A Card Game Suite with Gemini AI Studio (zero coding) Jason C Jason C Jason C Follow Nov 30 '25 Building "Trickster's Table": A Card Game Suite with Gemini AI Studio (zero coding) # gamedev # ai # learngoogleaistudio # deved 7 reactions Comments 1 comment 4 min read 🎨 VisionVerse: From Image to AI-Generated Poetry in Minutes Education Track: Build Apps with Google AI Studio Khethelo Mafuleka Khethelo Mafuleka Khethelo Mafuleka Follow Dec 1 '25 🎨 VisionVerse: From Image to AI-Generated Poetry in Minutes # deved # learngoogleaistudio # ai # gemini 3 reactions Comments 2 comments 7 min read Hairshift AI Stacey Barr Stacey Barr Stacey Barr Follow Nov 30 '25 Hairshift AI # deved # learngoogleaistudio # ai # gemini 3 reactions Comments Add Comment 1 min read I Built a Game in Less Than a Day (Without Writing a Single Line of Code) Education Track: Build Apps with Google AI Studio Jason C Jason C Jason C Follow Nov 26 '25 I Built a Game in Less Than a Day (Without Writing a Single Line of Code) # ai # gamedev # webdev # learngoogleaistudio 11 reactions Comments 4 comments 2 min read portfolio Education Track: Build Apps with Google AI Studio سفيان احمد سفيان احمد سفيان احمد Follow Nov 28 '25 portfolio # deved # learngoogleaistudio # ai # gemini 5 reactions Comments Add Comment 1 min read When Every App Uses AI, What Makes Yours Different? Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Nov 27 '25 When Every App Uses AI, What Makes Yours Different? # ai # learngoogleaistudio # api # powerapps 20 reactions Comments 3 comments 3 min read loading... trending guides/resources I Built a Game in Less Than a Day (Without Writing a Single Line of Code) DoodleMates: Building a Multimodal Creature Generator When Every App Uses AI, What Makes Yours Different? The Allegorical Illustrator Faster Fronteds with Googles Gemini AI Studio Building "Trickster's Table": A Card Game Suite with Gemini AI Studio (zero coding) DoodleMates: Building a Multimodal Creature Generator JavaScript Challenger - AI Studio DEV Edu Track Planner App build with Google Ai Studio 🎨 VisionVerse: From Image to AI-Generated Poetry in Minutes DoodleMates: Building a Multimodal Creature Generator Optimize Your Prompts by Using Shorter Synonyms With Google AI Studio Hairshift AI KD Sync (Code To Product) AI Studio - 100% Vide Coded React app Building an Agentic AI System for Accessibility Mapping: My Kaggle Capstone Experience FridgeFeast.AI: Turn Leftovers into Meals with Google Gemini Kinzoku Blueprint Forge: AI-Powered Prototyping for Engineers My First App Built with Google AI Studio CostumeAI-Random Style Transfer App 💎 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.suprsend.com/docs/python-sdk#content-area | Integrate Python SDK - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Integrate Python SDK Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Integrate Python SDK OpenAI Open in ChatGPT Install & Initialize SuprSend Python SDK using your workspace credentials for sending notifications. OpenAI Open in ChatGPT Installation 1 Install 'libmagic' system package. You can skip this step if you already have this package installed in your system. bash Copy Ask AI # if you are using linux / debian based systems sudo apt install libmagic # If you are using macOS brew install libmagic 2 Install 'suprsend-py-sdk' using pip bash Copy Ask AI $ pip install suprsend-py-sdk # to upgrade to latest SDK version $ pip install suprsend-py-sdk --upgrade Python version 3.7 or later is required If your python3 version is lower than 3.7, upgrade it. Schema Validation Support : If you’re using schema validation for workflow payloads, you need Python SDK v0.15.0 or later. The API response format was modified to support schema validation, and older SDK versions may not properly handle validation errors. Initialization For initializing SDK, you need workspace_key and workspace_secret. You will get both the tokens from your Suprsend dashboard (Developers -> API Keys). python Copy Ask AI from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "WORKSPACE KEY" , "WORKSPACE SECRET" ) Was this page helpful? Yes No Suggest edits Raise issue Previous Manage Users Create, update, & manage user profiles and communication channels using Python SDK methods. Next ⌘ I x github linkedin youtube Powered by On this page Installation Initialization | 2026-01-13T08:49:40 |
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! 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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 # bunjs Follow Hide Create Post Older #bunjs 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 New modern stack for fullstack apps Dmitry Bikishov Dmitry Bikishov Dmitry Bikishov Follow Nov 8 '25 New modern stack for fullstack apps # bunjs # elysia # vue # drizzle 6 reactions Comments 1 comment 3 min read Building an Open Source Real-Time Crypto Price Tracker with Bun's Native WebSocket Magic.rb Magic.rb Magic.rb Follow Nov 2 '25 Building an Open Source Real-Time Crypto Price Tracker with Bun's Native WebSocket # webdev # buildinpublic # opensource # bunjs 5 reactions Comments Add Comment 6 min read Fixing `ERR_INVALID_THIS` on Vercel by Switching from pnpm to Bun 阿豪 阿豪 阿豪 Follow Oct 2 '25 Fixing `ERR_INVALID_THIS` on Vercel by Switching from pnpm to Bun # bunjs # vercel # webdev # pnpm Comments Add Comment 1 min read Spin up Bun + Preact full-stack app in minutes 🚀 Rafał Goławski Rafał Goławski Rafał Goławski Follow Sep 14 '25 Spin up Bun + Preact full-stack app in minutes 🚀 # bunjs # frontend # preact 1 reaction Comments Add Comment 3 min read Supercharge Your Bun Workflow with bun-tasks GXY Gomi GXY Gomi GXY Gomi Follow Oct 12 '25 Supercharge Your Bun Workflow with bun-tasks # webdev # programming # javascript # bunjs Comments Add Comment 2 min read Two Timestamps, One Message: Why WebSocket Systems Need Both Konstantin Tarkus Konstantin Tarkus Konstantin Tarkus Follow Oct 8 '25 Two Timestamps, One Message: Why WebSocket Systems Need Both # bunjs # security # typescript # webdev Comments Add Comment 14 min read Bun-ffi - Getting started with C++ and Bun Calum Knott Calum Knott Calum Knott Follow Oct 7 '25 Bun-ffi - Getting started with C++ and Bun # bunjs # ffi # webdev # cpp 1 reaction Comments 1 comment 3 min read Bun Gianella Vezzoni Gianella Vezzoni Gianella Vezzoni Follow Aug 31 '25 Bun # webdev # programming # javascript # bunjs Comments Add Comment 1 min read Elysia: O melhor web framework Matheus Lucas Matheus Lucas Matheus Lucas Follow Sep 21 '25 Elysia: O melhor web framework # bunjs # elysia # beginners # node Comments Add Comment 6 min read Why using Bun in production (maybe) isn't the best idea Wojciech Maj Wojciech Maj Wojciech Maj Follow Sep 14 '25 Why using Bun in production (maybe) isn't the best idea # node # bunjs # tooling 25 reactions Comments 4 comments 6 min read Is Node.js Dying? Why Deno and Bun Could Take Over Faster Than You Think Md Mahbubur Rahman Md Mahbubur Rahman Md Mahbubur Rahman Follow Sep 19 '25 Is Node.js Dying? Why Deno and Bun Could Take Over Faster Than You Think # node # bunjs # deno # webdev 5 reactions Comments Add Comment 7 min read Lightning-Speed Development with Bun and Hono ⚡ Luis Fernando Richter Luis Fernando Richter Luis Fernando Richter Follow Aug 5 '25 Lightning-Speed Development with Bun and Hono ⚡ # bunjs # typescript # api # webdev Comments Add Comment 2 min read Bun vs Node.js – Why Developers Are Switching Rigal Patel Rigal Patel Rigal Patel Follow Sep 3 '25 Bun vs Node.js – Why Developers Are Switching # javascript # bunjs # node # webdev 2 reactions Comments Add Comment 1 min read Compiling SaaS as executable binary. Hugo Duprez Hugo Duprez Hugo Duprez Follow Sep 1 '25 Compiling SaaS as executable binary. # svelte # bunjs # webdev Comments Add Comment 1 min read 🐐 Introducing NetGoat: A Self-Hostable Reverse Proxy That Goes Beast Mode duckeydev duckeydev duckeydev Follow Jul 27 '25 🐐 Introducing NetGoat: A Self-Hostable Reverse Proxy That Goes Beast Mode # bunjs # opensource # homelab # networking Comments Add Comment 2 min read Simple HTML Tailwind Integration With Bun Raphaël T Raphaël T Raphaël T Follow Jul 20 '25 Simple HTML Tailwind Integration With Bun # webdev # beginners # bunjs # tailwindcss Comments Add Comment 1 min read OxarionJS – A Backend Framework Built for Bun Destian Noval Destian Noval Destian Noval Follow Jul 21 '25 OxarionJS – A Backend Framework Built for Bun # webdev # fullstack # backend # bunjs 1 reaction Comments Add Comment 2 min read Comparing Javascript test frameworks: Jest vs Vitest vs Bun kcsujeet kcsujeet kcsujeet Follow Aug 12 '25 Comparing Javascript test frameworks: Jest vs Vitest vs Bun # bunjs # jest # vitest # comparison 2 reactions Comments Add Comment 3 min read js engine benchmark 2025-7-8 阿豪 阿豪 阿豪 Follow Jul 8 '25 js engine benchmark 2025-7-8 # github # node # deno # bunjs Comments 1 comment 13 min read Node.js vs Bun – Which One is Better for the Future? nirmal.dev nirmal.dev nirmal.dev Follow Jul 20 '25 Node.js vs Bun – Which One is Better for the Future? # node # bunjs # programming # javascript 3 reactions Comments Add Comment 3 min read Bun QuickLook thumbnail Cache extraction Calum Knott Calum Knott Calum Knott Follow Jul 5 '25 Bun QuickLook thumbnail Cache extraction # quicklook # bunjs # osx # forensics Comments Add Comment 1 min read Kiffarino: you local trello/jira for your sideprojects. Vincenzo Vincenzo Vincenzo Follow Jul 5 '25 Kiffarino: you local trello/jira for your sideprojects. # sideprojects # svelte # typescript # bunjs Comments Add Comment 3 min read 🥖 Bun e Node – Será que o pãozinho tem chance? Alexandre Fernandes dos Santos Alexandre Fernandes dos Santos Alexandre Fernandes dos Santos Follow Aug 7 '25 🥖 Bun e Node – Será que o pãozinho tem chance? # node # bunjs # typescript Comments Add Comment 4 min read Serve static not found pada Hono/bun Mashofa Mashofa Mashofa Follow Jul 29 '25 Serve static not found pada Hono/bun # honojs # bunjs # 404 Comments Add Comment 1 min read Stock Search and Insights Using Algolia and n8n Algolia MCP Server Challenge: Backend Data Optimization Apoorv Gupta Apoorv Gupta Apoorv Gupta Follow Jul 28 '25 Stock Search and Insights Using Algolia and n8n # algoliachallenge # ai # bunjs # n8n 3 reactions Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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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 # llm Follow Hide Create Post Older #llm posts 4 5 6 7 8 9 10 11 12 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Building an AI-Powered Portfolio Assistant with Model Context Protocol Nishikanta Ray Nishikanta Ray Nishikanta Ray Follow Dec 31 '25 Building an AI-Powered Portfolio Assistant with Model Context Protocol # ai # tutorial # llm # mcp 1 reaction Comments Add Comment 15 min read LLMs Don’t Have a Security Layer — So I Built One Matheus Delgado Matheus Delgado Matheus Delgado Follow Jan 4 LLMs Don’t Have a Security Layer — So I Built One # architecture # llm # security Comments Add Comment 2 min read When long chats change the code: context drift and hidden errors James M James M James M Follow Dec 30 '25 When long chats change the code: context drift and hidden errors # codequality # chatgpt # llm # python Comments Add Comment 3 min read LLM Orchestration Architecture prince prince prince Follow Dec 30 '25 LLM Orchestration Architecture # llm # ai # mcp # agentaichallenge Comments Add Comment 2 min read I Built an AI Tarot Reading Tool That Goes Deeper Than Just Card Meanings newsapling newsapling newsapling Follow Dec 31 '25 I Built an AI Tarot Reading Tool That Goes Deeper Than Just Card Meanings # showdev # webdev # ai # llm Comments Add Comment 2 min read When an LLM Renames Things: Inconsistent Variable Naming During Multi-file Refactors Mark k Mark k Mark k Follow Dec 31 '25 When an LLM Renames Things: Inconsistent Variable Naming During Multi-file Refactors # discuss # llm # tooling # javascript Comments Add Comment 3 min read Context drift and hidden errors in long AI-assisted coding sessions Mark k Mark k Mark k Follow Dec 30 '25 Context drift and hidden errors in long AI-assisted coding sessions # coding # llm # productivity Comments Add Comment 3 min read Debugging Non-Deterministic LLM Agents: Implementing Checkpoint-Based State Replay with LangGraph Time Travel Seenivasa Ramadurai Seenivasa Ramadurai Seenivasa Ramadurai Follow Dec 30 '25 Debugging Non-Deterministic LLM Agents: Implementing Checkpoint-Based State Replay with LangGraph Time Travel # tooling # agents # tutorial # llm 1 reaction Comments 2 comments 15 min read I Trained Probes to Catch AI Models Sandbagging Subhadip Mitra Subhadip Mitra Subhadip Mitra Follow Dec 28 '25 I Trained Probes to Catch AI Models Sandbagging # llm # interpretability # agents # machinelearning Comments Add Comment 6 min read A Picture Is Worth Ten Thousand Tokens David Aronchick David Aronchick David Aronchick Follow Dec 30 '25 A Picture Is Worth Ten Thousand Tokens # aiinfrastructure # llm # visionmodels # efficiency Comments Add Comment 6 min read RAG Doesn’t Make LLMs Smarter, This Architecture Does Dextra Labs Dextra Labs Dextra Labs Follow Dec 31 '25 RAG Doesn’t Make LLMs Smarter, This Architecture Does # llm # rag # ai # architecture Comments Add Comment 4 min read A Practical Guide to LLM Post-Training Mikuz Mikuz Mikuz Follow Dec 30 '25 A Practical Guide to LLM Post-Training # tutorial # machinelearning # llm # ai Comments Add Comment 4 min read Using ChatPromptTemplate with create_tool_calling_agent in LangChain (Instead of create_agent) Yasith wijesuriya Yasith wijesuriya Yasith wijesuriya Follow Dec 29 '25 Using ChatPromptTemplate with create_tool_calling_agent in LangChain (Instead of create_agent) # langchain # aiagents # python # llm Comments Add Comment 2 min read 10 AI terms that will help you look like you're not completely lost develaper develaper develaper Follow Dec 29 '25 10 AI terms that will help you look like you're not completely lost # ai # learning # llm Comments Add Comment 7 min read Understanding YAML Unknownerror-404 Unknownerror-404 Unknownerror-404 Follow Jan 3 Understanding YAML # rasa # yaml # chatbot # llm Comments Add Comment 4 min read How to Build a Text-to-SQL Agent With RAG, LLMs, and SQL Guards EzInsights AI EzInsights AI EzInsights AI Follow Dec 29 '25 How to Build a Text-to-SQL Agent With RAG, LLMs, and SQL Guards # sql # rag # llm # texttosql Comments Add Comment 7 min read Converting Text Documents into Enterprise Ready Knowledge Graphs EzInsights AI EzInsights AI EzInsights AI Follow Dec 29 '25 Converting Text Documents into Enterprise Ready Knowledge Graphs # knowledge # llm # rag # unstructured Comments Add Comment 5 min read Key Benefits of RAG as a Service for Enterprise AI Applications Nithya Iyer Nithya Iyer Nithya Iyer Follow Dec 29 '25 Key Benefits of RAG as a Service for Enterprise AI Applications # saas # rag # ai # llm Comments Add Comment 6 min read When long chats quietly sabotage code: context drift and hidden errors Sofia Bennett Sofia Bennett Sofia Bennett Follow Dec 30 '25 When long chats quietly sabotage code: context drift and hidden errors # llm # productivity # programming # ai Comments Add Comment 4 min read When long conversations cause context drift and hidden errors James M James M James M Follow Dec 30 '25 When long conversations cause context drift and hidden errors # discuss # llm # programming # ai Comments Add Comment 3 min read When long chats slowly change the rules: context drift in AI-assisted coding Olivia Perell Olivia Perell Olivia Perell Follow Dec 30 '25 When long chats slowly change the rules: context drift in AI-assisted coding # coding # llm # ai # promptengineering Comments Add Comment 3 min read When long chats go wrong Gabriel Gabriel Gabriel Follow Dec 30 '25 When long chats go wrong # llm # promptengineering # softwaredevelopment Comments Add Comment 3 min read Adding LLM Polish to a Speech-to-Text App Eugene Oleinik Eugene Oleinik Eugene Oleinik Follow Dec 29 '25 Adding LLM Polish to a Speech-to-Text App # rust # macos # llm # speechtotext Comments Add Comment 4 min read Part 2: Why Transformers Still Forget Pranava Kailash Subramaniam Prema Pranava Kailash Subramaniam Prema Pranava Kailash Subramaniam Prema Follow Dec 28 '25 Part 2: Why Transformers Still Forget # programming # ai # architecture # llm Comments Add Comment 4 min read 🚀 Cracking a DevOps Interview in 2026? Start here 🚀 Prashant Lakhera Prashant Lakhera Prashant Lakhera Follow Dec 30 '25 🚀 Cracking a DevOps Interview in 2026? Start here 🚀 # devops # aws # llm # ai 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. 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. 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https://daily.dev/blog/cursor-ai-everything-you-should-know-about-the-new-ai-code-editor-in-one-place | Cursor AI Explained: Features, Pricing & Honest Review (2026) Discover more from daily.dev Personalized news feed, dev communities and search, much better than what’s out there. Maybe ;) Start reading - Free forever Start reading - Free forever Continue reading > Start reading - Free forever Start now Home Blog Get into tech Cursor AI Explained: Features, Pricing & Honest Review (2026) Aug 26, 2024 Author Nimrod Kramer @NimrodKramer Related tags on daily.dev Table of contents Read more on daily.dev 🎯 Cursor is a VS Code fork with AI built directly into the editor – not just an extension. It excels at understanding your entire codebase and making multi-file edits, making it more powerful than GitHub Copilot for complex projects. The free tier is generous, and Pro costs $20/month. Cursor AI is shaking up the coding world. Here's what you need to know: Built on VS Code with advanced AI capabilities Uses GPT-4 and other AI models to understand and generate code Offers AI code completion, error correction, and natural language commands Works with multiple languages, excels in JavaScript, Python, and TypeScript Free for most uses, $20/month Pro plan for advanced features Key benefits: Speeds up coding tasks and boosts productivity Acts as a pair-programming partner Helps with documentation and refactoring How it works: Analyzes your codebase for context Uses natural language processing for plain English commands Provides smart code completion and generation To get started: Download and install Cursor AI Set up your environment and API key Start with simple tasks to learn the interface While powerful, Cursor AI has some limits: May struggle with complex bug detection Can misplace generated code Occasional context "forgetfulness" after breaks The future looks bright, with planned improvements in multi-file editing, bug detection, and context retention. Quick Comparison: Feature Cursor AI GitHub Copilot Price Free (basic), $20/month (Pro) $10/month after free trial AI Model GPT-4 or Claude-3.5 Sonnet (Pro) OpenAI Codex Code Completion Yes Yes Natural Language Commands Yes Limited Built on VS Code Yes No (separate extension) Related video from YouTube What is Cursor AI ? Cursor AI is a smart code editor that's turning heads. It's not just another text editor - it's a coding assistant that helps you work faster and smarter. Basic concept Cursor AI is built on Visual Studio Code but supercharged with AI. It understands your code, suggests improvements, and can even write code for you. Think of Cursor AI as your coding buddy. It's there to help, whether you're a pro or just starting out. Main features Cursor AI packs a punch: AI code completion: Writes entire functions for you Error correction: Spots and fixes bugs Natural language commands: Tell it what you want in plain English Documentation help: Drafts docs for you Refactoring assistance: Cleans up and improves existing code Creation story Cursor AI comes from Anysphere , founded by Michael Truell, Sualeh Asif, Arvid Lunnemark, and Aman Sanger. They raised $8 million in seed funding from the OpenAI Startup Fund . It's not just for pros. Ricky Robinett, VP of developer relations at Cloudflare , shared: "My eight-year-old daughter built a chatbot in just 45 minutes using Cursor AI." Big names are using it too. Engineers at Samsung, Replicate, Midjourney, Shopify, and Perplexity are on board. Jordan Singer from Figma summed it up: "All this talk of Claude + Cursor and becoming capable of building anything you put your mind to (no matter your skill set) is warranted. If this is the future, I want to live in it." Cursor AI is changing how we think about coding. It's a glimpse into the future of software development. How Cursor AI works Cursor AI is a smart coding companion that uses advanced AI to help developers work faster and smarter. Core technology Built on Visual Studio Code, Cursor AI uses several AI models: GPT-4 GPT-4 Turbo Claude A custom "cursor-small" model (faster but less capable than GPT-4) Users can switch between models based on their needs. Cursor's AI collaborates with you in real-time, understanding your project's context and offering sophisticated code generation and editing. Working with other tools Cursor AI fits into your existing workflow: Works with Git and other version control systems Compatible with many VS Code extensions Maintains full AI functionality when connected to remote servers via SSH Code analysis method Cursor AI's code analysis is its standout feature: Context Understanding : Analyzes your entire codebase for deep project insight Natural Language Processing : Use Ctrl+K to describe code changes in plain English Smart Code Completion : Suggests complex, multi-line code structures and refactors Example: Task Cursor AI Action Write a Python function to poll messages from AWS SQS Generates complete function, including client setup and message retrieval logic Refactor a function Understands context, applies best practices, implements requested changes Generate documentation Analyzes code and creates appropriate comments and docs Key features of Cursor AI Cursor AI boosts coding speed and quality with these standout features: AI code completion Cursor AI finishes your code, not just your sentences. It might suggest: import requests def get_api_data(url, params=None): response = requests.get(url, params=params) response.raise_for_status() return response.json() This saves time and reduces errors. Smart code improvement Cursor AI can refactor and optimize your code, suggesting: Converting loops to list comprehensions Simplifying complex conditionals Removing unused variables Plain language commands Generate code from natural language descriptions. Type: "Create a function to calculate the Fibonacci sequence up to n terms" And Cursor might generate: def fibonacci(n): sequence = [0, 1] while len(sequence) < n: sequence.append(sequence[-1] + sequence[-2]) return sequence[:n] In-context help Cursor AI provides on-the-fly explanations and documentation as you code. Debugging help Cursor AI steps in as your debugging buddy, highlighting issues and suggesting fixes. Feature Benefit AI code completion Faster coding, fewer typos Smart code improvement Cleaner, more efficient code Plain language commands Quick implementation of new concepts In-context help Reduced need for external documentation Debugging help Faster error resolution These features create a smoother, more efficient coding experience, letting developers focus on solving problems and building great software. Setting up Cursor AI Getting Cursor AI running is straightforward: What you need to run it Windows, Mac, or Linux (Ubuntu) Internet connection Minimum 4GB RAM (8GB recommended) 1GB free disk space How to install Download from the official Cursor website Run the installer for your OS For Linux, make the AppImage executable: chmod +x cursor-0.8.5.AppImage Setup options Provide your ChatGPT API key or Azure host for the free version Set AI coding preferences in settings Cursor works with multiple programming languages out of the box Feature Description Command K Edit and write code with AI assistance Copilot++ Enhanced autocomplete functionality Chat Interact with AI familiar with your codebase Using Cursor AI in your work Getting started Download and install Cursor Set up your environment Familiarize yourself with key features Start with simple tasks Advanced use Use Cursor for code review Ask the AI for debugging assistance Generate code snippets with natural language prompts Leverage Copilot++ for predictive editing Best ways to use Integrate with your workflow Use the chat feature for context-aware answers Combine AI and human expertise Explore language support (excels in JavaScript, Python, and TypeScript) Use privacy mode for sensitive projects Cursor AI vs. regular code editors Cursor AI brings a new dimension to coding: Feature comparison Feature Cursor AI Standard Editors Code completion AI-powered, context-aware Basic autocomplete Code generation Can create entire functions Limited to snippets Language support Multiple languages, excels in JavaScript, Python, TypeScript Varies by editor Debugging assistance AI-powered bug detection Manual debugging tools Natural language commands Supports plain English instructions Not available Code explanation Can explain complex code blocks Not available Work speed differences Cursor AI can speed up coding tasks: Code generation cuts development time AI-powered debugging reduces troubleshooting time Initial learning curve, but boosts productivity once mastered A developer reported: "After using Cursor AI for a month, I've seen my coding speed increase by about 30% for routine tasks." How hard it is to learn Familiar interface eases transition Natural language input makes it accessible Gradual adoption possible A senior developer noted: "It took me about two weeks to get comfortable with Cursor AI's advanced features, but the productivity gains were worth it." sbb-itb-bfaad5b Cursor AI and coding languages Cursor AI supports many programming languages: Languages it works with Language Support Level Python Excellent JavaScript Excellent TypeScript Excellent Java Good C++ Good Rust Good PHP Moderate Special language features Python: Can generate entire functions TypeScript: Experimental interface agent for tests and implementations JavaScript: Excels in context-aware code completion and generation The AI linter highlights suspicious code parts in blue (pro version). Future language support While no specific plans are announced, Cursor AI's adaptability suggests potential support for more niche or emerging languages in the future. Privacy and security Cursor AI takes user privacy and data security seriously: How it handles data Privacy Mode prevents code storage on servers Only 100-300 lines of code sent when using AI features Sent code not stored at-rest Keeping code private Feature Description SOC 2 certification Demonstrates commitment to data security Privacy Mode Prevents code storage on servers No-storage mode Can be activated without payment or API key Local/Ghost mode Ensures no code storage Following privacy rules Complies with GDPR Uses SSL encryption Follows Standard Contractual Clauses for US data transfers OpenAI agreement: Prompts not used for training Retained for 30 days for trust and safety monitoring To maximize security: Enable Privacy Mode Turn off indexing by default Use Local/Ghost mode for sensitive projects How Cursor AI affects coding Cursor AI is changing coding practices: Changes in coding habits Faster code writing: 126% productivity increase reported Less time on repetitive tasks Improved code quality Task Without AI With AI Implementing an HTTP server in JavaScript 160.89 minutes 71.17 minutes Problems solved in a 40-hour work week 14.9 33.7 Working in teams Real-time collaboration Shared understanding of complex codebases Streamlined code reviews Long-term industry changes Skill focus shift to high-level problem-solving Growing demand for automation in software engineering Lower barriers to entry for less experienced programmers Cursor AI is enhancing, not replacing, human developers, helping coders work more efficiently and focus on complex aspects of software development. Current limits and problems Cursor AI faces some challenges: What it can't do Accurately predict user actions Make changes across several files at once Detect bugs in complicated codebases Issues in some projects Misplaced generated code Context "forgetfulness" after long breaks Incomplete code snippets A user shared: "If I select a block of code in my IDE, then pop up the cursor prompt with command+k and ask for a reasonable unit test to be generated, then, believe it or not, I don't want that unit test generated directly inside my application code, breaking my entire file as it sprays itself across functions and comments." Room for improvement Area Current Issue Potential Improvement Bug detection False positives due to limited understanding Enhance codebase comprehension User interaction Lack of follow-up questions Implement smarter context-aware prompts Performance Slowdowns on certain OS versions Optimize for different operating systems Project complexity Decreased capacity for complex tasks over time Improve AI model's ability to handle large-scale projects The Cursor AI team is working on these issues, exploring better reasoning models and improved bug detection systems. What's next for Cursor AI Cursor AI is gearing up for big changes: Upcoming features Multi-file editing Enhanced bug detection Smarter context retention AI improvement plans Better reasoning models Refined code generation Improved natural language processing Michael Truell, CEO of Anysphere, stated: "Our mission is to create a magical tool that will one day write all the world's software." Possible new connections Potential Integration Expected Benefit GitHub Seamless version control Jira Better project management Slack Real-time code collaboration With over 30,000 customers and $71 million in funding, Cursor AI is well-positioned to transform how software is written. Wrap-up Cursor AI is reshaping software development: Speed boost : Generates project files and code in under 2 minutes Smart assistance : Understands context, fixes bugs, generates new code Language support : Covers Python, JavaScript, Java, and more Growing user base : Over 30,000 customers Solid backing : $60 million Series A funding round Pros and cons: Pros Cons Improves productivity Requires OpenAI API Key Easy to communicate with Can be costly for teams Supports multiple languages Needs infrastructure for self-hosting Looking ahead, Cursor AI plans multi-file editing, better bug detection, and smarter context retention. Michael Truell, CEO of Anysphere, envisions: "Our mission is to create a magical tool that will one day write all the world's software." While ambitious, AI-powered code editors like Cursor are already making waves. A Stack Overflow survey found 33% of developers see improved productivity as a key benefit of AI in coding workflows. Integrating Cursor AI into your workflow could give you an edge in the fast-paced world of software development. It's not about replacing human coders—it's about augmenting our abilities and making coding more efficient. Cursor AI is still evolving, and its impact on the coding world is just beginning. Whether you're a seasoned pro or just starting out, keeping an eye on tools like Cursor AI could give you a serious advantage in software development. FAQs How to use cursor AI code editor? To use Cursor AI code editor: Edit existing code : Select code, click "Edit", describe changes Generate new code : Type Ctrl K without selecting anything Cursor's AI understands your codebase, making it easy to ask questions like "Is there a bug here?" for quick debugging. What is the cursor edit feature? The cursor edit feature is Cursor's advanced autocomplete tool. It: Predicts your next edit Suggests changes across multiple lines Adapts based on your recent changes Stays on continuously This feature speeds up coding by anticipating what you'll type next. Feature Description Edit existing code Select code, click "Edit", describe changes Generate new code Type Ctrl K without selection Autocomplete Always on, predicts next edit Multi-line suggestions Offers edits across several lines Adaptive Learns from recent changes Related Blog Posts What is Devin? The AI software engineer everyone is talking about The best AI tools for developers in 2024 Can Microsoft AutoDev compete with Devin? What is Databutton? Is it going to be the next Devin? Author Nimrod Kramer @NimrodKramer Related tags on daily.dev Table of contents Read more on daily.dev Why not level up your reading with daily.dev? Stay up-to-date with the latest developer news every time you open a new tab. Start reading - Free forever Why not level up your reading with daily.dev? Stay up-to-date with the latest developer news every time you open a new tab. Start reading - Free forever Read more Get into tech The best AI tools for developers in 2024 Explore the best AI tools for developers in 2024, ranging from code completion and documentation to security and integration with development environments. Find out about Stepsize AI, Cody AI, Tabnine, Mutable AI, Codium AI, Mintlify Writer, Grit.io, WhatTheDiff, and Bugasura. Nimrod Kramer March 27, 2024 Get into tech GPT-5 Release Date, Features & What to Expect (2026 Update) GPT-5 release date, expected features & capabilities. Get the latest confirmed news from OpenAI and expert predictions. Updated January 2026. Nimrod Kramer July 29, 2025 Get into tech 11 Best Programming Forums in 2026 (Most Active Communities) Join the most active programming forums in 2026. From Stack Overflow alternatives to niche communities for Python, JavaScript & more. Find your dev community today. Nimrod Kramer July 9, 2024 See more on daily.dev daily.dev is a professional network for developers to learn, collaborate, and grow together. Product Web app Chrome Edge Firefox add-ons iOS Android Status Community Docs Open source Events Swag Changelog Company About Careers Blog Brand Contact Business For Advertisers For Recruiters © 2025 Daily Dev Ltd. Terms Privacy Guidelines Working remotely wherever we're happiest 🇮🇱 🇮🇹 🇵🇭 🇳🇱 🇬🇧 🇭🇷 🇱🇹 🇦🇺 🇦🇪 🇳🇴 🇦🇱 🇵🇹 | 2026-01-13T08:49:40 |
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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 VS Code Follow Hide Official tag for Visual Studio Code, Microsoft's open-source editor Create Post about #vscode We welcome anyone with any kind of vscode passion. Some new hot feature or extension, we would love to read it. Older #vscode 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 My First terminal program. Alexuias Nel Alexuias Nel Alexuias Nel Follow Oct 6 '25 My First terminal program. # gamedev # programming # python # vscode Comments Add Comment 1 min read My Opinionated VS Code Setup — Fast, Quiet, and Intentional ltsyqo ltsyqo ltsyqo Follow Nov 3 '25 My Opinionated VS Code Setup — Fast, Quiet, and Intentional # vscode # productivity # workflow # tooling 26 reactions Comments 3 comments 4 min read launch.json solved ziad Z3TAR ziad Z3TAR ziad Z3TAR Follow Oct 4 '25 launch.json solved # vscode # cpp # msys2 # mingw Comments Add Comment 2 min read Logging tests to the terminal in browser tests to help AI find your test results NullVoxPopuli NullVoxPopuli NullVoxPopuli Follow Nov 6 '25 Logging tests to the terminal in browser tests to help AI find your test results # ai # ember # claude # vscode 3 reactions Comments Add Comment 2 min read The XSLT Debugging Problem for Logic Apps Developers Daniel Jonathan Daniel Jonathan Daniel Jonathan Follow Oct 25 '25 The XSLT Debugging Problem for Logic Apps Developers # xsl # logicapps # vscode # azure 1 reaction Comments 1 comment 2 min read How I Built My First VS Code Extension to Solve the Conda Environment Headache Antonio Antonio Antonio Follow Oct 2 '25 How I Built My First VS Code Extension to Solve the Conda Environment Headache # vscode # tutorial # tooling # python Comments Add Comment 5 min read Introducing Nishuuu Themes – A Minimal, Eye-Friendly VS Code Theme You’ll Love Quazi Mohammad Aldin Fardin Quazi Mohammad Aldin Fardin Quazi Mohammad Aldin Fardin Follow Oct 2 '25 Introducing Nishuuu Themes – A Minimal, Eye-Friendly VS Code Theme You’ll Love # showdev # ui # vscode # tooling Comments Add Comment 3 min read Tune GitHub Copilot Settings in VS Code Marcel.L Marcel.L Marcel.L Follow Nov 5 '25 Tune GitHub Copilot Settings in VS Code # vscode # githubcopilot # tutorial # ai 2 reactions Comments Add Comment 5 min read Log Ninja: The Ultimate VS Code Extension for Effortless Debug Logging Rakesh Gombi Rakesh Gombi Rakesh Gombi Follow Nov 3 '25 Log Ninja: The Ultimate VS Code Extension for Effortless Debug Logging # productivity # vscode # extension # coding 1 reaction Comments Add Comment 5 min read Vulnerability Scan with Snyk MCP Server and Google Code Assist 0xkoji 0xkoji 0xkoji Follow Nov 3 '25 Vulnerability Scan with Snyk MCP Server and Google Code Assist # mcp # gemini # vscode 2 reactions Comments 1 comment 6 min read How I Fixed Vanishing Pets in vscode-pets Hacktoberfest: Contribution Chronicles Oleksandra Oleksandra Oleksandra Follow Nov 1 '25 How I Fixed Vanishing Pets in vscode-pets # showdev # hacktoberfest # vscode # opensource 3 reactions Comments 1 comment 2 min read ⚡Auto-Capture in XSLT Debugger Daniel Jonathan Daniel Jonathan Daniel Jonathan Follow Nov 1 '25 ⚡Auto-Capture in XSLT Debugger # xsl # vscode # dotnet # saxon Comments Add Comment 2 min read Building AI Workflow and Project Context: From Memory Banks to Simple Markdown Denis Rybakov Denis Rybakov Denis Rybakov Follow Oct 20 '25 Building AI Workflow and Project Context: From Memory Banks to Simple Markdown # ai # productivity # vscode # go 3 reactions Comments 2 comments 4 min read How to Create a VS Code Extension Using `yo code` (Step-by-Step for Beginners) Charan Gutti Charan Gutti Charan Gutti Follow Sep 28 '25 How to Create a VS Code Extension Using `yo code` (Step-by-Step for Beginners) # explainlikeimfive # beginners # basic # vscode 1 reaction Comments Add Comment 3 min read Do You Control Copilot, or Does Copilot Control You? (A VS Code Fix) Tammy Alemu Tammy Alemu Tammy Alemu Follow Sep 27 '25 Do You Control Copilot, or Does Copilot Control You? (A VS Code Fix) # githubcopilot # vscode # productivity # aicoding Comments Add Comment 3 min read My jdBasic Interpreter Just Got True "Edit and Continue" — In VS Code Atomi J.D. Atomi J.D. Atomi J.D. Follow Oct 30 '25 My jdBasic Interpreter Just Got True "Edit and Continue" — In VS Code # basic # devtools # vscode # programming 4 reactions Comments Add Comment 3 min read VSCode CSS `unknownAtRule` warning fix Jan Jan Jan Follow Sep 26 '25 VSCode CSS `unknownAtRule` warning fix # tailwindcss # vscode # css Comments Add Comment 3 min read 🛠️ O que chegou de novo no Visual Studio 2026 Insiders Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Danilo O. Pinheiro, dopme.io Follow Oct 30 '25 🛠️ O que chegou de novo no Visual Studio 2026 Insiders # dotnet # vscode # visualstudio Comments Add Comment 3 min read Reliable AI workflow with GitHub Copilot: complete guide with examples Siarhei Siarhei Siarhei Follow Oct 30 '25 Reliable AI workflow with GitHub Copilot: complete guide with examples # ai # githubcopilot # mcp # vscode 1 reaction Comments Add Comment 18 min read 7 Best Visual Studio Code Tricks Simc Dev Simc Dev Simc Dev Follow Oct 28 '25 7 Best Visual Studio Code Tricks # productivity # tooling # vscode 11 reactions Comments Add Comment 2 min read 🚀 Supercharge Your VS Code with Cline – The Local AI Coding Assistant Mrunal Meshram Mrunal Meshram Mrunal Meshram Follow Oct 29 '25 🚀 Supercharge Your VS Code with Cline – The Local AI Coding Assistant # opensource # vscode # tooling # ai 2 reactions Comments Add Comment 4 min read Amp Tab by Sourcegraph — intent‑aware “Tab” that edits across files (now on by default) Joel Horwitz Joel Horwitz Joel Horwitz Follow Sep 24 '25 Amp Tab by Sourcegraph — intent‑aware “Tab” that edits across files (now on by default) # ai # programming # vscode # sourcegraph Comments Add Comment 3 min read ⚙️ Understanding package.json in VS Code Extensions — The Heartbeat of Your Extension Charan Gutti Charan Gutti Charan Gutti Follow Oct 18 '25 ⚙️ Understanding package.json in VS Code Extensions — The Heartbeat of Your Extension # learning # vscode # beginners 3 reactions Comments Add Comment 4 min read Tools That Make Coding a LOT Easier rylan rylan rylan Follow Oct 28 '25 Tools That Make Coding a LOT Easier # programming # vscode # codinghacks Comments Add Comment 1 min read No questions? The cost of a missing '?' in your project Anna Voronina Anna Voronina Anna Voronina Follow Sep 24 '25 No questions? The cost of a missing '?' in your project # csharp # dotnet # linux # vscode Comments Add Comment 9 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://docs.suprsend.com/docs/python-trigger-workflow-from-api | Trigger Workflow from API - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Trigger Workflow from API Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Trigger Workflow from API OpenAI Open in ChatGPT Learn how to trigger workflows using direct workflow API, with code snippets and examples. OpenAI Open in ChatGPT It is a unified API to trigger workflow and doesn’t require user creation before hand to trigger notification. Recommended for platforms transitioning their existing notifications to SuprSend. If you are using our frontend SDKs to configure notifications and passing events and user properties from third-party data platforms like Segment, then event-based trigger would be a better choice. 📘 Available in SDK version >= v0.11.0 Payload Schema Sample Payload Response Copy Ask AI from suprsend import Event from suprsend import WorkflowTriggerRequest supr_client = Suprsend( "_workspace_key_" , "_workspace_secret_" ) # Prepare workflow payload w1 = WorkflowTriggerRequest( body = { "workflow" : "_workflow_slug_" , "actor" : { "distinct_id" : "0fxxx8f74-xxxx-41c5-8752-xxxcb6911fb08" , "name" : "actor_1" , "$skip_create" : true, }, "recipients" : [ # notify user { "distinct_id" : "0gxxx9f14-xxxx-23c5-1902-xxxcb6912ab09" , "$email" : [ " [email protected] " ], "name" : "recipient_1" , "$preferred_language" : "en" , "$timezone" : "America/New_York" , "$skip_create" : true, }, # notify object { "object_type" : "teams" , "id" : "finance" , "$skip_create" : true}, ], "data" : { "first_name" : "User" , "invoice_amount" : "$5000" , "invoice_id" : "Invoice-1234" , }, }, tenant_id = "tenant_id1" , idempotency_key = "_unique_identifier_of_the_request_" , ) # Trigger workflow response = supr_client.workflows.trigger(w1) print (response) To prevent automatic creation of an actor, or recipient (user/object) in SuprSend (the case where they already exist in your system), you can use the "$skip_create": true flag. This can be applied inside the actor, individual user recipient objects, or object recipient objects. Once your request is accepted, you can check the status of your request on SuprSend Logs page. Property Type Description workflow string Slug of the designed workflow on the SuprSend dashboard. You’ll get the slug from workflow settings. actor (optional) string / object Includes distinct_id and properties of the user who performed the action. Used for cross-user notifications , where you need to include actor properties in the notification template. Actor properties can be added as $actor.<prop> . recipients array of string / array of objects List of users who need to be notified. You can add up to 100 recipients in a workflow trigger. Recipients can be passed as an array of distinct_ID (if the user is pre-synced in the SuprSend database) or defined inline . data object Variable data required to render dynamic template content or workflow properties such as dynamic delay or channel override in the send node. tenant_id string Unique identifier of the brand / tenant . idempotency_key string Unique identifier of the request. It will be returned in the outbound webhook response . You can use it to map notification statuses and replies in your system. recipients[].$timezone string Used to set the recipient’s timezone. Allows sending notifications in the user’s local timezone. Pass the timezone in IANA (TZ identifier) format. recipients[].$preferred_language string Used to set the recipient’s preferred language. Sending notification to multiple recipients Recipients in workflow call is an array of distinct_ids or recipient objects. You can pass up to 100 recipients in a single workflow trigger. SuprSend will internally convert it into multiple workflow triggers, one for each recipient in the array. json Copy Ask AI "recipients" : [ { "distinct_id" : "id1" , "$email" :[ " [email protected] " ], "name" : "recipient_1" }, { "distinct_id" : "id1" , "$email" :[ " [email protected] " ], "name" : "recipient_2" } ] ---- OR ------ "recipients" : [ "id1" , "id2" ] 📘 Use lists to broadcast to a large list of users: We recommend you to use lists and broadcasts to send notifications to a user list larger than 1000 users. This approach allows for bulk processing within SuprSend, resulting in significantly faster delivery compared to individual workflow calls. Sending individual workflows to a large set of users may introduce delays in your notification queue and is not an optimized way of handling bulk trigger. Identifying recipients inline One of the benefits of using direct workflow trigger is that you can identify recipients inline. You can include recipient channel information, their channel preferences, and their user properties along with the workflow trigger. Upon triggering the workflow, the recipient will be automatically created in the SuprSend database in the background. This facilitates dynamic synchronization of your user data within SuprSend and eliminates the need for any migration efforts on your end to start sending notifications from SuprSend. You can also use recipient properties in your template as $recipient.<property> . This is how the complete recipient object with look like json Copy Ask AI { "distinct_id" : "0gxxx9f14-xxxx-23c5-1902-xxxcb6912ab09" , "$email" :[ " [email protected] " ], "$channels" :[ "email" , "inbox" ], "user_prop1" : "value_1" , "$preferred_language" : "en" , "$timezone" : "America/New_York" } Property Type Description distinct_id string Unique identifier of the user to be notified. $<channel> (e.g. $sms ) array of string / objects You can pass user channel information using $<channel> key. The channel info will be updated in the user profile in the background. For this workflow, only channel values specified in this key will be used for sending notifications (instead of all channel values present in the user profile). Refer to how different communication channels can be passed here . $channels array of string Use it to pass the user’s channel preference in the payload. You can always use our in-built preference APIs to maintain user notification preferences. Preferences defined within SuprSend will automatically apply with the workflow trigger. By default, notifications will be sent to all channels defined in the workflow delivery node. However, if the user has a specific channel preference for a notification (e.g. only wants to receive payment reminders via email), you can include that preference in the workflow payload. This ensures notifications are sent only to the channels specified in the $channels key. Supported channel values: email, sms, whatsapp, androidpush, iospush, slack, webpush, ms_teams . $preferred_language string To set the recipient’s preferred language. This supports localization in notification content. Pass the language in ISO 639-1 2-letter format. Refer to all language codes here . $timezone string To set the recipient’s timezone. Used to send notifications in the user’s local timezone. Pass the timezone in IANA (TZ identifier) format. * key-value pair You can pass other user properties to render dynamic template content in key-value pairs like "user_prop1": "value1" . Extra properties will be set in the subscriber profile (as subscriber properties), which can then be used in the template as $recipient.<property> . Add user communication channel json Copy Ask AI "$email" :[ " [email protected] " ], "$whatsapp" :[ "+15555555555" ], "$sms" :[ "+15555555555" ], "$androidpush" : [{ "token" : "__android_push_token__" , "provider" : "fcm" , "device_id" : "" }], "$iospush" :[{ "token" : "__ios_push_token__" , "provider" : "apns" , "device_id" : "" }], "$slack" : [{ "email" : " [email protected] " , "access_token" : "xoxb-XXXXXXXX" }] // slack using email "$slack" : [{ "user_id" : "U/WXXXXXXXX" , "access_token" : "xoxb-XXXXXX" }] // slack using member_id "$slack" : [{ "channel" : "CXXXXXXXX" , "access_token" : "xoxb-XXXXXX" }] // slack channel "$slack" : [{ "incoming_webhook" : { "url" : "https://hooks.slack.com/services/TXXXX/BXXXX/XXXXXXX" } }] // slack incoming webhook "$ms_teams" : [{ "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "conversation_id" : "19:c1524d7c-a06f-456f-8abe-xxxx" }] // MS teams user or channel using conversation_id "$ms_teams" : [{ "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "user_id" : "29:1nsLcmJ2RKtYH6Cxxxx-xxxx" }] // MS teams user using user_id "$ms_teams" : [{ "incoming_webhook" : { "url" : "https://wnk1z.webhook.office.com/webhookb2/XXXXXXXXX" } }] // MS teams incoming webhook Sending cross-user notifications In scenarios where you need to notify a group of users based on another user’s action, such as sending a notification to the document owner when someone comments on it, you can specify the actor in your workflow call. This allows you to use actor’s name or other properties in your notification template. Actor properties can be included in the template as $actor.<property> . Sample template with actor and recipient properties: text Copy Ask AI //handlebar template Hi {{$recipient.name}}, {{$actor.name}} added {{length comments}} new comments on the {{doc_name}}. //Rendered content Hi recipient_1, actor_1 added 2 new comments on the annual IT report. Sample workflow body Copy Ask AI { "workflow" : "new_comment" , "actor" : { "distinct_id" : "0fxxx8f74-xxxx-41c5-8752-xxxcb6911fb08" , "name" : "actor_1" }, "recipients" : [ { "distinct_id" : "0gxxx9f14-xxxx-23c5-1902-xxxcb6912ab09" , "$email" :[ " [email protected] ""], " name ":" recipient_ 1 " } ], " data ":{ " doc_name ": " annual IT report ", " date ": " 2024-01-01 ", " comments ":[" change the date "," rest looks good "] } } Sending notification to anonymous user You can send notifications to anonymous users by passing "is_transient": True in your recipient object. This approach is recommended for scenarios where you need to send notifications to unregistered users without creating them in the SuprSend platform. The same way, you can pass "is_transient": True in your actor object to use actor properties in template without creating user profile. Request Copy Ask AI from suprsend import Event from suprsend import WorkflowTriggerRequest supr_client = Suprsend( "_workspace_key_" , "_workspace_secret_" ) # Prepare workflow payload w1 = WorkflowTriggerRequest( body = { "workflow" : "_workflow_slug_" , "actor" : { "is_transient" : True , "name" : "actor_1" }, "recipients" : [ { "is_transient" : True , "$email" :[ " [email protected] " ], "name" : "recipient_1" } ], "data" :{ "first_name" : "User" , "invoice_amount" : "$5000" , "invoice_id" : "Invoice-1234" } }, tenant_id = "tenant_id1" , idempotency_key = "_unique_identifier_of_the_request_" ) # Trigger workflow response = supr_client.workflows.trigger(w1) print (response) Multi-tenant notifications For use cases where you want to send notifications to your enterprise customers’ end users, pass the tenant_id in your workflow instance. You can use this to dynamically manage tenant level notification customizations . This includes the ability to customize template design or content and route notifications via tenant vendors. Request Copy Ask AI from suprsend import Event from suprsend import WorkflowTriggerRequest supr_client = Suprsend( "_workspace_key_" , "_workspace_secret_" ) # Prepare workflow payload w1 = WorkflowTriggerRequest( body = { ... }, tenant_id = "tenant_id1" , idempotency_key = "_unique_identifier_of_the_request_" ) # Trigger workflow response = supr_client.workflows.trigger(w1) print (response) Idempotent requests SuprSend supports idempotency to ensure that requests can be retried safely without duplicate processing. If Suprsend receives and processes a request with an idempotency_key, it will skip processing requests with same idempotency_key for next 24 hours. Idempotency key should be uniquely generated for each request (max 255 characters allowed). Spaces in start and end of the key will be trimmed. Here are some common approaches for generating idempotency keys: Generate a random UUID for each request. Construct the idempotency key by combining relevant information about the request . This can include parameters, identifiers, or specific contextual details that are meaningful within your application. e.g., you could concatenate the user ID, action, and timestamp to form an idempotency key like user147-new-comment-1687437670 Request-specific Identifier : If your request already contains a unique identifier, such as an order ID or a job ID, you can use that identifier directly as the idempotency key. Bulk trigger multiple workflows Bulk API allows you to send multiple workflow requests in a single call. There isn’t any limit on number-of-records that can be added to bulk_workflows instance. Use .append() on workflows.bulk_trigger_instance() instance to add however-many-records to call in bulk. Request Response Copy Ask AI from suprsend import Event from suprsend import WorkflowTriggerRequest supr_client = Suprsend( "_workspace_key_" , "_workspace_secret_" ) # Workflow: 1 w1 = WorkflowTriggerRequest( body = { ... }, tenant_id = "tenant_id1" , idempotency_key = "_unique_identifier_of_the_request_" ) # Workflow: 2 w2 = WorkflowTriggerRequest( body = { ... } ) # ...... Add as many Workflow records as required. bulk_ins = supr_client.workflows.bulk_trigger_instance() bulk_ins.append(w1,w2) # Trigger workflow response = bulk_ins.trigger() print (response) Add file attachment in email To add one or more Attachments to a Notification (viz. Email), call wf_instance.add_attachment() for each file with local-path. Ensure that file_path is proper, otherwise it will raise FileNotFoundError. Request Copy Ask AI from suprsend import Workflow workflow_body = { ... } wf_instance = Workflow( body = workflow_body) # this snippet can be used to add attachment to workflow file_path = "/home/user/billing.pdf" wf_instance.add_attachment(file_path) A single workflow body size (including attachment) must not exceed 800KB (800 x 1024 bytes). Dynamic workflow trigger You can trigger workflow from python SDK using supr_client.trigger_workflow method. The SDK internally makes an HTTP call to SuprSend Platform to register this request, and you’ll immediately receive a response indicating the acceptance status. Note: The actual processing/execution of workflow happens asynchronously. Once your request is accepted, you can check the status of your request in the ’ SuprSend Logs ’ section. Request Response Copy Ask AI from suprsend import Workflow # Prepare Workflow body workflow_body = { "name" : "workflow_name" , "template" : "template_slug" , "notification_category" : "notification_category" , # notification category transactional/promotional/system "delay" : "time_delay" , # time delay after which the first notification will be sent "trigger_at" : "date string in ISO 8601" , #to trigger scheduled notifications "users" : [ { "distinct_id" : "distinct_id" , # unique identifier of the user # if $channels is present, communication will be triggered on mentioned channels only. # "$channels": ["email"], # User communication channel can be added as [optional]: # "$email":[" [email protected] "], # "$whatsapp":["+15555555555"], # "$sms":["+15555555555"], # "$androidpush": [{"token": "__android_push_token__", "provider": "fcm", "device_id": ""}], # "$iospush":[{"token": "__ios_push_token__", "provider": "apns", "device_id": ""}], # "$slack": { # "email": " [email protected] ", # "access_token": "xoxb-XXXXXXXX" #} --- slack using email # "$slack": { # "user_id": "U/WXXXXXXXX", # "access_token": "xoxb-XXXXXX" #} --- slack using member_id # "$slack": { # "channel": "CXXXXXXXX", # "access_token": "xoxb-XXXXXX" #} --- slack channel # "$slack": { # "incoming_webhook": { # "url": "https://hooks.slack.com/services/TXXXX/BXXXX/XXXXXXX" # } #} --- slack incoming webhook # "$ms_teams": { #"tenant_id": "c1981ab2-9aaf-xxxx-xxxx", #"service_url": "https://smba.trafficmanager.net/amer", #"conversation_id": "19:c1524d7c-a06f-456f-8abe-xxxx" #} --- MS teams user or channel using conversation_id # "$ms_teams": { #"tenant_id": "c1981ab2-9aaf-xxxx-xxxx", #"service_url": "https://smba.trafficmanager.net/amer", #"user_id": "29:1nsLcmJ2RKtYH6Cxxxx-xxxx" #} --- MS teams user using user_id # "$ms_teams": { # "incoming_webhook": { # "url": "https://wnk1z.webhook.office.com/webhookb2/XXXXXXXXX" # } #} --- MS teams incoming webhook } ], # delivery instruction [optional]. how should notifications be sent, and whats the success metric "delivery" : { "smart" : < boolean_value > , "success" : "success_metric" , "time_to_live" : "TTL duration" , # will be applicable for smart = TRUE "mandatory_channels" : [] # list of mandatory channels e.g ["email"], will be applicable for smart = TRUE }, # data can be any json / serializable python-dictionary "data" : { "key" : "value" , "nested_key" : { "nested_key1" : "some_value_1" , "nested_key2" : { "nested_key3" : "some_value_3" , }, } } } wf = Workflow( body = workflow_body, idempotency_key = "__uniq_request_id__" , brand_id = "default" ) # Trigger workflow response = supr_client.trigger_workflow(wf) print (response) For configuring a workflow from backend, you can pass following properties in your method Parameter Description Format Obligation name It is the unique name of the workflow. You can see workflow-related analytics on the workflow page (how many notifications were sent, delivered, clicked, or interacted). The workflow name should be easily identifiable for your reference at a later stage. text Mandatory template It is the unique slug of the template created on the SuprSend platform. You can get this slug by clicking on the clipboard icon next to the Template name on the SuprSend templates page. It is the same for all channels. slug name Mandatory notification_category You can understand more about them in the Notification Category documentation. system / transactional / promotional Mandatory delay Workflow will be halted for the time mentioned in delay and becomes active once the delay period is over. **XX**d**XX**h**XX**m**XX**s or if it’s a number ( n ), then delay is in seconds ( n ). Optional trigger_at Trigger workflow on a specific date-time. Date string in ISO 8601 format e.g. "2021-08-27T20:14:51.643Z" Optional users Array object of target users. At least 1 user mandatory. distinct_id for each user is mandatory. You can pass up to 100 entries in the users array. Channel information is non-mandatory. If you pass channel information here, then these channels will be used for sending notifications; otherwise, channels will be picked from the user profile. json"users": [ { "distinct_id": "value", "$channels": [], channel_information_dict #(optional) } ] Mandatory delivery Delivery instructions for the workflow. You can enable smart delivery by setting "smart": True .By default, the delivery instruction will be: json"delivery": { "smart": False, "success": "seen" } Further details are given in the below section . json"delivery": { "smart": True/False, "success": "delivered/seen/interaction/<some-user-defined-success-event>", "time_to_live": "<TTL duration>", "mandatory_channels": [] } Optional data JSON. To replace variables in the template, templates use the handlebars language. json "data": { "key": { "key": "value", "key": "value" } } Optional brand_id Brand_id of the tenant to trigger a notification on behalf of your tenants. string Optional idempotency_key Unique key in the request call for idempotent requests . string Optional +CountryCode Required for SMS and Whatsapp: For setting $sms and $whatsapp , +<countrycode> is mandatory to send along with phone number. Eg: +1 for US To find the template slug name on SuprSend platform, click on the clipboard icon on Templates page. Templates > Template Details Page Bulk API for triggering multiple workflows Bulk API allows you to send multiple workflow requests in a single call. There isn’t any limit on number-of-records that can be added to bulk_workflows instance. Use .append() on bulk_workflows instance to add however-many-records to call in bulk. Request Response Copy Ask AI from suprsend import Workflow bulk_ins = supr_client.bulk_workflows.new_instance() # one or more workflow instances workflow1 = Workflow( body = { ... }) # body must be a proper workflow request json/dict workflow2 = Workflow( body = { ... }) # body must be a proper workflow request json/dict # --- use .append on bulk instance to add one or more records bulk_ins.append(workflow1) bulk_ins.append(workflow2) # OR bulk_ins.append(workflow1, workflow2) # ------- response = bulk_ins.trigger() print (response) Was this page helpful? Yes No Suggest edits Raise issue Previous Tenants Learn how to create, update, fetch, & list tenants using Python SDK. 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| 2026-01-13T08:49:40 |
https://vibe.forem.com/techresolve/solved-understanding-ppc-management-what-are-the-most-important-factors-today-1hpo#comments | Solved: Understanding PPC Management — What Are the Most Important Factors Today? - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close 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 Darian Vance Posted on Dec 28, 2025 • Originally published at wp.me Solved: Understanding PPC Management — What Are the Most Important Factors Today? # devops # programming # tutorial # cloud 🚀 Executive Summary TL;DR: Traditional PPC management struggles with data silos, manual overheads, and reactive optimization, leading to suboptimal ROAS and scalability issues. Modern PPC demands a DevOps approach, integrating unified data pipelines, automation, and AI/ML for real-time insights, efficient operations, and predictive optimization to maximize ad spend ROI. 🎯 Key Takeaways Building a unified data pipeline, centralizing data from diverse ad platforms (Google Ads, Meta Ads), CRM, and web analytics into a scalable data warehouse (e.g., Google BigQuery), is crucial for holistic, real-time performance insights. Implementing automation and orchestration for repetitive PPC tasks, such as bid/budget management, negative keyword addition, and ad testing, using platform scripts (Google Ads Scripts) or external tools (Apache Airflow, Prefect) significantly boosts efficiency and reduces manual overheads. Leveraging AI/ML for predictive optimization, either through platform Smart Bidding strategies (Target CPA, Target ROAS) or custom machine learning models, enables dynamic, auction-time adjustments based on complex signals to maximize ROAS or conversion volume. Optimize your PPC campaigns in today’s dynamic digital landscape by focusing on data-driven strategies, automation, and robust technical infrastructure to achieve superior ROI and efficiency. Understanding Modern PPC Management: A DevOps Approach The digital advertising landscape is in constant flux. For IT professionals and DevOps engineers, managing Pay-Per-Click (PPC) campaigns isn’t just a marketing concern; it’s an increasingly complex challenge involving data pipelines, automation, infrastructure, and advanced analytical capabilities. Relying solely on manual processes or basic platform interfaces is no longer sufficient to maintain competitive advantage or maximize return on ad spend (ROAS). Symptoms: The Challenges of Traditional PPC Management If you’re finding your organization’s PPC efforts falling short, you’re likely encountering one or more of these common symptoms: Suboptimal Return on Ad Spend (ROAS): Despite significant investment, ad campaigns aren’t delivering the expected revenue or profit, indicating inefficient targeting, bidding, or ad copy. Manual Management Overheads: Teams spend excessive time on repetitive tasks like bid adjustments, budget monitoring, keyword research, and ad creation, leading to burnout and operational bottlenecks. Delayed Insights and Reactive Optimization: Reliance on weekly or monthly reports means reactions to performance shifts are slow, missing critical windows for optimization. Data is often siloed, making holistic analysis difficult. Scalability Issues: Expanding campaigns across multiple platforms (Google Ads, Meta Ads, LinkedIn Ads, etc.) or geographies becomes a logistical nightmare, preventing rapid market penetration. Data Attribution Gaps: Difficulty accurately attributing conversions to the correct touchpoints across the customer journey, leading to misinformed budget allocation. Lack of Predictive Capabilities: Inability to forecast campaign performance, identify future trends, or proactively adjust strategies based on external factors. Addressing these symptoms requires a shift from reactive, manual campaign management to a proactive, technically integrated approach. Here are three critical solutions for today’s PPC landscape, viewed through a DevOps lens. Solution 1: Building a Unified Data Pipeline for Holistic Performance Insights One of the most significant challenges in modern PPC is the fragmentation of data. Ad platforms provide their own analytics, but correlating performance across Google Ads, Meta Ads, CRM data, and web analytics (e.g., Google Analytics 4) is crucial for a complete picture. A unified data pipeline is the foundational infrastructure for data-driven decision-making. Problem Solved: Data Silos and Delayed, Incomplete Insights By centralizing data, IT and DevOps teams empower marketing with comprehensive, real-time insights, enabling faster, more accurate optimizations and a clearer understanding of the customer journey. Implementation Details: Data Extraction (ETL/ELT): Establish automated processes to pull raw data from various ad platforms and other sources. Data Warehousing: Store the consolidated, structured data in a scalable, cloud-native data warehouse. Business Intelligence (BI): Connect BI tools to visualize data, create custom dashboards, and enable self-service analytics for marketing teams. Real-World Example & Configuration: Let’s consider integrating data from Google Ads and Meta Ads into Google BigQuery, then visualizing it with Looker Studio (formerly Google Data Studio). 1. Data Extraction: While managed services like Fivetran, Airbyte, or Stitch are excellent for this, a custom Python script using platform APIs offers granular control and can be scheduled via tools like Apache Airflow or Prefect. # Example Python snippet for Google Ads API data extraction # This requires installing the google-ads client library: pip install google-ads from google.ads.google_ads.client import GoogleAdsClient def fetch_google_ads_data(customer_id, developer_token, client_id, client_secret, refresh_token): # Initialize Google Ads client client = GoogleAdsClient.load_from_dict({ "developer_token": developer_token, "client_id": client_id, "client_secret": client_secret, "refresh_token": refresh_token, "login_customer_id": customer_id # Typically MCC ID if managing multiple accounts }) ga_service = client.get_service("GoogleAdsService") # Define your GAQL query query = """ SELECT campaign.name, metrics.clicks, metrics.impressions, metrics.cost_micros, segments.date FROM campaign WHERE segments.date DURING LAST_7_DAYS ORDER BY segments.date DESC """ stream = ga_service.search_stream(customer_id=str(customer_id), query=query) results = [] for batch in stream: for row in batch.results: results.append({ "campaign_name": row.campaign.name, "clicks": row.metrics.clicks, "impressions": row.metrics.impressions, "cost_usd": row.metrics.cost_micros / 1_000_000, # Convert from micros to USD "date": row.segments.date }) return results # In a production setup, credentials would be loaded securely # data = fetch_google_ads_data(CUSTOMER_ID, DEV_TOKEN, CLIENT_ID, CLIENT_SECRET, REFRESH_TOKEN) # Then, load 'data' into BigQuery using the google-cloud-bigquery client library Enter fullscreen mode Exit fullscreen mode 2. Data Warehousing (Google BigQuery): Define a schema in BigQuery to store your consolidated data. A common structure might include columns for date , platform , campaign_id , campaign_name , ad_group_id , clicks , impressions , cost , conversions , etc. # Example BigQuery DDL for a consolidated PPC table CREATE TABLE `your_project.your_dataset.ppc_performance` ( `date` DATE NOT NULL, `platform` STRING NOT NULL, -- e.g., 'Google Ads', 'Meta Ads' `campaign_id` STRING NOT NULL, `campaign_name` STRING, `ad_group_id` STRING, `ad_group_name` STRING, `clicks` INT64, `impressions` INT64, `cost_usd` FLOAT64, `conversions` INT64, `conversion_value_usd` FLOAT64 ) PARTITION BY date; Enter fullscreen mode Exit fullscreen mode 3. Business Intelligence (Looker Studio): Connect Looker Studio directly to your BigQuery table. You can then create dynamic dashboards that combine metrics from different platforms, calculate ROAS across your entire ad spend, and drill down into campaign specifics. This provides a single source of truth for all stakeholders. Solution 2: Implementing Automation and Orchestration for Campaign Efficiency Manual intervention in PPC campaigns is a major bottleneck. Automation, driven by scripts and orchestration tools, can dramatically improve efficiency, reduce errors, and ensure timely responses to market changes. Problem Solved: Manual Overheads and Reactive Management Automating repetitive tasks frees up marketing specialists to focus on strategic initiatives, while ensuring campaigns are always optimized according to predefined rules and real-time data. Implementation Details: Bid and Budget Management: Automatically adjust bids based on performance targets (CPA, ROAS) or time-of-day/day-of-week patterns. Manage budgets to prevent over/under-spending. Keyword and Negative Keyword Management: Automatically identify search queries that should be added as new keywords or negative keywords. Ad Creation and Testing: Programmatically generate ad variations, perform A/B tests, and pause underperforming ads. Alerting and Reporting: Set up automated alerts for anomalies (e.g., sudden drop in conversions, budget depletion) and scheduled performance reports. Real-World Example & Configuration: Google Ads Scripts Google Ads Scripts (JavaScript-based) run directly within the Google Ads platform, offering powerful automation capabilities without external infrastructure. Example: Automating Negative Keyword Addition for Poor Performance This script identifies search terms that have received clicks but no conversions and adds them as negative keywords to prevent wasted spend. // Google Ads Script to add negative keywords for queries with clicks but no conversions function main() { var CAMPAIGN_NAME_CONTAINS = "My_PPC_Campaign"; // Target specific campaigns var MIN_CLICKS = 10; // Minimum clicks before considering var DATE_RANGE = "LAST_30_DAYS"; var campaignIterator = AdsApp.campaigns() .withCondition("CampaignStatus = 'ENABLED'") .withCondition("CampaignName CONTAINS '" + CAMPAIGN_NAME_CONTAINS + "'") .get(); while (campaignIterator.hasNext()) { var campaign = campaignIterator.next(); var searchTermReport = AdsApp.report( "SELECT Query, Clicks, Conversions " + "FROM SEARCH_QUERY_PERFORMANCE_REPORT " + "WHERE CampaignId = " + campaign.getId() + " AND Clicks >= " + MIN_CLICKS + " AND Conversions = 0 " + "DURING " + DATE_RANGE); var rows = searchTermReport.rows(); var negativeKeywordsAdded = 0; while (rows.hasNext()) { var row = rows.next(); var query = row["Query"]; // Add as exact match negative keyword to the campaign campaign.negativeKeywords().addBiddingKeyword( "[" + query + "]" ); negativeKeywordsAdded++; Logger.log("Added negative keyword to campaign '" + campaign.getName() + "': [" + query + "]"); } Logger.log("Campaign '" + campaign.getName() + "': " + negativeKeywordsAdded + " negative keywords added."); } } Enter fullscreen mode Exit fullscreen mode For more complex, cross-platform automation or scenarios requiring external data sources (e.g., inventory feeds, CRM data), Python-based scripts utilizing the respective platform APIs (Google Ads API, Meta Marketing API) orchestrated by tools like Apache Airflow or Prefect provide greater flexibility and scalability. These can run on dedicated cloud instances or serverless functions. Solution 3: Leveraging AI/ML for Predictive Optimization and Advanced Bidding The latest evolution in PPC management involves moving beyond rule-based automation to predictive analytics and machine learning. This allows for dynamic adjustments based on complex signals, leading to highly optimized performance. Problem Solved: Suboptimal Bidding, Lack of Predictive Capabilities, and Missed Opportunities AI/ML solutions enable campaigns to adapt to subtle market shifts, user behavior patterns, and competitive landscapes that are impossible for humans or simple rules to account for, maximizing ROAS or conversion volume. Implementation Details: Platform Smart Bidding: Utilize the built-in AI-driven bidding strategies offered by ad platforms. Custom ML Models: For highly specific or large-scale needs, build and deploy bespoke machine learning models for bidding, budget allocation, or audience segmentation. Real-World Example & Comparison: Smart Bidding vs. Custom ML Platform Smart Bidding (e.g., Google Ads Smart Bidding): Google Ads offers various Smart Bidding strategies (e.g., Target CPA, Target ROAS, Maximize Conversions with a target) that leverage Google’s vast data and machine learning capabilities to optimize bids at auction time. These algorithms consider signals like device, location, time of day, audience lists, operating system, and more to determine the optimal bid. Custom Machine Learning Models: For organizations with significant data science resources and very specific, complex optimization goals, custom ML models offer unparalleled control. This could involve: Predictive models for conversion probability or customer lifetime value (CLV) to inform real-time bidding. Dynamic budget allocation models that shift spend between campaigns/platforms based on predicted performance. Anomaly detection models to quickly identify and alert on unusual performance patterns. However, building and maintaining custom ML models for PPC requires substantial investment in data engineering, data science, and MLOps infrastructure. Feature Platform Smart Bidding Custom ML Models (Advanced) Complexity of Setup Low (select strategy, set target) Very High (data engineering, model development, deployment, MLOps) Data Requirements Relies on platform’s internal data & signals (requires sufficient conversion volume) Extensive, high-quality historical data (PPC, CRM, web analytics, external factors) Control & Customization Limited to platform’s options and targets Full control over model logic, features, and optimization goals Maintenance & Operations Low (platform manages) High (model monitoring, retraining, infrastructure management) Latency & Real-time Near real-time (auction-time bidding) Can achieve real-time, but requires robust MLOps infrastructure (e.g., low-latency prediction services) Use Case Most standard PPC optimization goals (CPA, ROAS, conversions) Highly specific, proprietary optimization goals; leveraging unique, non-platform data; competitive advantage For most organizations, leveraging platform-native Smart Bidding is the most efficient and effective path to AI-driven optimization. Custom ML models are reserved for the elite few with unique data assets and significant engineering capabilities, where the competitive edge justifies the immense effort. Conclusion: The DevOps Imperative in PPC The era of manual, siloed PPC management is rapidly fading. Today, successful PPC campaigns demand a robust technical backbone. By embracing data engineering for unified insights, automation for operational efficiency, and advanced AI/ML for predictive optimization, IT and DevOps professionals can transform PPC from a marketing expenditure into a finely tuned, highly efficient revenue-generating machine. This strategic alignment between marketing and technical teams is not just an advantage; it’s a necessity for thriving in the modern digital economy. 👉 Read the original article on TechResolve.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 Darian Vance Follow Lead Cloud Architect & DevOps Strategist with 12+ years in the trenches. Founder of TechResolve. I turn complex cloud chaos into systems you can actually understand and manage. Education BS in Computer Science & 12 Years of Production Outages Work Founder & Lead Architect at TechResolve Joined Dec 26, 2025 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://joinpeertube.org/ | What is PeerTube? | JoinPeerTube Skip to main content developed by Language: English Help to translate العربية Català Čeština Cymraeg Deutsch English Esperanto Español Français Nederlands Gàidhlig galego hrvatski magyar Indonesia Íslenska Italiano 日本語 Polski Português русский Shqip svenska украї́нська мо́ва Српска ћирилица ไทย Türkçe 简体中文（中国） 繁體中文（台灣） Forum News What is PeerTube? Browse content Publish videos FAQ Contribute An alternative to Big Tech's video platforms PeerTube is a tool for sharing online videos developed by Framasoft , a french non-profit. Framasoft is holding a fundraising campaign! Framasoft, the nonprofit organisation behind PeerTube, is holding a fundraiser to support the development of PeerTube and new services! Discover what Framasoft achieves with your support What is PeerTube? PeerTube allows you to create your own video platform, in complete independence. With PeerTube, no more opaque algorithms or obscure moderation policies! PeerTube platforms you visit are built, managed and moderated by their owners. PeerTube allows platforms to be connected to each other, creating a big network of platforms that are both autonomous and interconnected. Moreover, PeerTube does not depend on any advertising and does not track you! What do we find , on PeerTube? Discover our recommendations selected among the 1,000,000 videos and the 1,600 platforms of the PeerTube network Platforms created with PeerTube Platforms Videos hosted on a PeerTube platform Videos Discover more content PeerTube is also available on mobile! Take the whole PeerTube universe with you! The mobile app lets you discover, watch, and share videos hosted across the entire federated network in a single interface. Explore the video fediverse Easily browse thousands of channels and videos from across multiple PeerTube instances. The app brings together content from the entire federation, helping you discover new creators wherever they publish. A smooth viewing experience Enjoy a powerful video player with quality settings, subtitles, and full-screen mode. Everything works without tracking or ads, for a comfortable and respectful experience. Download and watch offline Take your favorite videos with you and watch them anywhere, even without a connection. No premium subscription required! Publish and manage videos from your device Use the video manager to publish your videos directly from your smartphone, as well as edit their metadata or look at statistics. PeerTube is not subject to the monopoly of any company Like the other tools developed by Framasoft , PeerTube considers you as a person and not as a product to be profiled and locked in video loops. PeerTube is free, open-source, created for non-commercial purposes. An ethical and open source digital common PeerTube belongs to you. At any time, you can help us to improve PeerTube with your ideas, suggestion or by modifying the source code yourself. PeerTube is a free software, not a secret formula that belongs to Google (in the case of Youtube) or to Vivendi/Bolloré (Dailymotion). This free/libre license guarantees our fundamental freedoms as users. PeerTube exists thanks to your donations! Framasoft does not make money by developing PeerTube! We are a public interest organization where over 90% of our funding comes from donations. Every contribution, even the smallest, allows us to continue developing PeerTube. You think our project is going in the right direction? Please make a donation! Donate Questions? We guide you! What is PeerTube? https://joinpeertube.org/faq#what-is-peertube PeerTube is a tool that you install on a web server. It allows you to create a video hosting website, so create your "homemade YouTube". The difference to YouTube is that it's not intended to create a huge platform centralizing videos from the whole world on a single server farm (which is horribly expensive). On the contrary, PeerTube's concept is to create a network of multiple small interconnected video hosting providers. Is PeerTube's purpose to replace YouTube? https://joinpeertube.org/faq#is-peertube-s-purpose-to-replace-youtube We can answer with certainty: no! The ambition remains to be a free and decentralized alternative : the goal of an alternative is not to replace, but to propose something else, with different values, in parallel to what already exists. What are the main advantages of PeerTube? https://joinpeertube.org/faq#what-are-the-main-advantages-of-peertube An open code under a free/libre license PeerTube is freely provided, no need to pay to install it on your server We can look under the hood of PeerTube (its source code): it's auditable, transparent It can be enhanced by everyone's contributions A federation of interconnected hosting providers It decentralizes video storage and decision-making power We can display videos and accounts of other PeerTube websites It's based on ActivityPub to connect with tools like Mastodon for example. Peer-to-peer broadcasting It reduces server bandwidth overload if a video becomes viral We become an actor of the video broadcasting It's based on WebRTC , a free and open-source project for web browsers. Exciting features for viewers Enjoy a beautiful adaptative player that includes chapters and previews on the web interface or the mobile application Personalize the interface with themes, filtering, NSFW settings, and autoplay preferences Save videos for later, organize playlists, resume playback, and check watch history Follow channels and access new videos in a dedicated feed And many more features! For content creators Join a community with aligned values, talk to real moderators, and export/import your content across PeerTube platforms Let PeerTube automatically synchronize a channel from a remote platform (Youtube, Vimeo, etc.) Access detailed analytics, edit (trim, watermark, intro/outro) or a upload new version of your video Stream via OBS or other RTMP software, enable replays and interact with viewers via live chat Manage multiple channels that can be followed by ActivityPub platforms (PeerTube, Mastodon, Pleroma, etc.) for greater discoverability And many more features! And for administrators Full control & customization with many settings, plugins, themes Customize the homepage with Markdown/HTML, set instance branding (avatar, banner, categories), define default user settings, and broadcast messages with a banner Manage user registrations, set upload limits, assign moderator roles, review abuse reports, block or ban users, and mute accounts or platforms Advanced video transcoding with the ability to use remote runners And many more features! See more questions Go to the PeerTube forum developed by Documentation Legal notices Forum Press kit Contact Framasoft Donate Website developed by Framasoft and designed by La Coopérative des Internets PeerTube mascot created by David Revoy PeerTube news! content licensed under CC-BY-SA | 2026-01-13T08:49:40 |
https://dev.to/raphael_jambalos/more-than-hello-world-in-docker-run-rails-sidekiq-web-apps-in-docker-1b37 | More than "Hello World" in Docker: Build Rails + Sidekiq web apps in Docker - 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 Raphael Jambalos Posted on Jul 28, 2019 • Edited on Sep 3, 2020 More than "Hello World" in Docker: Build Rails + Sidekiq web apps in Docker # docker # rails # sidekiq # postgres This is the first post in the More than "Hello World" in Docker series. The series will help you ready your app: from setting it up locally to deploying it as a production-grade workload in AWS. Build Rails + Sidekiq web apps in Docker - we are here Deploy Rails in Amazon ECS Concepts Push an image to ECR Create the RDS database, Task Definition, and Load Balancer Create the ECS Cluster and connect it all together Configure Sidekiq Automate Deploys with AWS CodeDeploy Deep Dive on AWS CodeBuild Advanced ECS Concepts: Service Discovery and Auto Scaling - coming soon Fargate - coming soon There is no shortage of web tutorials on how to display "Hello World" in Docker. The problem is that the path from getting your app to say "Hello World" in Docker, to running production-grade applications in AWS, is often not as straightforward. Even if your app isn't Rails / Ruby, reading through this series will help you know the challenges that lie ahead of you after you decide to use Docker in production. I've used Docker in production for 7 months and have studied it for 4 months before that. In simple setups, doing Docker is very straightforward. Using it in production, however, increases the complexity as there would be a lot of other things to think about. This post will help you manage that complexity. For this post, we would: Learn about basic Docker concepts and why Docker is used. Connect a Rails app to a PostgreSQL Server. Have a Sidekiq server running to get jobs from a Redis database. Feed simple tasks to the Sidekiq server by adding jobs in Redis. Run the Rails app using Docker compose This is a foundational post. The Rails app we will build here will be the sample app that we will be using in later posts. If you're just starting in Docker, I recommend following along this post. If you had some prior experience working with Docker, I recommend going to the next post in the series. The source code for this tutorial is available on GitHub , under release v0.0.1 . 0 | Concepts In this section, I will do a quick run-through on the basic concepts behind Docker. For a deeper conceptual understanding of Docker, I recommend Chris Noring's introduction . In essence, Docker allows us to spawn containers on top of a Host OS (like Ubuntu, Mac, or Windows). We can run multiple containers inside a single Host OS. Container - This is a process running on top of the Linux kernel. It is allocated its own resources: CPU, memory, and filesystem. By having its own resources, a container becomes isolated from other containers running inside your instance. When a container fails for whatever reason, it does not affect other containers/processes running inside the same Host OS. Image - This is a file containing everything you need to execute your code: dependencies, binaries, source code, etc. They are built by executing commands in a script-like file called Dockerfile. Images are used to spawn multiple, identical containers. The containers are an "instantiation" of these images - and are the ones serving your customer traffic. Dockerfile - This is a file containing instructions required to build an image. The commands you put in here should specify how you can put everything your application needs into an image. If all this seems unclear, the hands-on in this post will illustrate the concepts in practice. 1 | Why Docker? Lower Cost Traditionally, you provision one instance and have just one application server running there. If you need to scale your application, you add more instances with one application server running on each. You don't usually scale by adding more application servers in one instance - because it's hard to manage. But this also results in most of your instances having unused capacity. In Docker, you can run multiple containers in one instance. Since you can allocate an instance's resources to a container, you can add as many containers in the instance as long as there are enough resources on the instance. For example, if you have an instance with 8GB in memory and your containers only require 1GB each, you can have as much as 8 containers in that single instance. Another famous problem in a production environment is memory bloat. Memory bloat happens when your application consumes a lot more memory than it's supposed to. The common fix is just to increase the size of the instance, which of course, increases cost. In Ruby, the memory bloat problem is notorious in heavily multi-threaded applications such as Sidekiq . In Docker, you can set a hard memory allocation to a container. If the application consumes more than the hard allocation (say, 1GB), Docker kills the container and starts a new one. This prevents memory bloat and helps you use your resources more efficiently. With this, you get to make the most out of your instance's resources. You don't have to provision as many instances as you would traditionally. Standardization The environment that your app runs in your local will be exactly the same as it is in production. No more "it works in my machine but not in prod." Onboarding new developers also become easy: all you have to do is make them install Docker and have them run your Docker image in their local machine. No more 7-page document on how to install your app and all its dependencies in their machine. Faster Deployments Deployments pre-Docker look like this: AWS detects a spike in your traffic, it provisions a new instance, installs all the dependencies, tests your instance if it displays traffic, then the new instance takes in traffic. That process can take a few minutes because it loads an entire OS every time. Deployments in Docker are much faster. Since containers are just processes, starting it is much lightweight that loading an entire OS. Others Still not convinced? You can read about the other benefits here . 2 | Installation For this tutorial, I used Rails 5.2.3 and Ruby 2.5.1. You can install Ruby and Rails from this tutorial . Make sure to select Ruby 2.5.x and Rails 5.2.x in the dropdown, and choose the OS you'd be using. We're also going to use Docker. If you're a Mac user like me, use this tutorial . For Windows users, you can use this . 3 | Creating a Rails app (3.0) Go to a folder you want to make your Rails app on and execute: rails new rails_docker_app cd rails_docker_app git init && git add . git commit -m "Initialize Rails project" Enter fullscreen mode Exit fullscreen mode Then, let's create the routes, controller and view necessary to display a message on the homepage. (3.1) Open the config/routes.rb and make a route to the homepage. We will create the homepage in the next steps. root to: "home#index" Enter fullscreen mode Exit fullscreen mode (3.2) Create the file home_controller.rb in the app/controllers folder. Put a basic message inside the variable @message . Since the variable name is prepended with the @ symbol, it is going to be accessible from the view. class HomeController < ApplicationController def index @message = "static page" end end Enter fullscreen mode Exit fullscreen mode (3.3) Create the app/views/home folder. In that folder, create a file called index.html.erb . Notice that we referenced the @message variable we created in the previous step. This should display the message "static page". Home Page : < %= @message %> Enter fullscreen mode Exit fullscreen mode (3.4) Now, start the rails server and you should see the simple homepage we just created. rails server -p 3000 Enter fullscreen mode Exit fullscreen mode You should see a simple page like the one below: (3.5) When you're satisfied, commit your progress git add . git commit -m "Add basic routes, views, controller" Enter fullscreen mode Exit fullscreen mode 4 | Setting up Docker for Rails (4.1) Create the Dockerfile in the app root directory with the touch Dockerfile command. # gets the docker image of ruby 2.5 and lets us build on top of that FROM ruby:2.5.1-slim # install rails dependencies RUN apt-get update -qq && apt-get install -y build-essential libpq-dev nodejs libsqlite3-dev # create a folder /myapp in the docker container and go into that folder RUN mkdir /myapp WORKDIR /myapp # Copy the Gemfile and Gemfile.lock from app root directory into the /myapp/ folder in the docker container COPY Gemfile /myapp/Gemfile COPY Gemfile.lock /myapp/Gemfile.lock # Run bundle install to install gems inside the gemfile RUN bundle install # Copy the whole app COPY . /myapp Enter fullscreen mode Exit fullscreen mode Essentially, the Dockerfile is just a bunch of human-readable shell commands put together in a file. The first line fetches a Docker image called "ruby:2.5.1-slim" from Docker Hub . This image is called the base image . It has a lightweight operating system called "slim", with ruby 2.5.1 pre-installed. We will build upon this base image with the next commands. The next command installs dependencies for Rails. Images have their own "folder structure" inside. With the next commands, we create the /myapp folder and make that the 'default' folder. We copy the Gemfile and Gemfile.lock , and then run bundle install . This installs all the required gems inside the image. We then proceed with copying the entire application into the image. (4.2) Now that we understand what it does, let's execute docker build . for Docker to go through the instructions and create a Docker image for us. You should see Docker run the commands in your Dockerfile: (4.3) Once the execution is finished, run docker images to see the docker image you just built: You can see that it's a pretty huge file (~641MB). That's because it literally has everything it needs to run the application. (4.4) From the docker images , look for the image_id of your newly created image. Mine looks like this: "2f1a0fabe8c6". Let's tag our image so it would have a pretty name we can remember easily. # for me docker tag 2f1a0fabe8c6 rails-docker-app:v0.0.1 # for you: replace --chash-- with your image_id docker tag --chash-- rails-docker-app:v0.0.1 Enter fullscreen mode Exit fullscreen mode Running a docker images again, you'd see your image with the proper name. (4.5) Now that we have a Docker image, let's run it. docker run -it -p 3000:3000 rails-docker-app:v0.0.1 bundle exec rails server -b 0.0.0.0 -p 3000 Enter fullscreen mode Exit fullscreen mode The -it flags allow you to have a terminal where you can see logs from your Rails server. The -p 3000:3000 flag exposes the port 3000 of the container to the port 3000 of your local machine. Then, I specified the Docker image we just tagged earlier and the command to run the Rails server. You should see the simple page again, this time running on top of Docker: (4.6) If you're satisfied with the output, commit your progress. git add . git commit -m "Add Dockerfile and run via docker run" Enter fullscreen mode Exit fullscreen mode 5 | Make running Docker easy with docker-compose We now have a functioning Ruby on Rails application on top of Docker 🎉 🎉 🎉 . Usual production workloads aren't this simple though. We usually have other services we run in conjunction with the Rails app: databases, Redis, Sidekiq, etc. So a local setup would typically have 5 different terminal windows with 5 separate docker run commands. Now that's a lot to keep track. Docker thought of that and introduced docker-compose . The service docker-compose allows you to declare all these services neatly in one YAML file. It also gives you the power to start all these services in one window. Let's dive in: (5.1) Create a docker folder in your app's root directory, and a development folder inside it: mkdir docker && mkdir docker/development . Then, create a file called docker-compose.yml and enter the following: version : ' 3' services : db : image : postgres volumes : - ../../tmp/db:/var/lib/postgresql/data web : build : ../../ command : bundle exec rails s -p 3000 -b '0.0.0.0' volumes : - ../../:/myapp ports : - " 3000:3000" depends_on : - db Enter fullscreen mode Exit fullscreen mode This docker-compose folder defines 2 services: db and web. The "db" service is a PostgreSQL container that will serve as our database service. The "web" service is the application server for our Rails app. The content inside the "web" service is what we would typically put inside the docker run command - but it's much easier to read this way! 📖 (5.2) Now, we use docker-compose build command to build the docker images necessary to run this setup. Then, we use docker-compose up to simultaneously run these services. cd docker / development docker - compose build docker - compose up Enter fullscreen mode Exit fullscreen mode You will see logs coming from these two services: (5.3) If you're satisfied with the output, commit your progress. git add . git commit -m "Add docker-compose.yml for easier docker runs" Enter fullscreen mode Exit fullscreen mode 6 | Going Further: Integrating PostgreSQL Now, most web tutorials stop at section 5 and call it a day. This post aims to help with your production needs as much as possible. Connecting a PostgreSQL database and integrating Sidekiq via Redis are two common production tasks that aren't given much coverage in blog posts around. (6.1) It's time to create our models. Run the 2 commands below to generate the models and migrations for Author and Post. rails generate model Author name:string kind:string rails generate model Post title:string body:text author:references likes_count:integer Enter fullscreen mode Exit fullscreen mode (6.2) Open your Gemfile and replace gem 'sqlite3' with the line below. We would be using PostgreSQL as our database, and delete references to SQLite3. gem 'pg' , '>= 0.18' , '< 2.0' Enter fullscreen mode Exit fullscreen mode Then do bundle install . (6.3) To be able to connect to our database, replace the contents of the config/database.yml with the contents below (if the file isnt there, create it yourself). development : adapter : postgresql encoding : unicode host : db username : postgres password : pool : 5 database : sample_app_docker_development Enter fullscreen mode Exit fullscreen mode Then, add seeds to the db/seeds.rb file so we can have sample data in the database. author = Author . create ( name: "Raphael Jambalos" , kind: "Programmer" ) post = Post . create ( title: "Redis" , body: "This is a in-memory database often used for caching." , author_id: author . id ) post = Post . create ( title: "PostgreSQL" , body: "This is a transactional database used for transactions" , author_id: author . id ) post = Post . create ( title: "DynamoDB" , body: "This is a NoSQL database used for concurrent workloads." , author_id: author . id ) Enter fullscreen mode Exit fullscreen mode (6.4) We want to display the sample data to the view. To do that, let's change the contents of the app/controllers/home_controller.rb file to: class HomeController < ApplicationController def index @message = "Dynamic" @posts = Post . all end end Enter fullscreen mode Exit fullscreen mode Then, let's change the contents of the app/views/home/index.html.erb so we can render the posts neatly to the view. Home Page : < %= @message %> <% @posts.each do |post| %> <h1> <%= post . title %> </h1> < h2 > < %= post.author.name %> </h2> <p> <%= post . body %> <% end %> Enter fullscreen mode Exit fullscreen mode (6.5) Now, let's run docker-compose again. cd docker/development/ docker-compose build docker-compose up Enter fullscreen mode Exit fullscreen mode On a separate window, run these commands sequentially docker-compose run web rake db:create docker-compose run web rake db:migrate docker-compose run web rake db:seed Enter fullscreen mode Exit fullscreen mode (6.6) If you're satisfied with your progress, commit it: git add . git commit -m "Add models, migration, seeds; Modify views to show seeded data." Enter fullscreen mode Exit fullscreen mode 7 | Going Further: Integrating Sidekiq (7.1) Add gem 'sidekiq' to the Gemfile and run bundle . Sidekiq is used for background processing. Imagine a website with a form in it. After filling up all the information required in the form, you press Submit. The browser sends all the info you wrote to the web server. By default, the web server has 60 seconds to process the request; otherwise, it results in a request timeout. This type of processing is foreground processing. Now, we wouldn't want to make our customers wait as the info gets processed (much less show them a timeout page). So we throw the job of processing the information to a background processor ("Sidekiq"). Once we assign the job to Sidekiq, the customer will see a page with the text "Please wait a few moments". Sidekiq does the request and in a few minutes, the customer can see the results on refresh. (7.2) Run rails g sidekiq:worker IncrementCount to create a worker file. We go to the file Sidekiq just created app/workers/increment_count_worker.rb and replace its contents with the snippet below. Essentially, we take a post and add 1 to its like_count property. class IncrementCountWorker include Sidekiq :: Worker def perform ( post_id ) post = Post . find ( post_id ) post . likes_count ||= 0 post . likes_count += 1 post . save end end Enter fullscreen mode Exit fullscreen mode (7.3) By default, the files in the app/workers/ folder aren't read by Rails. You have to go to the config/application.rb and insert this line inside the class Application block. config.autoload_paths += %W(#{config.root}/app/workers) Enter fullscreen mode Exit fullscreen mode (7.4) To show the likes of each post and add a like button for each post, let's change the contents of the app/views/home/index.html.erb Home Page: < %= @ message % > < % @ posts.each do | post | % > <h1> < %= post.title % > </h1> <h2> < %= post.author.name % > </h2> <p> < %= post.body % > <br> <p> < %= link_to " Like ", increment_async_path ( post_id: post.id ), method: :post % > Likes: < %= post.likes_count % > </p> < % end % > Enter fullscreen mode Exit fullscreen mode (7.5) Then, we add a route in config/routes.rb and a controller method in app/controllers/home_controller.rb to accommodate this request. post "/increment_async" , to: "home#increment_async" Enter fullscreen mode Exit fullscreen mode The controller method calls our Sidekiq service and invokes the worker "IncrementCountWorker". class HomeController < ApplicationController def index @message = "Dynamic" @posts = Post . all end def increment_async :: IncrementCountWorker . perform_async ( params [ :post_id ]) redirect_to root_path end end Enter fullscreen mode Exit fullscreen mode (7.6) Our new setup requires a Sidekiq service and a Redis service. Redis is an in-memory database. Every time a customer presses the button we made in 7.4, an entry in the Redis database is added. The Sidekiq service polls the Redis service for new entries in its database. If there is one, it executes it. version : ' 3' services : db : image : postgres volumes : - ../../tmp/db:/var/lib/postgresql/data web : build : ../../ command : bundle exec rails s -p 3000 -b '0.0.0.0' volumes : - ../../:/myapp environment : RAILS_ENV : " development" REDIS_URL : " redis://redis:6379/12" ports : - " 3000:3000" depends_on : - db redis : image : redis volumes : - ../../tmp/db:/var/lib/redis/data sidekiq : build : ../../ command : ' bundle exec sidekiq' volumes : - ../../:/myapp environment : RAILS_ENV : " development" REDIS_URL : " redis://redis:6379/12" depends_on : - redis Enter fullscreen mode Exit fullscreen mode (7.7) Now, let's run docker-compose again. cd docker/development/ docker-compose build docker-compose up Enter fullscreen mode Exit fullscreen mode Going back to localhost:3000 on your browser, you should be able to see this: Pressing on the link button, you would be able to increment the like count of each post. When Rails receives the request, it puts a task on Redis and Sidekiq fetches it, adds '1' to the specified post and saves it. 8 | What's next? Now, you have a fully-fledged Rails 5 application running on Docker. It ain't much, but having Sidekiq and PostgreSQL is a good foundation for you to build on top of. You can even use this template to migrate existing Rails applications to Docker. After developing your Rails application, the next step is deploying it with a cloud provider so your customers can see your app. For the next post, we will deploy this project to AWS Elastic Container Service . Stay tuned! Acknowledgments Special thanks to Allen, my editor, for helping this post become more coherent. Credits to Patrick Brinksma for the cover photo . I'm happy to take your comments/feedback on this post. Just comment below, or message me! Top comments (23) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Serguei Cambour Serguei Cambour Serguei Cambour Follow Ruby and Ember JS lover Joined Dec 19, 2016 • Sep 19 '19 Dropdown menu Copy link Hide Thank you for sharing, Raphael. One point - you don't need to set autoload_paths because of all the directories under app are loaded by Rails by default. See guides.rubyonrails.org/v5.2/autolo... . Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Sep 19 '19 Dropdown menu Copy link Hide Thanks for the tip Serguei! :D I'll try that out in my Rails 5.2 setup Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Tom Hall Tom Hall Tom Hall Follow I grew up in Ann Arbor, Michigan but have been living in Austin, Texas for the better part of the past 10 years. I work as a "DevOps Engineer" and help organize DevOpsDays Austin. Location Austin, TX Work DevOps Engineer at Silvercar Joined Oct 2, 2019 • Nov 14 '19 Dropdown menu Copy link Hide Hi Raphael, thanks for writing this up! I made it all the way to the end but when I click any of the links on the page the number doesn't increment and I get the following message on the server. However when I reload the page the number does appear to be incremented. web_1 | Started POST "/increment_async?post_id=3" for 172.19.0.1 at 2019-11-14 16:13:27 +0000 web_1 | Cannot render console from 172.19.0.1! Allowed networks: 127.0.0.1, ::1, 127.0.0.0/127.255.255.255 web_1 | Processing by HomeController#increment_async as HTML web_1 | Parameters: {"authenticity_token"=>"nJyVPYC66u05NEifhJpSU8j45OihvALWatPZded9kBbveo8I463AVM9+XjHiOABKtnh9FvjxAfOkcbdC1oEhiA==", "post_id"=>"3"} sidekiq_1 | 2019-11-14T16:13:27.719Z pid=1 tid=gs60ykwsh class=IncrementCountWorker jid=ff410d219f7e7968abf5a765 INFO: start sidekiq_1 | 2019-11-14T16:13:28.145Z pid=1 tid=gs60ykwsh class=IncrementCountWorker jid=ff410d219f7e7968abf5a765 elapsed=0.424 INFO: done web_1 | No template found for HomeController#increment_async, rendering head :no_content web_1 | Completed 204 No Content in 1241ms (ActiveRecord: 0.0ms) Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Nov 15 '19 • Edited on Nov 15 • Edited Dropdown menu Copy link Hide Hi Tom, Thank you for reading through the article, and providing me with this feedback. I have update the article with the answer to your question. I also included the answer below for easier reference In step 7.5, copy-paste this snippet instead. This adds the line redirect_to root_path in the controller function increment_async so it goes to the homepage once the link is pressed. class HomeController < ApplicationController def index @message = "Dynamic" @posts = Post . all end def increment_async :: IncrementCountWorker . perform_async ( params [ :post_id ]) redirect_to root_path # THIS IS THE ADDED LINE end end Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Tom Hall Tom Hall Tom Hall Follow I grew up in Ann Arbor, Michigan but have been living in Austin, Texas for the better part of the past 10 years. I work as a "DevOps Engineer" and help organize DevOpsDays Austin. Location Austin, TX Work DevOps Engineer at Silvercar Joined Oct 2, 2019 • Nov 16 '19 Dropdown menu Copy link Hide Excellent, thanks Raphael! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Trixie Nicole Organiza Trixie Nicole Organiza Trixie Nicole Organiza Follow Joined Feb 13, 2024 • Jul 11 '25 Dropdown menu Copy link Hide Great article! The article was comprehensive despite this post being posted 5 years ago. I took it as a challenge to research the updated configs in Docker and Rails. Also, I found out that you don't need to input the version on your Docker-Compose just in case anyone had some issues on it. ^^ Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand mariajosecg mariajosecg mariajosecg Follow Ruby on rails Developer Location Punto Fijo Falcon, Venezuela Work System Engineer Joined Jul 20, 2020 • Jul 20 '20 Dropdown menu Copy link Hide Hi Raphael, how you're doing? I have a problem for execute sidekiq in my app, I hope you can help me. I created a container for execute sidekiq from sidekiq-entrypoint.sh. After executing the docker-compose up rails command, I check the created containers and I get: CONTAINER ID--------- IMAGE 282afcb874ef-------------legacy_sidekiq COMMAND-------------------CREATED-----------STATUS "./sidekiq-entrypoin…"-----6 minutes ago-------Up 6 minutes PORTS--------------------------NAMES 0.0.0.0:8081->8080/tcp-----legacy_sidekiq_1 Also, I try to access the sidekiq dashboard through 0.0.0.0:8081/sidekiq or 0.0.0.0:8080/sidekiq, but I get 'Not found'. My routes: require 'sidekiq/web' mount Sidekiq::Web => '/sidekiq' If you need other data, I will be attentive. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jaye Hernandez Jaye Hernandez Jaye Hernandez Follow Full stack dev who likes to keep herself busy by building stuff on the side 🌻 Email jaye@jayehernandez.com Location Manila, PH Education BS Computer Science at UP Diliman Work Software Engineer at Rounded Joined Jun 18, 2019 • Jul 29 '19 Dropdown menu Copy link Hide Such a thorough explanation about Docker. Looking forward to the next posts in this series, particularly the automatic deploys! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Serguei Cambour Serguei Cambour Serguei Cambour Follow Ruby and Ember JS lover Joined Dec 19, 2016 • Jan 30 '20 • Edited on Jan 30 • Edited Dropdown menu Copy link Hide Raphael, what is RAILS_ENV: "docker_development" defined in the docker-compose.yml file? Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Feb 2 '20 Dropdown menu Copy link Hide Hi Serguei, I made a mistake there. You must change it to "development" for it to work. I revised my article. Thank you for the feedback :D Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Serguei Cambour Serguei Cambour Serguei Cambour Follow Ruby and Ember JS lover Joined Dec 19, 2016 • Feb 2 '20 Dropdown menu Copy link Hide Yeah, thank you, that's what I believed it to be. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Daniel Golant Daniel Golant Daniel Golant Follow Location NYC Education Purdue University Work Software Engineer Joined Dec 20, 2016 • Mar 21 '20 Dropdown menu Copy link Hide Hey man, this is great! I have been struggling to even get a task executing and this was exactly what I neded. Just one question: what is in docker_puma.rb? I have a puma.rb and I think it should be sufficient, trying to understand what we would want in a docker_puma.rb Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Mar 22 '20 Dropdown menu Copy link Hide Hi Daniel, yup there shouldn't be any difference. I just copied docker_puma.rb from puma.rb . It just lets me specify a different configuration for (a) when puma is running in my local, (b) and for when puma is running on ECS. But there shouldn't be any problem if you decide to just puma.rb for both (for now). Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Allen Chun Allen Chun Allen Chun Follow Joined Feb 19, 2020 • Feb 19 '20 Dropdown menu Copy link Hide version: '3' services: db: image: postgres volumes: - ../../tmp/db:/var/lib/postgresql/data web: build: ../../ command: bundle exec rails s -p 3000 -b '0.0.0.0' volumes: - ../../:/myapp environment: RAILS_ENV: "development" REDIS_URL: "redis://redis:6379/12" ports: - "3000:3000" depends_on: - db redis: image: redis volumes: - ../../tmp/db:/var/lib/redis/data sidekiq: build: ../../ command: 'bundle exec sidekiq' volumes: - ../../:/myapp environment: RAILS_ENV: "development" REDIS_URL: "redis://redis:6379/12" depends_on: - redis Adding sidekiq and web at docker-compose.yml will build twice when you run docker-compose build The building process is slow. Is there anything can we improve here? Like comment: Like comment: Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Feb 20 '20 Dropdown menu Copy link Hide Hi Allen, that's an interesting observation. Indeed, the build process will be slow especially on the 1st run. This is because our Dockerfile uses the base image "ruby:2.5.1-slim". This base image itself consists of many other images that include individual parts of the system (like its slim OS). Docker is smart in that it creates a "reusable layer" for each line in your Dockerfile. It is also intelligent enough to detect if you made changes in your system with respect to those commands. If no change has been made with respect to that line in your Dockerfile, it just reuses that layer as part of your image. Also, ran for the 1st time, it also runs the 2nd command in the Dockerfile: RUN apt-get update -qq && apt-get install -y build-essential libpq-dev nodejs libsqlite3-dev . This updates apt and install critical dependencies. This indeed takes awhile. In one of the demoes I did, it downloaded 250MB worth of packages from the internet. After the 1st run, all you change is your code (and maybe adding Gems in your Gemfile here and there). Your docker build will hopefully be much faster (unless you changed a big part of your app). As per Sidekiq and Web having separate images, it might be that they are just tagged under different names. You can check if their image hash (it looks like this: c12dasd21c) are the same. If they are, they are using the same image. And even if they are using different images, you can check that they use command Docker image layers via docker history <chash> and they have at least some common docker image layers. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Christopher Correale Christopher Correale Christopher Correale Follow Joined Apr 14, 2022 • Apr 14 '22 Dropdown menu Copy link Hide Hello Raphael, great tutorial thanks so much. I don't have a lot of experience with docker, Sidekiq and Redis. Following the tutorial I ran into this error (Error connecting to Redis on 127.0.0.1:6379 (Errno::ECONNREFUSED) ) when clicking the "Like" link in the Rails app. It seems that the Redis URL is incorrect, it is looking for Redis in the "web" container. Any help would be greatly appreciated!! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Henry Quinn Henry Quinn Henry Quinn Follow Senior DevOps Engineer @ TED | Board of https://NewHaven.IO | Maintainer of https://TechEnthusiastScholarship.com | https://HenryGives.Coffee Education Computer Network & Information Security @ Champlain College Pronouns He/Him Work Senior DevOps Engineer @ TED Joined Jun 24, 2019 • Jul 29 '19 Dropdown menu Copy link Hide This needs way more post reactions. Great content, my dude. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Raphael Jambalos Raphael Jambalos Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 • Jul 29 '19 Dropdown menu Copy link Hide Thank you Henry! :D Like comment: Like comment: 1 like Like Comment button Reply View full discussion (23 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 Raphael Jambalos Follow Avid Reader, Curious Learner. AWS Certified ☁️ Location Manila Education University of the Philippines Work Senior Cloud Developer at eCloudvalley Joined May 20, 2018 More from Raphael Jambalos Deep Dive on AWS CodeBuild # aws # devops # codebuild # docker Deploy Rails in Amazon ECS: Part 5 - Integrate Sidekiq and Redis for background processing # aws # ruby # devops # docker How we lost $800/mo with Amazon ECS Fargate # aws # devops # docker # ecs 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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Report Abuse Yogendra Prajapati Posted on Jan 9 How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) # webdev # beginners # tools # business If you’re reading this in 2026 and thinking, “I need to build a website, but I don’t know where to start,” you’re in the perfect place — and the perfect year. Just a few years ago, beginners had to wrestle with hosting dashboards, endless plugins, confusing editors, and layouts that broke without warning. Today, the landscape has shifted completely. More than 70% of consumers now visit a website before making a purchasing decision, and nearly half say they won’t trust a business that doesn’t have one. So when you decide to build your website, you’re not simply putting content online — you’re building the first point of trust in your business. And here’s the best part: AI tools, automated builders, and integrated platforms have reduced the learning curve dramatically. Over 60% of new websites built in the last year were created using no-code or low-code systems, meaning the era of “only developers can build websites” is far behind us. In this beginner’s guide, we will walk through the journey of building a website in 2026 — step by step, with clarity and flow — so you feel confident at every stage. And since this year is all about smarter, faster, simplified website creation, you’ll also explore how an all-in-one platform like DotcomPal can make the process even smoother. But before you start creating anything, you need to understand why building a website this year is one of the smartest businesses moves you can make. Why Building a Website in 2026 Is the Most Important Move You’ll Make? Building a website is not optional anymore — it’s the backbone of your digital identity. And in 2026, the reasons go far deeper than “you need online presence.” * Your Website Is the Only Digital Space You Truly Own * With algorithms shifting constantly across social platforms, many businesses have realized that they don’t control their visibility — unless they have a website. Over 75% of businesses that faced social-platform drops reported losing revenue until they strengthened their website presence. A website is stable, predictable, and fully under your control. Search Intent Still Lives on Websites Despite the rise of AI tools, search engines still send over 50% of their traffic to websites. Visitors want structured, trustworthy information — and they trust websites 3× more than social posts for buying decisions. * Credibility Starts with Your Website * Studies show that 72% of users judge a business’s credibility based on its website design. And if a website loads slowly or looks outdated, over 40% abandon it within seconds. Your website communicates competence long before your product does. Websites Drive Revenue More Predictably E-commerce still generates trillions globally, and service-based businesses report that their website is the #1 channel for acquiring qualified leads. Funnels, blogs, landing pages, and content hubs all begin with a solid website foundation. In brief: - Your website isn't just an online identity — it’s your authority, your credibility, your discoverability, and a key driver of your sales engine. Now, Let’s move into Step 1: clarifying your purpose. Step 1 — Before You Build Anything, Get Clear on What Your Website Should Do- Before you choose a platform or design anything, you must answer one simple but powerful question: “What do I want my website to do for my business?” Here’s a scenario: Imagine you’re building a SaaS website. If your purpose is to convert visitors into trial users, then your homepage, pricing page, and CTAs will follow a clear, focused pattern. But if you're a freelancer, your purpose might be to showcase credibility and encourage inquiry submissions. Purpose Creates Focus: - Without a defined purpose, websites become overwhelming — too many pages, unclear messaging, and scattered CTAs. That’s why businesses with a clearly defined website objective convert 2–3× more visitors on average. A few Website Purpose examples: - SaaS - Convert visitors to free trials or demos. Agency - Get prospects to book a consultation. Freelancer - Showcase portfolio and secure client inquiries. Coach/Consultant - Generate leads for sessions or programs. When your purpose is clear, your website becomes a strategic tool — not a random collection of pages. Once purpose is established, your next decision is platform selection. Step 2 — The Platform You Choose Today Shapes the Business You’ll Have Tomorrow: - In 2026, you have more choices than ever. But the right platform isn’t the trendiest one — it’s the one that aligns with your skills, speed, and goals. Let’s look at the landscape through a beginner’s eyes. * Traditional CMS (like WordPress) * Powerful but requires hosting, plugins, maintenance, security patches, and patience. These systems offer flexibility but come with hidden costs. Over 45% of website issues reported by small businesses come from plugin conflicts, outdated themes, or server problems. Drag-and-Drop Website Builders (Wix, Squarespace, Webflow) These simplify design but often fall short when businesses need funnels, automation, or deeper integrations. Many users end up stacking multiple tools, increasing both cost and complexity. AI-Powered All-in-One Platforms (DotcomPal) This is where beginners gain a major advantage. Platforms like DotcomPal make website building up to 70% faster by auto-generating layouts, content blocks, and page structures using AI. And because the website, funnels, videos, blog, popups, and analytics live inside one system, you avoid the fragmentation that causes most website issues. This is the approach I recommend for beginners — and even for pros who want speed. Now that you know what platform to choose, let’s secure your digital identity. Step 3 - Pick a Domain That Supports Your Brand: - A great domain is short, memorable, and brandable. In 2026, visitors have strong expectations around naming quality — nearly 60% say they trust shorter domains more. Even more interesting, data shows that keyword-heavy domains no longer outperform brandable ones. Search engines prioritize trust, authority, and clarity over keyword stuffing. Your domain is your brand’s home. Choose a name that feels timeless, not trendy. With your brand’s home secured, let’s discuss where your website will live — hosting. Step 4 — Hosting vs. Managed Infrastructure in 2026: - In past years, hosting was the most intimidating part of website building — servers, security certificates, downtime, complicated dashboards. But in 2026, you don’t have to worry about server administration at all. Managed Infrastructure Platforms like DotcomPal automatically handle: speed optimization global delivery through CDNs uptime monitoring security & SSL responsive performance This is why over 68% of new websites last year were launched on platforms with built-in hosting — because beginners want simplicity and reliability. Step 5 — Designing Your Website — Creating a Space Visitors Instantly Feel Connected To: - Beginners often think design is about fonts and colors. In 2026, design is about clarity, confidence, and guiding visitors toward action. Imagine a visitor landing on your homepage for the first time. Their eyes scan left to right, top to bottom, searching for: “What does this business do?” “Is this relevant to me?” “Can I trust this?” “What should I do next?” Your design must answer those questions in seconds. * What Today’s Visitors Expect * Clear value upfront and Simple navigation Human photos or real screenshots Fast loading and A strong, confident CTA Scannable sections and Consistent branding DotcomPal makes this effortless with drag-and-drop sections, global branding, and AI-assisted layout creation based on your industry. Your design should always serve your purpose — the purpose we set back in Step 1. And now that the framework looks good, it's time to build out the core pages. Step 6 — Build the Essential Pages With Conversion in Mind: - Every website needs essential pages, but what sets high-performing websites apart is how these pages guide users. Let’s break down the most important ones: * Homepage * Your homepage is your digital handshake. It should instantly communicate: Who you help What you offer Why it matters What action to take Include a strong CTA, short proof elements, and a simple explanation of your value. About Page Tell your story — people connect with people. Explain your mission, experience, and what drives your work. Services / Products Page Explain what you offer, who benefits, and how it works. Clear explanation combined with clear benefits and solid proof leads to higher conversions. Even small clarity improvements can increase engagement dramatically. Contact Page Your contact page often determines whether a lead engages further. Keep it simple, friendly, and accessible. Blog Blogs remain one of the highest ROI channels in digital marketing. Companies with blogs generate 55% more website visitors and significantly more leads. Now that your core pages are ready, let's ensure search engines and visitors trust you. Step 7 — How Google Sees Your Website in 2026 — And What Makes It Trust You: - Search engines today prioritize signals that reflect authenticity, clarity, and visitor satisfaction. What Matters Now Websites that demonstrate experience, expertise, authority, and trust consistently outperform generic or thin content. A few important insights: Websites with author bios and real examples are trusted significantly more. Pages with clear structure and detailed explanations rank higher. Fast load times reduce bounce rates by up to 45%. Websites with SSL, updated policies, and transparent contact info convert better. DotcomPal supports these requirements with built-in SEO controls, analytics, and structured layouts. And once trust is established, you're ready for the moment you've been building toward — launch. Let’s finalize the process. Step 8 — Publish & Test Your Website the Right Way: - The moment your website goes live should feel confident, not chaotic. Your launch checklist includes: Mobile preview all CTAs page speed SEO settings and links contact form domain mapping DotcomPal simplifies this by giving you a clean preview, responsive display modes, automatic SSL, and one-click publishing. A smooth launch sets the foundation for long-term success. Now let's explore why dotcompal is uniquely suited to accelerate your journey. How DotcomPal Helps You Build & Scale Effortlessly: - DotcomPal is built for entrepreneurs, SaaS founders, freelancers, agencies, and creators who want speed without sacrificing professionalism. With DotcomPal, you get: AI Website Builder Funnels and templates for every industry Landing Pages CRM Blog Popups & Bars Analytics Video hosting Domain setup For beginners, this means easy creation. For businesses, this means faster launches and less overhead. But to make this more real, let me show you two examples. Case Study 1 — SaaS Startup Launches Website in 1 Day A SaaS founder needed a website that explained the product, captured leads, and scheduled demos. Using DotcomPal: AIPal generated the homepage, Features page, and Pricing layout Designer Sections handled testimonials & FAQs The founder connected domain and added a demo-booking form The website went live the same day * RESULT: * Within three weeks, they recorded their first 40 demo bookings — without hiring developers. Case Study 2 — Freelancer Builds Portfolio Website in 3 Hours A freelance designer wanted a simple website to showcase work and attract clients. Using DotcomPal: They chose a design-focused template Uploaded portfolio images Added an About section Connected social links Used DotcomPal’s contact form to receive inquiries RESULT: They booked their first lead through the website within 24 hours. Advanced Website Building Tips for 2026 (That Beginners Always Miss): - The moment your website goes live, something interesting happens — you realize the real journey has just begun. Every beginner feels it. But the ones who grow fast understand a few simple truths early on. 1. Every page should lead visitors somewhere Your website must gently guide visitors somewhere — a page, a CTA, a next step. When people land on a page and don’t know what to do next, they leave. When the path is clear, they convert. * 2. Updating your site regularly builds trust * Updates matter, more than beginners expect. A website that never changes looks forgotten. Even small updates — a new testimonial, a refreshed section, a recent case study — signal that your business is active and trustworthy. 3. Analytics reveal what your audience truly wants Numbers aren’t numbers; they’re behavior. They show where visitors get excited, where they hesitate, and where they leave. Once you understand their journey, improving your website becomes easy. 4. Content creates momentum that compounds over time A single good blog can attract traffic for months. Consistent content builds authority, improves SEO, and creates a steady flow of new visitors who already trust you. In short, a website isn’t a finished project — it’s a living asset. The more attention you give it, the more it gives back. Conclusion: - If you’ve reached this point, you’re no longer just “learning how to build a website.” You’re ready to launch something real. In 2026, your website is more than pages and design — it’s the home of your brand, your authority, and your growth. And now you know exactly how to build one that feels professional, trustworthy, and built for results. You just need the right platform to bring it to life. DotcomPal gives you everything in one place — AI website builder, funnels, blog, videos, analytics — so you can launch fast and grow confidently. 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 Yogendra Prajapati Follow Digital marketer focused on SEO, content, and organic growth. I share practical insights from real projects and hands-on experience. A big part of my work revolves around landing pages, funnels & CRO. Location India Education B.Sc. (PCM) background and M.SC from Kota University Pronouns He/Him Work Student & Freelancer Digital Marketer, learning and applying SEO, content & tools on real projects. Joined Jan 9, 2026 More from Yogendra Prajapati Why Speed Matters: How Launching Your Business 3X Faster Accelerates Revenue Growth # tools # business # productivity 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:40 |
https://dev.to/challenges/heroku-2025-08-27#main-content | Heroku "Back to School" AI Challenge - DEV Challenge - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Challenges > Heroku "Back to School" AI Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Heroku "Back to School" AI Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Heroku "Back to School" AI Challenge View Entries Please sign in to follow this challenge Make the back-to-school transition smoother, smarter, and more successful! Challenge Status: Ended Ended Join our next Challenge UPDATE 10/9/25: Winner announcement is delayed. We are so delighted to partner with Heroku for a new DEV challenge designed exclusively for students. Running through September 28 , the Heroku "Back to School" AI Challenge is all about building intelligent AI-powered experiences that make the back-to-school transition smoother, smarter, and more successful. We have one overarching prompt with three exciting ways to win! Each winner will receive: $1,000 USD DEV++ Exclusive DEV Badge All eligible student participants will receive a completion badge. We can't wait to see what you build! Key Dates Contest start: August 27, 2025 Submissions due: September 28, 2025 Winners announced: October 09, 2025 Badge Rewards Heroku "Back to School" Challenge Completion Badge Heroku "Back to School" Challenge Winner Badge Find Out More Ask questions and share your ideas on the Heroku "Back to School" AI Challenge Launch Post. View Launch Post Sponsored by Heroku Heroku is an AI PaaS that accelerates cloud-native AI app delivery supporting a range of languages, frameworks, managed data, inference, agents, & a marketplace for easy extensibility. Heroku streamlines custom app development, deployment, and operations, enabling teams to automate workflows, reduce friction, and build AI-driven apps without the complexity. Learn About Heroku → Challenge Prompt 💡 Build an AI-Powered Back to School Experience For this challenge, your mandate is to build an AI-Powered Back to School Experience . Create a multi-agent AI application that helps with any aspect of the back-to-school experience. Your application should incorporate one or more of the following Heroku AI features : Model Context Protocol (MCP) on Heroku Heroku Managed Inference and Agents pgvector for Heroku Postgres 👉 Additionally, your submission should fall under one of these categories: Student Success : Awarded to a top submission that directly supports student learning, organization, or academic achievement. Educator Empowerment : Awarded to a top submission with tools that help teachers, professors, or administrators be more effective. Crazy Creative : Awarded to a top submission with the most creative or unexpected use of AI for back-to-school needs. Think study planning assistants, classroom optimization tools, campus navigation systems, academic collaboration platforms, or anything else that makes returning to school better. The possibilities are endless! 📋 How To Participate In order to participate, you will need to enroll in the GitHub Student Developer Pack, sign up for the Heroku for GitHub Students Offer, and be a resident from one of the countries or territories listed below. 🧑🎓 Github Student Developer Pack Enrollment Enroll in the Github Student Developer Pack (if you haven't yet) Click the Heroku offer. Sign up for a Heroku account , or log into your account if you already have one. Apply for the "Heroku for Github" student offer Once these steps have been completed, your credits will be added to your Heroku account within 1-2- hours . Additional Notes Credits will be applied toward any Heroku products, including Heroku Dynos, Heroku Postgres and Heroku Key-Value Store, except for third-party Heroku Add-ons The offer is $13/mo credit for 2 years for a total of $312 credits. Credits won't carry over month to month, so it's use it or lose it. All students are required to add a valid payment method as part of the application process to cover third party total usage that the credits don't cover. See the Heroku for GitHub Students page for more information about the program. 🚀 Submitting Your Project When you're ready to submit your project, you will need to publish a post using the submission template below. If your submission qualifies for multiple categories, just publish one post and list all the categories it qualifies for. ⚠️ Eligibility Requirements 🌐 Geographic and Student Eligibility Geographic Eligibility: This challenge is open to residents of the following countries and territories: 50 United States (including the District of Columbia), Argentina, Australia, Belgium, Canada (excluding Quebec), Croatia, Cyprus, France, Germany, Hungary, India, Ireland, Japan, Latvia, Luxembourg, Morocco, Netherlands, New Zealand, Norway, Philippines, Singapore, Spain, South Africa, Ukraine, and United Kingdom. Student Status: All participants must be currently enrolled students with active access to the GitHub Student Developer Pack. Please refer to the registration instructions above for how to get access to the GitHub Student Developer Pack. If you do not meet these eligibility criteria, we encourage you to explore our other available challenges ! Submission Template Judging Criteria: Innovation and Creativity Technical Implementation User Experience and Impact Use of Heroku AI Features Documentation Quality Helpful Links & Resources Get started with Heroku AI by exploring their comprehensive documentation and resources. Heroku Documentation Heroku AI Managed Inference and Agents Add-on Working on MCP with Heroku pgvector on Heroku Postgres We recommend using Cursor IDE for development, which offers excellent MCP support and AI-powered coding assistance. Frequently Asked Questions Participation Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you'll need to publish a separate post for each submission. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. Submission Can I update my submission after the submission due date? No, please do not update your submission during the judging period. Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it's important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else's code to give you a jumpstart to demonstrate your ideas on top of someone else's base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Heroku "Back to School" AI Challenge Rules NO PURCHASE NECESSARY. Open only to students 18+ with GitHub Student Developer Pack access. Contest entry period ends September 28, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entries must be submitted during the contest period. For Official Rules, see Heroku Back to School Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:40 |
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Right menu eDgeWrapper Technology Overview - 18/12/2025 11:57:18 am Rimpa Basak Rimpa Basak Rimpa Basak Follow Dec 18 '25 eDgeWrapper Technology Overview - 18/12/2025 11:57:18 am # tech # ai # software Comments Add Comment 5 min read The Great Tech Reshuffle: AI-Driven Layoffs and the Golden Age of Specialized Funding DataFormatHub DataFormatHub DataFormatHub Follow Dec 17 '25 The Great Tech Reshuffle: AI-Driven Layoffs and the Golden Age of Specialized Funding # news # career # technology # software Comments Add Comment 6 min read The Hidden Cost of JSON in REST APIs Rafa Calderon Rafa Calderon Rafa Calderon Follow Jan 9 The Hidden Cost of JSON in REST APIs # software # json # softwaredevelopment # grpc 20 reactions Comments Add Comment 9 min read IOSM: an Algorithmic Engineering Methodology you can automate rokoss21 rokoss21 rokoss21 Follow Dec 15 '25 IOSM: an Algorithmic Engineering Methodology you can automate # software # architecture # productivity # devops Comments Add Comment 4 min read The Building Blocks of AI Governance: Policies, Principles & People Audacia Audacia Audacia Follow Dec 15 '25 The Building Blocks of AI Governance: Policies, Principles & People # ai # software Comments Add Comment 7 min read Technical Debt Is a Myth Created By Bad Managers Adam - The Developer Adam - The Developer Adam - The Developer Follow Dec 23 '25 Technical Debt Is a Myth Created By Bad Managers # productivity # management # webdev # software 88 reactions Comments 31 comments 9 min read Bookmark - AWS Services with Key Features Data Tech Bridge Data Tech Bridge Data Tech Bridge Follow Jan 5 Bookmark - AWS Services with Key Features # aws # cloud # productivity # software Comments Add Comment 19 min read Code Revolution Hits Roads: Revolutionary Software Update Looms for Auto Indu... Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 13 '25 Code Revolution Hits Roads: Revolutionary Software Update Looms for Auto Indu... # software # automakers # have # softwaredevelopment Comments Add Comment 2 min read Understanding Cloud Computing for Beginners Online Business Online Business Online Business Follow Jan 5 Understanding Cloud Computing for Beginners # terms # cloud # technology # software 1 reaction Comments 1 comment 1 min read What Actually Determines a File's Type Kelvin Amoaba Kelvin Amoaba Kelvin Amoaba Follow Dec 13 '25 What Actually Determines a File's Type # systems # software Comments Add Comment 2 min read Yellowbrick Data - Community Edition Blog Pratik Devnani Pratik Devnani Pratik Devnani Follow Dec 12 '25 Yellowbrick Data - Community Edition Blog # database # datawarehouse # software # postgres Comments Add Comment 5 min read iPhone HTTPS Packet Capture: Process from Unable to Capture to Problem Localization (Charles/tcpdump/Wireshark/Sniffmaster) iPhoneTechie iPhoneTechie iPhoneTechie Follow Dec 11 '25 iPhone HTTPS Packet Capture: Process from Unable to Capture to Problem Localization (Charles/tcpdump/Wireshark/Sniffmaster) # dotnet # software Comments Add Comment 3 min read Implementasi Secure Programming pada Modul Reply: Analisis Komprehensif Keamanan Aplikasi Maulana Seto Maulana Seto Maulana Seto Follow Dec 11 '25 Implementasi Secure Programming pada Modul Reply: Analisis Komprehensif Keamanan Aplikasi # security # software # django # python Comments Add Comment 11 min read Secure Code from Concept to Delivery: A Must-Have in Modern Manufacturing Malik Abualzait Malik Abualzait Malik Abualzait Follow Dec 12 '25 Secure Code from Concept to Delivery: A Must-Have in Modern Manufacturing # secure # software # development # softwaredevelopment Comments Add Comment 2 min read Simplificando Inversion of Control y Dependency Injection Federico Herrera Federico Herrera Federico Herrera Follow Dec 10 '25 Simplificando Inversion of Control y Dependency Injection # beginners # java # programming # software Comments Add Comment 3 min read Guide to iOS submission requirements, review rules, developer prep, and no-Mac cross-platform steps. UIKit_Ninja UIKit_Ninja UIKit_Ninja Follow Dec 10 '25 Guide to iOS submission requirements, review rules, developer prep, and no-Mac cross-platform steps. # mobile # software Comments Add Comment 4 min read What Is MOQ (Media over QUIC) and Why It Matters Maria Artamonova Maria Artamonova Maria Artamonova Follow for Red5 Dec 11 '25 What Is MOQ (Media over QUIC) and Why It Matters # livestreaming # software # learning # beginners Comments Add Comment 7 min read 🚀 My Journey into the Engineering for Change Fellowship: Engineering for People and Planet Hargun Kaur Hargun Kaur Hargun Kaur Follow Dec 9 '25 🚀 My Journey into the Engineering for Change Fellowship: Engineering for People and Planet # software # webdev # programming # career Comments Add Comment 3 min read Deferred Execution: The Essence of LINQ in C# Dominika Sikorska Dominika Sikorska Dominika Sikorska Follow Dec 9 '25 Deferred Execution: The Essence of LINQ in C# # dotnet # csharp # performance # software Comments Add Comment 5 min read CSSDA Award for Developer Portfolio Kiarash Kiarash Kiarash Follow Dec 9 '25 CSSDA Award for Developer Portfolio # programming # portfolio # software # career Comments Add Comment 1 min read From Monolith to MicroAgents: Architecting Multi-Agent AI Systems Rootflo Engineering Rootflo Engineering Rootflo Engineering Follow Dec 9 '25 From Monolith to MicroAgents: Architecting Multi-Agent AI Systems # opensource # middleware # ai # software 5 reactions Comments Add Comment 4 min read Respecting what came before in Software Engineering Joachim Zeelmaekers Joachim Zeelmaekers Joachim Zeelmaekers Follow Dec 30 '25 Respecting what came before in Software Engineering # software # softwareengineering # softwaredevelopment # career 2 reactions Comments Add Comment 3 min read LINQ Performance Optimization: 5 Patterns Every C# Developer Should Know Dominika Sikorska Dominika Sikorska Dominika Sikorska Follow Dec 22 '25 LINQ Performance Optimization: 5 Patterns Every C# Developer Should Know # dotnet # csharp # performance # software 1 reaction Comments Add Comment 10 min read Building GenAI Where Work Actually Happens Udacity Udacity Udacity Follow Dec 9 '25 Building GenAI Where Work Actually Happens # ai # software # careerdevelopment Comments Add Comment 3 min read I built a unified API toolkit so devs can stop rewriting the same utilities — looking for feedback Mark Turner Mark Turner Mark Turner Follow Dec 11 '25 I built a unified API toolkit so devs can stop rewriting the same utilities — looking for feedback # webdev # programming # api # software Comments Add Comment 2 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/t/pnpm/page/4 | Pnpm Page 4 - 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 # pnpm Follow Hide Create Post Older #pnpm posts 1 2 3 4 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Packages, Docs and Accessibility Francesco Menghi Francesco Menghi Francesco Menghi Follow Feb 12 '22 Packages, Docs and Accessibility # monorepo # pnpm # docusaurus # a11y 6 reactions Comments Add Comment 3 min read Ng-News: Issue 22/05 Rainer Hahnekamp Rainer Hahnekamp Rainer Hahnekamp Follow Feb 7 '22 Ng-News: Issue 22/05 # angular # webdev # pnpm 3 reactions Comments Add Comment 2 min read Monorepo with Turborepo yanir manor yanir manor yanir manor Follow Dec 20 '21 Monorepo with Turborepo # monorepo # turborepo # pnpm # react 31 reactions Comments 1 comment 2 min read PNPM install smart yanir manor yanir manor yanir manor Follow Dec 14 '21 PNPM install smart # yarn # pnpm # npm # javascript 6 reactions Comments Add Comment 1 min read Transition to pnpm Francesco Menghi Francesco Menghi Francesco Menghi Follow Dec 7 '21 Transition to pnpm # pnpm # npm 10 reactions Comments 4 comments 2 min read Monorepo tooling Francesco Menghi Francesco Menghi Francesco Menghi Follow Nov 30 '21 Monorepo tooling # pnpm # npm # monorepo 3 reactions Comments Add Comment 3 min read แชร์ประสบการณ์ลอง migrate จาก pnpm ไป yarn berry กัน Woraphol Wananiyakul Woraphol Wananiyakul Woraphol Wananiyakul Follow Nov 13 '21 แชร์ประสบการณ์ลอง migrate จาก pnpm ไป yarn berry กัน # thai # pnpm # yarn # typescript 4 reactions Comments Add Comment 2 min read Why I Switched To PNPM? Harsh Rastogi Harsh Rastogi Harsh Rastogi Follow Nov 1 '21 Why I Switched To PNPM? # pnpm # javascript # node # webdev 36 reactions Comments 5 comments 3 min read Automating your package deployment in an Nx Monorepo with Changeset Jackie McDoniel Jackie McDoniel Jackie McDoniel Follow Oct 6 '21 Automating your package deployment in an Nx Monorepo with Changeset # nx # pnpm # changesets # automation 20 reactions Comments 3 comments 6 min read Goodbye Volta? Julien Cayzac Julien Cayzac Julien Cayzac Follow Aug 20 '21 Goodbye Volta? # volta # node # npm # pnpm 17 reactions Comments 5 comments 3 min read An actual complete guide to typescript monorepos Rahul Tarak Rahul Tarak Rahul Tarak Follow Jun 3 '21 An actual complete guide to typescript monorepos # typescript # monorepos # pnpm 49 reactions Comments 6 comments 10 min read In case You didn't know, you don't need to install any npm package more than once. Ahmed Magdy Ahmed Magdy Ahmed Magdy Follow Feb 2 '21 In case You didn't know, you don't need to install any npm package more than once. # npm # nodemodules # pnpm 4 reactions Comments Add Comment 1 min read `engineStrict: true` in package.json is problematic - DON'T Pacharapol Withayasakpunt Pacharapol Withayasakpunt Pacharapol Withayasakpunt Follow Dec 11 '20 `engineStrict: true` in package.json is problematic - DON'T # npm # node # javascript # pnpm 11 reactions Comments 1 comment 1 min read Save time and disk space for node projects Fernando B 🚀 Fernando B 🚀 Fernando B 🚀 Follow Jul 29 '20 Save time and disk space for node projects # npm # node # pnpm 12 reactions Comments 2 comments 2 min read pnpm v4.9 comes with command completion! Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow for pnpm Jan 31 '20 pnpm v4.9 comes with command completion! # pnpm # node # javascript 51 reactions Comments Add Comment 2 min read pnpm vs Yarn: monorepo node_modules Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow Nov 4 '18 pnpm vs Yarn: monorepo node_modules # pnpm # yarn # monorepo 20 reactions Comments Add Comment 3 min read Verdaccio and deterministic lock files Juan Picado Juan Picado Juan Picado Follow for Verdaccio Feb 8 '19 Verdaccio and deterministic lock files # javascript # npm # pnpm # node 6 reactions Comments Add Comment 5 min read pnpm vs Lerna: filtering in a multi-package repository Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow Sep 2 '18 pnpm vs Lerna: filtering in a multi-package repository # pnpm # javascript # node # multipackagerepo 53 reactions Comments 2 comments 3 min read The not fancy CLI output of pnpm Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow Aug 26 '18 The not fancy CLI output of pnpm # pnpm # javascript # node # npm 33 reactions Comments 5 comments 4 min read Flat node_modules is not the only way Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow Jun 24 '18 Flat node_modules is not the only way # pnpm # npm # javascript # node 53 reactions Comments 9 comments 3 min read Why package managers need hook systems Zoltan Kochan Zoltan Kochan Zoltan Kochan Follow Sep 2 '17 Why package managers need hook systems # node # javascript # pnpm # npm 23 reactions Comments 2 comments 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV 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 # llm Follow Hide Create Post Older #llm 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 Using Gemini to Call MCP Functions on Cline Evan Lin Evan Lin Evan Lin Follow Jan 11 Using Gemini to Call MCP Functions on Cline # gemini # mcp # llm # tutorial Comments Add Comment 6 min read Gemini: Summarize Search Results Based on Your Keywords Evan Lin Evan Lin Evan Lin Follow Jan 11 Gemini: Summarize Search Results Based on Your Keywords # gemini # google # rag # llm Comments Add Comment 4 min read Choosing the Right LLM for the Umbraco CMS Developer MCP: An Quick Cost and Performance Analysis Phil Whittaker Phil Whittaker Phil Whittaker Follow Jan 11 Choosing the Right LLM for the Umbraco CMS Developer MCP: An Quick Cost and Performance Analysis # llm # mcp # performance Comments Add Comment 6 min read [YouTube] Practical Data Considerations for Building Production-Ready LLM Applications - Summary Evan Lin Evan Lin Evan Lin Follow Jan 11 [YouTube] Practical Data Considerations for Building Production-Ready LLM Applications - Summary # data # rag # llm # ai Comments Add Comment 2 min read NV TW LLM Developer Day 2024: Conference Notes Evan Lin Evan Lin Evan Lin Follow Jan 11 NV TW LLM Developer Day 2024: Conference Notes # developer # learning # llm # ai Comments Add Comment 2 min read Google Gemma2/PaliGemma: Notes on Learning and Applications Evan Lin Evan Lin Evan Lin Follow Jan 11 Google Gemma2/PaliGemma: Notes on Learning and Applications # ai # google # llm Comments Add Comment 3 min read Notes on GPT-4V(ision): The Dawn of LMMs Evan Lin Evan Lin Evan Lin Follow Jan 11 Notes on GPT-4V(ision): The Dawn of LMMs # llm # openai # microsoft # ai Comments Add Comment 1 min read [GAI Conference] Enterprise Prompt Engineering by E.SUN Bank - Notes Evan Lin Evan Lin Evan Lin Follow Jan 11 [GAI Conference] Enterprise Prompt Engineering by E.SUN Bank - Notes # ai # learning # llm Comments Add Comment 3 min read [LangChain] Potential Issues with LangChain Embeddings Evan Lin Evan Lin Evan Lin Follow Jan 11 [LangChain] Potential Issues with LangChain Embeddings # rag # llm # python # ai Comments Add Comment 2 min read [Conference Notes] NV TW LLM Developer Day 2024 Evan Lin Evan Lin Evan Lin Follow Jan 11 [Conference Notes] NV TW LLM Developer Day 2024 # developer # llm # deeplearning # ai Comments Add Comment 2 min read Google Gemma 2 Bootcamp Resources Released Evan Lin Evan Lin Evan Lin Follow Jan 11 Google Gemma 2 Bootcamp Resources Released # google # resources # llm # ai Comments Add Comment 2 min read Gemini/Firebase: Building a Tech News LINE Bot with IFTTT and LangChain Evan Lin Evan Lin Evan Lin Follow Jan 11 Gemini/Firebase: Building a Tech News LINE Bot with IFTTT and LangChain # gemini # automation # llm # tutorial Comments Add Comment 1 min read RAG AI Manikanta Yarramsetti Manikanta Yarramsetti Manikanta Yarramsetti Follow Jan 12 RAG AI # ai # llm # rag Comments Add Comment 2 min read [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API Evan Lin Evan Lin Evan Lin Follow for Google Developer Experts Jan 11 [Gemini 3.0][Image Generation] Building a PDF Text Optimization Tool with Gemini 3.0 Pro Image API # gemini # tooling # llm # api 2 reactions Comments Add Comment 10 min read The 2M Token Trap: Why "Context Stuffing" Kills Reasoning Shinsuke Matsuda Shinsuke Matsuda Shinsuke Matsuda Follow Jan 11 The 2M Token Trap: Why "Context Stuffing" Kills Reasoning # llm # promptengineering # contextengineering 5 reactions Comments Add Comment 5 min read Open WebUI: Self-Hosted LLM Interface Rost Rost Rost Follow Jan 11 Open WebUI: Self-Hosted LLM Interface # ai # llm # ollama # docker Comments Add Comment 13 min read Is AI Quietly Killing Open Source? Mathew Dony Mathew Dony Mathew Dony Follow Jan 11 Is AI Quietly Killing Open Source? # ai # opensource # llm # tailwindcss Comments Add Comment 4 min read Kickstart OpenCode with OpenRouter Ricards Taujenis Ricards Taujenis Ricards Taujenis Follow Jan 11 Kickstart OpenCode with OpenRouter # ai # programming # automation # llm Comments Add Comment 2 min read Multi-provider LLM orchestration in production: A 2026 Guide i Ash i Ash i Ash Follow Jan 11 Multi-provider LLM orchestration in production: A 2026 Guide # architecture # ai # devops # llm Comments Add Comment 6 min read What are LLaVA and LLaVA-Interactive? Evan Lin Evan Lin Evan Lin Follow Jan 11 What are LLaVA and LLaVA-Interactive? # ai # llm # machinelearning Comments Add Comment 2 min read Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models Evan Lin Evan Lin Evan Lin Follow Jan 11 Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models # gemini # chatgpt # llm # ai Comments Add Comment 1 min read 2023: A Year in Review and Looking Ahead Evan Lin Evan Lin Evan Lin Follow Jan 11 2023: A Year in Review and Looking Ahead # devjournal # github # llm Comments Add Comment 2 min read Connecting LLMs to my debugging flow to fix a memory crash Dvir Segal Dvir Segal Dvir Segal Follow Jan 10 Connecting LLMs to my debugging flow to fix a memory crash # programming # debugging # artificialintelligen # llm Comments Add Comment 3 min read Why AI Agents Fail Tests by Being Too Smart: A Guide to Proper Evaluation Claudius Papirus Claudius Papirus Claudius Papirus Follow Jan 10 Why AI Agents Fail Tests by Being Too Smart: A Guide to Proper Evaluation # ai # machinelearning # llm # anthropic Comments Add Comment 2 min read RAG Works — Until You Hit the Long Tail Meidi Airouche Meidi Airouche Meidi Airouche Follow for Onepoint Jan 11 RAG Works — Until You Hit the Long Tail # ai # llm # rag # machinelearning Comments Add Comment 5 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — 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 # development Follow Hide Tracking and discussing physical and cognitive milestones. Create Post Older #development 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 Never Use Git Pull - The Beauty Of Rebase NEYAZ NAFIZ NEYAZ NAFIZ NEYAZ NAFIZ Follow Dec 22 '25 Never Use Git Pull - The Beauty Of Rebase # git # development # code # neyaznafiz 1 reaction Comments Add Comment 4 min read Resolving GitHub conflict: merge, rebase and fast-forward only Abdulsalam Abdulrahman (Amtech Digital) Abdulsalam Abdulrahman (Amtech Digital) Abdulsalam Abdulrahman (Amtech Digital) Follow Nov 19 '25 Resolving GitHub conflict: merge, rebase and fast-forward only # github # softwaredevelopment # development # abdulsalamamtech Comments Add Comment 3 min read AI vs Manual Website Design: Comparing Tools, Efficiency, and Pricing Henry Davids Henry Davids Henry Davids Follow Dec 22 '25 AI vs Manual Website Design: Comparing Tools, Efficiency, and Pricing # programming # api # development # design Comments Add Comment 7 min read The AI Bubble: Why I’m Getting Out Before 2026 CarGDev CarGDev CarGDev Follow Dec 22 '25 The AI Bubble: Why I’m Getting Out Before 2026 # ai # productivity # development # career 1 reaction Comments 1 comment 4 min read Some Thoughts on Pricing Mike Mike Mike Follow Nov 18 '25 Some Thoughts on Pricing # discuss # development # startup # programming Comments Add Comment 9 min read Self-Doubt as a Developer: Am I Even Doing This Right? 🤡 R Akshay R Akshay R Akshay Follow Nov 17 '25 Self-Doubt as a Developer: Am I Even Doing This Right? 🤡 # learning # development Comments Add Comment 2 min read How to Build Video Call in Flutter with ZEGOCLOUD UIKits Muhammad Arbaz Muhammad Arbaz Muhammad Arbaz Follow Dec 10 '25 How to Build Video Call in Flutter with ZEGOCLOUD UIKits # zegocloud # app # development # videocalling Comments 1 comment 5 min read How to Build an AI-Powered Writing Assistant in Angular Using Google Gemini API (Part 2) Zahra Sandra Nasaka Zahra Sandra Nasaka Zahra Sandra Nasaka Follow for Syncfusion, Inc. 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Manish Kumar Sahu Manish Kumar Sahu Manish Kumar Sahu Follow Nov 15 '25 What is Hydration in Next.js ⚠️? # nextjs # frontend # fullstack # development Comments Add Comment 2 min read Tum | Modo | Postea Sam Sam Sam Follow Dec 9 '25 Tum | Modo | Postea # webdev # development # career # laravel 1 reaction Comments Add Comment 8 min read 🔥 How to Generate a JKS Keystore Without Android Studio (Complete Guide) K-kibet K-kibet K-kibet Follow for Codespear Nov 17 '25 🔥 How to Generate a JKS Keystore Without Android Studio (Complete Guide) # android # mobile # development # java Comments Add Comment 3 min read How to Wipe Your Git History: A Complete Guide to Removing All Previous Commits K-kibet K-kibet K-kibet Follow Nov 17 '25 How to Wipe Your Git History: A Complete Guide to Removing All Previous Commits # git # github # development # cli Comments Add Comment 3 min read The 20 Most Essential Tools for Agile Software Development: Stay on Track Software Developer Software Developer Software Developer Follow Nov 29 '25 The 20 Most Essential Tools for Agile Software Development: Stay on Track # development # programming 2 reactions Comments Add Comment 7 min read 2025 Review 👀 Jean-Phi Baconnais Jean-Phi Baconnais Jean-Phi Baconnais Follow Dec 19 '25 2025 Review 👀 # development # 2025 5 reactions Comments 4 comments 8 min read Understanding Docker Networks (Easy Concept Explanation) Fahim Ahammed Firoz Fahim Ahammed Firoz Fahim Ahammed Firoz Follow Nov 16 '25 Understanding Docker Networks (Easy Concept Explanation) # docker # dockernetwork # development Comments Add Comment 2 min read Mastering Postback Tracking and S2S Conversion Tracking for Accurate Affiliate Marketing Measurement Stanislau Litvinau Stanislau Litvinau Stanislau Litvinau Follow Nov 28 '25 Mastering Postback Tracking and S2S Conversion Tracking for Accurate Affiliate Marketing Measurement # discuss # marketing # development # news Comments Add Comment 6 min read AutoML Lite: A Simple and Lightweight AutoML Tool Sherin Joseph Roy Sherin Joseph Roy Sherin Joseph Roy Follow Nov 20 '25 AutoML Lite: A Simple and Lightweight AutoML Tool # machinelearning # opensource # ai # development 1 reaction Comments Add Comment 1 min read How API-First Development is Changing Full-Stack Web Development Sain Bux Sain Bux Sain Bux Follow Nov 14 '25 How API-First Development is Changing Full-Stack Web Development # webdev # development # api # sainbux Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://dev.to/code42cate/tech-stack-lessons-from-scaling-20x-in-a-year-1ekh#main-content | Tech Stack Lessons from scaling 20x in a year - 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 Jonas Scholz Posted on Jan 9 • Originally published at sliplane.io Tech Stack Lessons from scaling 20x in a year # webdev # docker # devops # startup A year ago, I wrote about our tech stack and how it helped us run a lean cloud computing startup. Since then, we've scaled over 20x. That kind of growth is fun, but also breaks a lot of things and assumptions; and forces you to make hard choices, quickly :D Here's what changed, what stayed the same, and what we learned along the way. What Stayed the Same Some things just work. Our frontend is still Nuxt with Typescript and Tailwind ( RIP ). Our backend is still Go with Go-Gin . We still run on Hetzner bare-metal and use Firecracker for virtualization. Terraform still manages our infrastructure. Redis still handles caching. Crisp still powers customer support. AWS SES still sends our transactional emails. If it ain't broke, don't fix it. But plenty did break — or became too expensive to keep running the same way. Observability: Axiom → Parseable This was our biggest operational change. Last year I praised Axiom for logs. It was great, on the base plan. Until we scaled. As our traffic grew, so did our need for better tracing and more detailed logs. Our Axiom bill exploded past €1,000/month and kept climbing. At that point, you have to ask yourself: is this sustainable? Obviously not lol. We migrated to Parseable , self-hosted on Kubernetes with Minio for S3-compatible storage, all running on bare-metal. The product still feels early, but the team is responsive and ships fixes fast when something breaks. Big shoutout to Anant and Deba ! Would I recommend it? If you can't trade boatloads of money for time, yes. Self-hosting observability is work, but at our "scale" (we are still tiny), it's worth it. We still use Grafana for dashboards and alerts, that hasn't changed (for now, the bill is starting to hurt). Object Storage: Backblaze → IONOS/Hetzner Last year we used Backblaze for blob storage. It was cheap and reliable. The problem wasn't technical, it was purely political and a question of positioning. As we grew, so did the type of customers we attract. Enterprise customers, especially European ones, started pushing back on storing their data with US providers. GDPR compliance, data sovereignty, internal policies; the reasons varied, but the message was clear. No US providers! So our crusade to replace all US providers began with Backblaze. We moved to IONOS and Hetzner for object storage. Are they as good as Backblaze? No, not even close. But they're European, they're (barely) good enough, and they satisfy our customers' requirements. Honestly, if you're not required to use them I wouldn't. It feels like we don't really have a choice here. CDN: Cloudflare → Bunny Same story as storage. Cloudflare is an incredible product with features we'll never use. But customers asked for a European alternative. Bunny fits the bill. It's not feature-complete like Cloudflare, but it handles our CDN needs perfectly. It's fast, reasonably priced, and European. In that case this wasn't even a real tradeoff, Bunny does exactly what we need. For our super simple setup the migration took less than 2 hours. CI/CD: GitHub Actions → Namespace GitHub Actions served us well, but it's stagnated. We needed nested virtualization for testing Firecracker stuff. We needed better performance. GitHub wasn't delivering. We moved to Namespace for our runners. It's a great product — also European, which is becoming a theme here. The performance improvements alone were worth the switch. That said, we'll probably migrate to completely self-hosted runners eventually. The more we scale, the more control we want. Data Persistence: The Big One This was our most significant architectural change. Last year, I bragged about running everything in Postgres with Timescale, including hundreds of millions of analytics rows. That worked great until our database hit 2TB. At 2TB, Postgres becomes hard to manage. Stupid queries can take down prod, scaling is painful. Database pros are going to laugh about me here, 2TB is probably nothing in the grand scheme of things! I am not a postgres pro, and honestly wasn't planning on becoming one. Additionally, the cost just started to hurt. Especially considering that we want to do another 20x in 2026. So we built something simpler: hot data lives in Postgres , then gets flushed to S3 as Parquet files. For queries, we use DuckDB to read directly from S3. DuckDB is amazing . The results surprised us. P99 latency actually improved. Why? Most queries are "give me the last 5 minutes of metrics" or "show me the last 500 logs." That's all hot data sitting in Postgres. Historical queries hit S3, and DuckDB handles Parquet files like a champ. Those are, if not cached, of course slightly slower. This architecture saves money, scales better, and plays to our strengths. We understand S3. We don't understand running a 10TB Postgres cluster :D The Pattern Looking back at all these changes, there's a clear pattern: European everything. Customer pressure pushed us toward EU providers. Again, this isn't a technical decision. It's a business reality when you grow beyond startups and indie hackers. Self-host at scale. SaaS products are great until your bill crosses a threshold. Then you have to do the math on whether your time is cheaper than their prices. Simple beats clever. We didn't build a fancy distributed database. We flush data to S3 and query it with DuckDB . It's not sexy, but it works! (Actually I think the simplicity is quite sexy, but not great for resume-driven development) What's Next We'll probably self-host our CI runners soon. We're evaluating alternatives to AWS SES since, you know, European. The stack will keep evolving. That's the nature of building infrastructure at scale. But the core philosophy stays the same: keep it simple, keep it maintainable, and only add complexity when the problem forces you to. That's where we're at in 2026. Twenty times bigger, a few hard lessons learned, and a stack that's more European than ever. Cheers, Jonas Top comments (14) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 9 Dropdown menu Copy link Hide Why not have multiple Postgres databases, the hot and cold one for a start? Over time the cold database could be split up by periods. That is what you are doing with the Parquet files, not? Then the queries wil probably stay the same for the most part, there only needs to be a mechanism to connect to to the right database. If you are used to handling Postgres files, it seems more risky to convert the data from Postgres to Parquet files, and run them in a database that is less familiar than Postgres. It also introduced a risk of not fully transporting the Parquet file from S3 in case of a service outage. Wouldn't suspending one or more cold database servers have a similar cost reduction? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Thanks for the comment, not 100% sure if I understand what youre saying though - the point is also that I pay a lot for storing cold data, fast disks are expensive. S3 is cheap. The risk of not transporting doesnt really exist I think. I have good retry mechanisms for all error scenarios I could think of. Data is not deleted before I am 100% sure its stored in S3. Even partial failures are reconciled! If you suspend database servers you still pay for the disks, which isnt exactly what I'd like to do!:D Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 9 Dropdown menu Copy link Hide I assumed data was the main cost, but I wasn't sure. When I made the server suspension remark, I didn't think you needed to keep paying for the storage. But it makes sense form a hosting company standpoint. The thing I'm still wondering is why choose DuckDB over Postgres as the cold storage database? Even if you want to keep Parquet files, Postgres can import them too. I assume not all S3 data will be on the cold storage database server, that would just move the cost of the storage from one server to another. From the DuckDB documentation I get it works best with large datasets, so how is the performance for the loaded data compared with Postgres? The main goal of my comment is just trying to understand what made you pick that setup. So it is a mix of trying to gather my thoughts and having questions. Like comment: Like comment: 2 likes Like Thread Thread Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Postgres might be able to import it with an extension, but duckdb (in memory btw, no extra hosted instance), is literally made for that exact usecase. It takes a lot of work away, like caching, reading only what is really required, etc. Like comment: Like comment: 2 likes Like Thread Thread david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 10 Dropdown menu Copy link Hide duckdb (in memory btw, no extra hosted instance) So DuckDB runs on an instance with something else. Wouldn't that interfere with the capacity for the other application? From my experience memory is more expensive than storage, so that should result is a lower cost reduction I assume? Also isn't server memory capped? You can add storage, but you can't add more memory. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand shemith mohanan shemith mohanan shemith mohanan Follow AI Startup Founder | Creator of BusinessAdBooster.pro — an AI-powered marketing tool that generates human-sounding, SEO, AEO & GEO-optimized content for small businesses and digital marketers. Helping Joined Oct 8, 2025 • Jan 10 Dropdown menu Copy link Hide Great write-up. Loved the honesty around “simple beats clever” — flushing to S3 + DuckDB instead of forcing Postgres to be something it’s not is a solid call. The EU-first pressure point is also very real once enterprise customers enter the picture. Super practical lessons, not the usual resume-driven stack flex 👍 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Nice AI response Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand shemith mohanan shemith mohanan shemith mohanan Follow AI Startup Founder | Creator of BusinessAdBooster.pro — an AI-powered marketing tool that generates human-sounding, SEO, AEO & GEO-optimized content for small businesses and digital marketers. Helping Joined Oct 8, 2025 • Jan 12 Dropdown menu Copy link Hide Fair 😄 I used AI to help structure it, but the lessons are from real scaling pain. Simple beats clever for a reason. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Fady Desoky Saeed Abdelaziz Fady Desoky Saeed Abdelaziz Fady Desoky Saeed Abdelaziz Follow Fady Desoky Saeed Abdelaziz — Software Engineering undergraduate & research-oriented data analyst focused on Green Software, software energy consumption analysis, and GNSS-based urban mobility systems Email fadydesoky45@gmail.com Location Cairo, Egypt Education Sadat Academy for Management Sciences, Bachelor's in Software Engineering Work Nestlé Business Services, HR Operations - Process Optimizer Joined Dec 30, 2025 • Jan 10 Dropdown menu Copy link Hide Excellent lessons, and thanks for writing this, Jonas ! I particularly resonated with the idea that stack choices should help scale people, not just traffic. In my experience, prioritizing team readability and cognitive load has prevented far more headaches than focusing solely on performance metrics . If scaling 20× revealed anything, it’s that people and processes matter just as much as technology. Do you have any go-to practices for evaluating team cognitive load when choosing new tools? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Nice AI response Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shayan Shayan Shayan Follow Building UserJot in Public Location Maryland, United States Joined Jan 14, 2025 • Jan 9 Dropdown menu Copy link Hide Very nice. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Indeed sir. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand atakanozt atakanozt atakanozt Follow MSc Computer Science student at KIT, specializing in backend development, multi-agent systems, and human-centered machine intelligence. Location Karlsruhe, Germany Education MSc CS @KIT Pronouns he/him Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide Nice work! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Thanks! Like comment: Like comment: 1 like Like Comment button Reply View full discussion (14 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 Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 More from Jonas Scholz free yourself of overpriced docusign and self-host DocuSeal instead 🦭🦭🦭 # docker # selfhosted # tutorial # opensource How to Deploy NiceGUI Apps with Docker on Sliplane # docker # devops # webdev # python LLMs are the End of Serverless # ai # productivity # docker # startup 💎 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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Report Abuse SWAPNIL AHMMED SHISHIR Posted on Jul 24, 2025 🚀 Say Goodbye to the Hassle – Add Signatures or Stamps to Images and Documents in Just One Click! # react # webdev # javascript # programming There are many times when we need to add a seal or signature to an image or document — ✍️ But doing that without Photoshop or other complex software is difficult! Now, the solution is right at your fingertips. 🔧 The Problem Many of us work in fields where: 📄 We need to place a signature or official seal on documents 📷 Or digitally verify an image or file These tasks often take time, and it's hard to find the right tools quickly. ✅ The Solution I’ve developed a smart web tool – 👉 documentstamping.vercel.app With this, you can easily: 🔹 Upload your document or image 🔹 Add a separate signature or seal image 🔹 Drag and drop to position it exactly where you want 🔹 And generate a ready-to-use final image with just one click ✅ 🎯 Mission & Future Plan: This tool is still in its development stage. With your valuable feedback, I plan to roll out new features very soon, InshaAllah: 🔜 PDF file support 🔜 Free & Paid versions 🔜 Built-in payment system 🔜 Mobile-friendly interface 🔜 Cloud saving feature ... and much more! 🌟 The Vision — To become a reliable, lightweight, and efficient solution for those who work remotely or digitally. 📬 Your feedback means a lot! Please check it out 👉 🔗 documentstamping.vercel.app NB: Currently not supported on mobile devices. 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 SWAPNIL AHMMED SHISHIR Follow Full-Stack Web Developer | JavaScript & React.js Specialist | NEXT.JS, Node.js, Express.js, MongoDB, MySQL | Helping Startups Build Fast & Scalable Web Apps | 3+ Years Experience Location Dhaka , Bangladesh Pronouns Swapnil Joined Feb 20, 2025 More from SWAPNIL AHMMED SHISHIR Best Seo Practice in the React.js project # javascript # react # webdev My Frist portfolio # portfolio # career # react # javascript 🚀 Say Goodbye to the Hassle – Add Signatures or Stamps to Images and Documents in Just One Click! # webdev # programming # digitalstamping # signaturetool 💎 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://open.forem.com/yogendra_prajapati_cd07ac | Yogendra Prajapati - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Open Forem Close Follow User actions Yogendra Prajapati Digital marketer focused on SEO, content, and organic growth. I share practical insights from real projects and hands-on experience. A big part of my work revolves around landing pages, funnels & CRO. Location India Joined Joined on Jan 9, 2026 Education B.Sc. (PCM) background and M.SC from Kota University Pronouns He/Him Work Student & Freelancer Digital Marketer, learning and applying SEO, content & tools on real projects. More info about @yogendra_prajapati_cd07ac Badges Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Skills/Languages SEO basics (keyword research, on-page SEO), content writing & blogging, WordPress, website, Funnel, landing Page, CRO & marketing tools. Currently learning I’ve learned WordPress and basic web tools, and right now I’m exploring all-in-one platforms like DotcomPal to build pages, funnels, and marketing systems for real-world work and experiments. Currently hacking on Working on personal learning projects around SEO, content, and digital marketing, while experimenting with tools like DotcomPal to understand funnels, pages, and real-world marketing workflows. Available for Open to learning, discussions, and real collaborations with students, beginners, marketers, SaaS teams, e-commerce brands, coaches, agencies, startups, small businesses, and freelancers. Post 2 posts published Comment 0 comments written Tag 0 tags followed Why Speed Matters: How Launching Your Business 3X Faster Accelerates Revenue Growth Yogendra Prajapati Yogendra Prajapati Yogendra Prajapati Follow Jan 12 Why Speed Matters: How Launching Your Business 3X Faster Accelerates Revenue Growth # tools # business # productivity Comments Add Comment 9 min read How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) Yogendra Prajapati Yogendra Prajapati Yogendra Prajapati Follow Jan 9 How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) # webdev # beginners # tools # business 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 Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Open Forem © 2016 - 2026. Where all the other conversations belong Log in Create account | 2026-01-13T08:49:40 |
https://docs.suprsend.com/docs/python-send-event-data | Send and Track Events - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Send and Track Events Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Send and Track Events OpenAI Open in ChatGPT Learn how to send events to trigger workflows, with code snippets and examples. OpenAI Open in ChatGPT Pre-Requisites Create User Profile Send Event You can send event to Suprsend platform by using the supr_client.track_event method. When you call supr_client.track_event , the SDK internally makes an HTTP call to SuprSend Platform to register this request, and you’ll immediately receive a response indicating the acceptance status. The actual processing/execution of event happens asynchronously. Request Sample Response Copy Ask AI from suprsend import Suprsend from suprsend import Event supr_client = suprsend.Suprsend( "workspace_key" , "workspace_secret" ) distinct_id = "distinct_id" # Mandatory, Unique id of user in your application event_name = "event_name" # Mandatory, name of the event you're tracking brand_id = "brand_id" # Mandatory, name of the event you're tracking # Properties: Optional, default=None, a dict representing event-attributes properties = { "key1" : "value1" , "key2" : "value2" } event = Event( distinct_id = distinct_id, event_name = event_name, properties = properties, idempotency_key = "__uniq_request_id__" , brand_id = "default" ) # Track event response = supr_client.track_event(event) print (response) Parameter Description Format Obligation distinct_id distinct_id of user performing the event int, bigint, string, UUID mandatory event_name string identifier for the event like product_purchased string mandatory properties a dictionary representing event attributes like first_name Event properties can be used to pass template variables in case of event based trigger Dictionary optional Event naming guidelines: Event Name or Property Name should not start with or , as we have reserved these symbols for our internal events and property names. Idempotent requests SuprSend supports idempotency to ensure that requests can be retried safely without duplicate processing. If Suprsend receives and processes a request with an idempotency_key, it will skip processing requests with same idempotency_key for next 24 hours. You can use this key to track webhooks related to workflow notifications. Idempotency key should be unique that you generate for each request. You may use any string up to 255 characters in length. Any space at start and end of the key will be trimmed. Here are some common approaches for assigning idempotency keys: Generate a random UUID for each request. Construct the idempotency key by combining relevant information about the request . This can include parameters, identifiers, or specific contextual details that are meaningful within your application. e.g., you could concatenate the user ID, action, and timestamp to form an idempotency key like user147-new-comment-1687437670 Request-specific Identifier : If your request already contains a unique identifier, such as an order ID or a job ID, you can use that identifier directly as the idempotency key. Add file attachment in event (for email) To add one or more Attachments to a Notification (viz. Email), you can just append the filepath of attachment to the event instance. Call event.add_attachment() for each file with an accessible URL. Ensure that file_path is a publicly accessible URL. Since event API size can’t be > 100 KB, local file paths can’t be passed in event attachment. Request Response Copy Ask AI from suprsend import Event distinct_id = "0fxxx8f74-xxxx-41c5-8752-xxxcb6911fb08" event_name = "invoice_generated" properties = { ... } event = Event( distinct_id = distinct_id, event_name = event_name, properties = properties) # this snippet can be used to add attachment to event file_path = "https://www.adobe.com/sample_file.pdf" event.add_attachment(file_path) response = supr_client.track_event(event) print (response) Please add public accessible URL only as attachment file otherwise it will throw an error 404 not found and workflow will not be triggered Bulk Event trigger You can use Bulk API to send multiple events. Use .append() on bulk_events instance to add however-many-records to call in bulk. Request With Email attachment Response Copy Ask AI from suprsend import Event bulk_ins = supr_client.bulk_events.new_instance() # Example e1 = Event( "distinct_id1" , "event_name1" , { "k1" : "v1" }) # Event 1 e2 = Event( "distinct_id2" , "event_name2" , { "k2" : "v2" }) # Event 2 # --- use .append on bulk instance to add one or more records bulk_ins.append(e1) bulk_ins.append(e2) # OR bulk_ins.append(e1, e2) # ------- response = bulk_ins.trigger() print (response) Bulk API is supported in SuprSend python-sdk version 0.2.0 and above. If you are using an older version, please upgrade to the latest SDK version. Was this page helpful? Yes No Suggest edits Raise issue Previous Trigger Workflow from API Learn how to trigger workflows using direct workflow API, with code snippets and examples. Next ⌘ I x github linkedin youtube Powered by On this page Pre-Requisites Send Event Idempotent requests Add file attachment in event (for email) Bulk Event trigger | 2026-01-13T08:49:40 |
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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 # llm Follow Hide Create Post Older #llm 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 RAG Works — Until You Hit the Long Tail Meidi Airouche Meidi Airouche Meidi Airouche Follow for Onepoint Jan 11 RAG Works — Until You Hit the Long Tail # ai # llm # rag # machinelearning Comments Add Comment 5 min read 3 Prompt Engineering Techniques That Unlock Better AI Reasoning Hamza Khan Hamza Khan Hamza Khan Follow Jan 11 3 Prompt Engineering Techniques That Unlock Better AI Reasoning # promptengineering # agents # llm # chatgpt 1 reaction Comments Add Comment 5 min read Snowflake Cortex: The AI Layer Your Data Team Actually Needs Vinicius Fagundes Vinicius Fagundes Vinicius Fagundes Follow Jan 10 Snowflake Cortex: The AI Layer Your Data Team Actually Needs # snowflake # database # ai # llm Comments Add Comment 8 min read PiGym – Pi digits memorization game Eoic Eoic Eoic Follow Jan 10 PiGym – Pi digits memorization game # showdev # gamedev # llm # discuss Comments Add Comment 1 min read vLLM Quickstart: High-Performance LLM Serving Rost Rost Rost Follow Jan 10 vLLM Quickstart: High-Performance LLM Serving # llm # ai # python # docker Comments Add Comment 18 min read I built an autonomous Robot Diary with "Boredom Scores" and a sense of time 🤖📖 Joseph Henzi Joseph Henzi Joseph Henzi Follow Jan 10 I built an autonomous Robot Diary with "Boredom Scores" and a sense of time 🤖📖 # mcp # llm # hugo # agents Comments Add Comment 2 min read Antigravity反向代理指南 Yawata Yahaha Yawata Yahaha Yawata Yahaha Follow Jan 12 Antigravity反向代理指南 # api # llm # networking # tutorial Comments Add Comment 18 min read Model Context Protocol (MCP) — Integrating AI LLMs with Modern DevOps Systems CodeFalconX CodeFalconX CodeFalconX Follow Jan 9 Model Context Protocol (MCP) — Integrating AI LLMs with Modern DevOps Systems # programming # mcp # llm # devops Comments Add Comment 3 min read P2 - AgentEvolver 的self-question 部分代码精读 Zhaopeng Xuan Zhaopeng Xuan Zhaopeng Xuan Follow Jan 9 P2 - AgentEvolver 的self-question 部分代码精读 # agents # ai # llm # testing Comments Add Comment 1 min read The Tiny Sliders That Power AI (and Why There Are Trillions of Them) Rod Schneider Rod Schneider Rod Schneider Follow Jan 9 The Tiny Sliders That Power AI (and Why There Are Trillions of Them) # llm # ai # chatgpt Comments Add Comment 6 min read How to Deploy Alpaca’s MCP Server Remotely On Claude Mobile App Alpaca Alpaca Alpaca Follow Jan 9 How to Deploy Alpaca’s MCP Server Remotely On Claude Mobile App # api # automation # llm # tutorial Comments Add Comment 8 min read How do you build serious features using only VS Code’s public APIs? GetPochi GetPochi GetPochi Follow Jan 9 How do you build serious features using only VS Code’s public APIs? # vscode # programming # llm # ai Comments Add Comment 5 min read I Built 86 AI Applications in One Year. Here's My Brutal Self-Audit. prudhvi krovvidi prudhvi krovvidi prudhvi krovvidi Follow Jan 9 I Built 86 AI Applications in One Year. Here's My Brutal Self-Audit. # ai # llm # codereview # webdev 1 reaction Comments Add Comment 9 min read How a Developer Built Eternal Contextual RAG and Achieved 85% Accuracy (from 60%) Thinker Thinker Thinker Follow Jan 9 How a Developer Built Eternal Contextual RAG and Achieved 85% Accuracy (from 60%) # ai # architecture # llm # rag Comments Add Comment 5 min read Por Qué Small Language Models (Phi-3) Están Matando el Mito "Bigger is Better" Abdessamad Ammi Abdessamad Ammi Abdessamad Ammi Follow Jan 9 Por Qué Small Language Models (Phi-3) Están Matando el Mito "Bigger is Better" # ai # llm # edgecomputing Comments Add Comment 4 min read DGX Spark AU Pricing: $6,249-$7,999 at Major Retailers Rost Rost Rost Follow Jan 9 DGX Spark AU Pricing: $6,249-$7,999 at Major Retailers # selfhosting # llm # ai # aicoding Comments Add Comment 3 min read Stop Dumping Junk into Your Context Window: The Case for Multidimensional Knowledge Graphs Imran Siddique Imran Siddique Imran Siddique Follow Jan 9 Stop Dumping Junk into Your Context Window: The Case for Multidimensional Knowledge Graphs # architecture # llm # rag Comments Add Comment 4 min read 3 LLM Underdogs of 2025 Zachary Loeber Zachary Loeber Zachary Loeber Follow Jan 8 3 LLM Underdogs of 2025 # ai # agents # llm Comments Add Comment 8 min read RAG without the cloud: .NET + Semantic Kernel + Ollama on your laptop Frank Noorloos Frank Noorloos Frank Noorloos Follow Jan 9 RAG without the cloud: .NET + Semantic Kernel + Ollama on your laptop # ai # programming # dotnet # llm 3 reactions Comments Add Comment 8 min read How do you build serious features using only VS Code’s public APIs? GetPochi GetPochi GetPochi Follow Jan 8 How do you build serious features using only VS Code’s public APIs? # vscode # programming # llm # ai Comments Add Comment 5 min read Stop Drowning Your LLMs: The Case for the Multidimensional Knowledge Graph Imran Siddique Imran Siddique Imran Siddique Follow Jan 8 Stop Drowning Your LLMs: The Case for the Multidimensional Knowledge Graph # ai # architecture # llm # rag Comments Add Comment 4 min read Simple RAG vs Agentic RAG: What Problem Are You Actually Solving? Parth Sarthi Sharma Parth Sarthi Sharma Parth Sarthi Sharma Follow Jan 8 Simple RAG vs Agentic RAG: What Problem Are You Actually Solving? # ai # rag # llm # softwareengineering Comments Add Comment 2 min read When a refactor bot renames things unevenly: inconsistent variable naming across files Gabriel Gabriel Gabriel Follow Jan 8 When a refactor bot renames things unevenly: inconsistent variable naming across files # codequality # llm # tooling # typescript Comments Add Comment 3 min read I thought plugging in LangSmith would solve agentic AI monitoring Benedict L Benedict L Benedict L Follow Jan 6 I thought plugging in LangSmith would solve agentic AI monitoring # agents # architecture # llm # monitoring Comments Add Comment 2 min read Inside Claude's Sandbox: What Happens When Claude.ai Creates a File Henry Bonson Henry Bonson Henry Bonson Follow Jan 7 Inside Claude's Sandbox: What Happens When Claude.ai Creates a File # ai # claude # llm # agents Comments Add Comment 7 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://linear.app | Linear – Plan and build products Skip to content → Product Product Resources Resources Pricing Customers Now Contact Docs Open app Log in Sign up Linear is a purpose-built tool for planning and building products Linear is a purpose-built tool for planning and building products Plan and build your product Plan and build your product Meet the system for modern software development. Streamline issues, projects, and product roadmaps. Linear is a purpose-built tool for modern product development. Streamline issues, projects, and product roadmaps. Start building Start building New: Linear agent for Slack Start building New: Linear agent for Slack Powering the world’s best product teams. From next-gen startups to established enterprises. Powering the world’s best product teams. From next-gen startups to established enterprises. Meet our customers Made for modern product teams Linear is shaped by the practices and principles that distinguish world-class product teams from the rest: relentless focus, fast execution, and a commitment to the quality of craft. Make the switch Purpose-built for product development Designed to move fast Crafted to perfection Artificial intelligence AI-assisted product development Linear for Agents. Choose from a variety of AI agents and start delegating work, from code generation to other technical tasks. Learn more Cursor Agent Cursor Agent GitHub Copilot Agent Sentry Agent Leela Codex Agent Conor Self-driving product operations Streamline your product development workflows with AI assistance for routine, manual tasks. Triage Intelligence Suggestions nan Mobile App Refactor Slack Duplicate of ENG-1419 Loading spinner keeps running on startup Related to ENG-1820 Mobile app takes a long time to open nan Why this assignee was suggested This person was the assignee on previous issues related to performance problems in the mobile app launch flow Alternatives yann erin Mobile App Refactor Optimize mobile app performance In Progress Medium Why this project was suggested The current issue seems to be a mobile app related bug that would fit well within the scope of this project. Issue Type Bug Why this label was suggested This appears to be a bug in the mobile app A similar issue ENG-2029 iOS app keeps freezing is also labeled as Bug Accept suggestion Linear MCP Connect Linear to your favorite tools including Cursor, Claude, ChatGPT, and more. Project and long-term planning Set the product direction Align your team around a unified product timeline. Plan, manage, and track all product initiatives with Linear’s visual planning tools. Manage projects end-to-end Consolidate specs, milestones, tasks, and other documentation in one centralized location. Project Overview Properties In Progress ENG Resources Exploration User interviews Milestones Design Review 100% Internal Alpha 100% of 10 GA 25% of 53 Project updates Communicate progress and project health with built-in project updates. Off track Unexpected roadblocks forced us to take a different… Oct 27 At risk Progress slowed down last week because… Oct 27 On track We are ready to launch next Thursday Sep 8 Ideate and specify what to build next Collaborative documents Inline comments Text-to-issue commands Collaborate on zoe ideas Write down product ideas and work together on feature specs in realtime, multiplayer project quinn documents. Add ** style ** and ## structure with rich-text formatting options. Initiatives Coordinate strategic product efforts. Cross-team projects Collaborate across teams and departments. Milestones Break projects down into concrete phases. Progress insights Track scope, velocity, and progress over time. Task tracking and sprint planning Issue tracking you’ll enjoy using Optimized for speed and efficiency. Create tasks in seconds, discuss issues in context, and breeze through your work in views tailored to you and your team. Build momentum with Cycles Create healthy routines and focus your team on what work should happen next. Cycle 55 Scope Started Completed Manage incoming work with Triage Review and assign incoming bug reports, feature requests, and other unplanned work. Triage Users report unexpected rate limiting tom RangeError: Index 0 out of range romain Pressing "Enter" quickly when logging in via email generates multiple emails tuomas Accept Mark as duplicate Decline Linear Insights Take the guesswork out of product planning with realtime analytics and reporting dashboards. Learn more Tailored workflows Track progress across custom issue flows for your team. Custom views Switch between list and board. Group issues with swimlanes. Filters Refine issue lists down to what’s most relevant to you. SLAs Automatically apply deadlines to time-sensitive tasks. Workflows and integrations Collaborate across tools and teams Expand the capabilities of the Linear system with a wide variety of integrations that keep everyone in your organization aligned and focused. Customer Requests Build what customers actually want Powerful git workflows Automate pull requests and commit workflows Linear Mobile Move product work forward from anywhere Linear Asks Turn workplace requests into actionable issues Linear integrations 100+ ways to enhance your Linear experience Figma integration Bridge the gap between engineering and design Built for developers Build your own add-ons with the Linear API Under the hood Built on strong foundations Linear is so simple to use, it’s easy to overlook the wealth of complex technologies packed under the hood that keep Linear robust, safe, and blazing fast. Linear Sync Engine Built with a high-performance architecture and an obsessive focus on speed. Enterprise-ready security Best-in-class security practices keep your work safe and secure at every layer. Engineered for scale Built for teams of all sizes. From early-stage startups to global enterprises. 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https://www.fine.dev/blog/about-devcontainers#2-optimize-dockerfile-for-performance | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. 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https://vibe.forem.com/emilus1 | Emil Hacklin - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close Follow User actions Emil Hacklin 404 bio not found Joined Joined on Jan 4, 2026 More info about @emilus1 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 Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! Emil Hacklin Emil Hacklin Emil Hacklin Follow Jan 4 Help Us Understand How LLM Hallucinations Impact Their Use in Software Development! # discuss # ai # chatgpt Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Vibe Coding Forem © 2025 - 2026. Where anyone can code, with a bit of creativity and some AI help. Log in Create account | 2026-01-13T08:49:40 |
https://magic.dev/blog/100m-token-context-windows | 100M Token Context Windows — Magic Magic Blog Careers Safety Magic Blog 100M Token Context Windows Research update on ultra-long context models, our partnership with Google Cloud, and new funding. Magic Team , on August 29, 2024 There are currently two ways for AI models to learn things: training, and in-context during inference. Until now, training has dominated, because contexts are relatively short. But ultra-long context could change that. Instead of relying on fuzzy memorization, our LTM (Long-Term Memory) models are trained to reason on up to 100M tokens of context given to them during inference. While the commercial applications of these ultra-long context models are plenty, at Magic we are focused on the domain of software development. It’s easy to imagine how much better code synthesis would be if models had all of your code, documentation, and libraries in context, including those not on the public internet. Evaluating Context Windows Current long context evals aren’t great. The popular Needle In A Haystack eval places a random fact (‘the needle’) in the middle of the long context window (‘haystack’), and asks the model to retrieve the fact. Needle In A Haystack However, “Arun and Max having coffee at Blue Bottle” stands out in a fiction novel about whales. By learning to recognize the unusual nature of the “needle”, the model can ignore otherwise relevant information in the “haystack”, reducing the required storage capacity to less than it would be on real tasks. It also only requires attending to a tiny, semantically recognizable part of the context, allowing even methods like RAG to appear successful. Mamba ’s (Section 4.1.2) and H3 ’s (Appendix E.1) induction head benchmark makes this even easier. They use (and train with) a special token to explicitly signal the start of the needle, weakening the storage and retrieval difficulty of the eval to O(1). This is like knowing which question will come up in an exam before you start studying. These subtle flaws weaken current long context evals in ways that allow traditional Recurrent Neural Networks (RNNs) and State Space Models (SSMs) to score well despite their fundamentally limiting, small O(1)-sized state vector. To eliminate these implicit and explicit semantic hints, we’ve designed HashHop . Hashes are random and thus incompressible, requiring the model to be able to store and retrieve from the maximum possible information content for a given context size at all times. Concretely, we prompt a model trained on hashes with hash pairs: … jJWlupoT → KmsFrnRa vRLWdcwV → sVLdzfJu YOJVrdjK → WKPUyWON OepweRIW → JeIrWpvs JeqPlFgA → YirRppTA … Then, we ask it to complete the value of a randomly selected hash pair: Completion YOJVrdjK → WKPUyWON This measures the emergence of single-step induction heads , but practical applications often require multiple hops. Picture variable assignments or library imports in your codebase. To incorporate this, we ask the model to complete a chain of hashes instead (as recently proposed by RULER ): Hash 1 → Hash 2 Hash 2 → Hash 3 Hash 3 → Hash 4 Hash 4 → Hash 5 Hash 5 → Hash 6 Completion Hash 1 → Hash 2 Hash 3 Hash 4 Hash 5 Hash 6 For order- and position-invariance , we shuffle the hash pairs in the prompt: … Hash 72 → Hash 81 Hash 4 → Hash 5 Hash 1 → Hash 2 Hash 17 → Hash 62 Hash 2 → Hash 3 Hash 52 → Hash 99 Hash 34 → Hash 12 Hash 3 → Hash 4 Hash 71 → Hash 19 Hash 5 → Hash 6 … Completion Hash 1 → Hash 2 Hash 3 Hash 4 Hash 5 Hash 6 Writing out all intermediate hashes is similar to how chain of thought allows models to spread out reasoning over time. We also propose a more challenging variant where the model skips steps, e.g. going directly from Hash 1 to Hash 6: Completion Hash 1 → Hash 6 This requires the model architecture to be able to attend and jump across multiple points of the entire context in latent space in one go. In addition to evaluating models on code and language, we found training small models on hashes and measuring performance on these toy tasks to be a useful tool for our architecture research. If you would like to use HashHop, you can find it on GitHub . Magic’s progress on ultra long context We have recently trained our first 100M token context model: LTM-2-mini. 100M tokens equals ~10 million lines of code or ~750 novels. For each decoded token, LTM-2-mini’s sequence-dimension algorithm is roughly 1000x cheaper than the attention mechanism in Llama 3.1 405B 1 for a 100M token context window. The contrast in memory requirements is even larger – running Llama 3.1 405B with a 100M token context requires 638 H100s per user just to store a single 100M token KV cache. 2 In contrast, LTM requires a small fraction of a single H100’s HBM per user for the same context. Trained on hashes with chain of thought, the LTM architecture gets the following results: Loading graph data... With our choice of hyperparameters for this particular model, we see worsening performance when trying 3 or more hops without chain of thought, but for 2 hops at once (Hash 1 → Hash 3), without chain of thought, we see strong results, indicating the model is able to build more complex circuits than single induction heads: Loading graph data... We also trained a prototype model on text-to-diff data with our ultra-long context mechanism. It’s several orders of magnitude smaller than frontier models, so we would be the first to admit that its code synthesis abilities were not good enough yet, but it produced the occasional reasonable output: In-context GUI framework Our model successfully created a calculator using a custom in-context GUI framework, showcasing its capability for real-time learning. Although generating a calculator is a simple task for state-of-the-art models when using well-known frameworks like React, the use of a custom in-context framework is more challenging. The model is prompted with just the codebase and the chat (no open files, edit history, or other indicators). Simple UI change Our model was able to implement a password strength meter for the open source repo Documenso without human intervention. The issue description is more specific than we would expect it to be in a real-world scenario and the feature is common among many web applications. Still, a model several orders of magnitude smaller than today’s frontier models was able to edit a complex codebase unassisted. We are now training a large LTM-2 model on our new supercomputer. Partnership with Google Cloud to build NVIDIA GB200 NVL72 cluster Magic partners with Google Cloud We are building our next two supercomputers on Google Cloud: Magic-G4, powered by NVIDIA H100 Tensor Core GPUs, and Magic-G5, powered by NVIDIA GB200 NVL72, with the ability to scale to tens of thousands of Blackwell GPUs over time. “We are excited to partner with Google and NVIDIA to build our next-gen AI supercomputer on Google Cloud. NVIDIA’s GB200 NLV72 system will greatly improve inference and training efficiency for our models, and Google Cloud offers us the fastest timeline to scale, and a rich ecosystem of cloud services.” – Eric Steinberger, CEO & Co-founder at Magic “Google Cloud’s end-to-end AI platform provides high-growth, fast-moving companies like Magic with complete hardware and software capabilities for building AI models and applications at scale. Through this partnership, Magic will utilize Google Cloud’s AI Platform services including a variety of leading NVIDIA chips and AI tooling from Vertex AI to build and train its next generation of models and to bring products to market more quickly.” – Amin Vahdat, VP and GM of ML, Services, and Cloud AI at Google Cloud “The current and future impact of AI is fueled to a great extent by the development of increasingly capable large language models. Powered by one of the largest installations of the NVIDIA GB200 NVL72 rack-scale design to date, the Magic-G5 supercomputer on Google Cloud will provide Magic with the compute resources needed to train, deploy and scale large language models – and push the boundaries of what AI can achieve.” – Ian Buck, Vice President of Hyperscale and HPC at NVIDIA New funding We’ve raised a total of $515M, including a recent investment of $320 million from new investors Eric Schmidt, Jane Street, Sequoia, Atlassian, among others, and existing investors Nat Friedman & Daniel Gross, Elad Gil, and CapitalG. Join us Pre-training only goes so far; we believe inference-time compute is the next frontier in AI. Imagine if you could spend $100 and 10 minutes on an issue and reliably get a great pull request for an entire feature. That’s our goal. To train and serve 100M token context models, we needed to write an entire training and inference stack from scratch (no torch autograd, lots of custom CUDA) and run experiment after experiment on how to stably train our models. Inference-time compute is an equally challenging project. We are 23 people (+ 8000 H100s) and are hiring more Engineers and Researchers to accelerate our work and deploy upcoming models. Over time, we will scale up to tens of thousands of GB200s. We are hiring Supercomputing and Systems Engineers to work alongside Ben Chess (former OpenAI Supercomputing Lead). Sufficiently advanced AI should be treated with the same sensitivity as the nuclear industry. In addition to our commitments to standard safety testing , we want Magic to be great at cybersecurity and push for higher regulatory standards. We are hiring for a Head of Security to lead this effort. Research Engineer SF / New York / Seattle Distributed Systems Engineer SF Distributed Systems Engineer: Secure Sandboxes SF / New York / Remote / Seattle Kernel Engineer SF Recruiting Operations SF Security Engineer SF Software Engineer - Post-training Data SF / New York / Seattle Software Engineer - Product SF Software Engineer - Supercomputing Platform & Infrastructure SF / New York / Seattle <insert-job-you-excel-at/> SF Footnotes The FLOPs cost of Llama 405B’s attention mechanism is n_layers * n_heads * d_head * n_ctx * 2 per output token. At 100M context, our mechanism is roughly 1000 times cheaper for LTM-2-Mini. For our largest LTM-2 model, context will be roughly twice as expensive as for LTM-2-mini, so still 500x cheaper than Llama 405B. This comparison focuses on Llama’s attention mechanism and our LTM mechanism’s FLOPs and memory bandwidth load. Costs from other parts of the model, such as Llama’s MLP, that have constant cost with respect to context size for each decoded token are not considered. ↩ 126 layers * 8 GQA groups * 128 d_head * 2 bytes * 2 (for k & v) * 100 million = 51TB. An H100 has 80GB of memory. 51TB / 80GB = 637.5 H100s. ↩ Follow Magic on Vulnerability Disclosure AGI Readiness Policy Magic AI, Inc. Copyright © 2026 All rights reserved. | 2026-01-13T08:49:41 |
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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 # llm Follow Hide Create Post Older #llm 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 DevRel na prática: meu artigo acadêmico ainda faz sentido em 2026? Awdren Fontão Awdren Fontão Awdren Fontão Follow Jan 7 DevRel na prática: meu artigo acadêmico ainda faz sentido em 2026? # discuss # community # llm # softwareengineering Comments Add Comment 3 min read When code suggestions keep using deprecated Pandas APIs: a practical postmortem Gabriel Gabriel Gabriel Follow Jan 7 When code suggestions keep using deprecated Pandas APIs: a practical postmortem # codequality # datascience # llm # python Comments Add Comment 3 min read Building AI-Powered Apps with Spring AI and Spring Boot Goutham Rayaprolu Goutham Rayaprolu Goutham Rayaprolu Follow Jan 8 Building AI-Powered Apps with Spring AI and Spring Boot # ai # llm # rag # java Comments Add Comment 2 min read When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests James M James M James M Follow Jan 6 When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests # ai # codequality # llm # testing Comments Add Comment 3 min read Transforming Customer Queries into Conversions with LLM-Powered Search SciForce SciForce SciForce Follow Jan 7 Transforming Customer Queries into Conversions with LLM-Powered Search # ai # llm # ux Comments Add Comment 9 min read When an AI Recommends Deprecated Pandas APIs — a postmortem Mark k Mark k Mark k Follow Jan 7 When an AI Recommends Deprecated Pandas APIs — a postmortem # codequality # datascience # llm # python Comments Add Comment 3 min read Why There's No "Perfect Prompt" And Why The Debate Still Won't Die shivraj patare shivraj patare shivraj patare Follow Jan 6 Why There's No "Perfect Prompt" And Why The Debate Still Won't Die # ai # machinelearning # promptengineering # llm Comments Add Comment 5 min read Understanding RASA pipelines Unknownerror-404 Unknownerror-404 Unknownerror-404 Follow Jan 6 Understanding RASA pipelines # yaml # llm # rasa # chatbot Comments Add Comment 4 min read Your Vector Database is Not a Memory System Osamudiamen Osazuwa Osamudiamen Osazuwa Osamudiamen Osazuwa Follow Jan 7 Your Vector Database is Not a Memory System # agents # llm # rag # vectordatabase Comments Add Comment 2 min read 2026 New Year Challenge - 5 Projects United Hackathon yijun xu yijun xu yijun xu Follow Jan 7 2026 New Year Challenge - 5 Projects United Hackathon # programming # ai # beginners # llm Comments Add Comment 3 min read When code generation suggests deprecated Pandas APIs — a case study Gabriel Gabriel Gabriel Follow Jan 6 When code generation suggests deprecated Pandas APIs — a case study # api # codequality # llm # python Comments Add Comment 3 min read When autocomplete suggests deprecated Pandas APIs — a debugging postmortem Gabriel Gabriel Gabriel Follow Jan 7 When autocomplete suggests deprecated Pandas APIs — a debugging postmortem # api # datascience # llm # python Comments Add Comment 3 min read LLMs Are Becoming an Explanation Layer And Our Interaction Defaults Are Breaking Systems yuer yuer yuer Follow Jan 5 LLMs Are Becoming an Explanation Layer And Our Interaction Defaults Are Breaking Systems # discuss # ai # llm # ux Comments Add Comment 3 min read Impact of LLM Code Generation on Programming Gabriel Oliveira Gabriel Oliveira Gabriel Oliveira Follow Jan 7 Impact of LLM Code Generation on Programming # discuss # learning # llm # softwaredevelopment Comments Add Comment 5 min read When Generated Tests Pass but Don't Protect — a small failure that became a production bug Olivia Perell Olivia Perell Olivia Perell Follow Jan 7 When Generated Tests Pass but Don't Protect — a small failure that became a production bug # ai # codequality # llm # testing Comments Add Comment 3 min read How 2025 took AI from party tricks to production tools Team Quesma Team Quesma Team Quesma Follow Jan 5 How 2025 took AI from party tricks to production tools # ai # llm Comments Add Comment 6 min read Chunking, Batching & Indexing: The Hidden Costs of RAG Systems Parth Sarthi Sharma Parth Sarthi Sharma Parth Sarthi Sharma Follow Jan 6 Chunking, Batching & Indexing: The Hidden Costs of RAG Systems # ai # rag # llm # softwareengineering Comments Add Comment 2 min read LLM Parameter fine tuning with Spring AI Ved Sharma Ved Sharma Ved Sharma Follow Jan 7 LLM Parameter fine tuning with Spring AI # llm # genai # springboot # java Comments Add Comment 3 min read I Tested GLM-4.7 for Two Weeks—Here's What Actually Matters Sohail Shaikh Sohail Shaikh Sohail Shaikh Follow Jan 6 I Tested GLM-4.7 for Two Weeks—Here's What Actually Matters # ai # opensource # code # llm Comments Add Comment 2 min read Day 0 (Planning): Building my personal AI assistant that runs locally. Prakhar Khandelwal Prakhar Khandelwal Prakhar Khandelwal Follow Jan 6 Day 0 (Planning): Building my personal AI assistant that runs locally. # ai # machinelearning # llm 5 reactions Comments Add Comment 4 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 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 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 Turning React/TypeScript Codebases Into Deterministic AI Context - End to End Amit Amit Amit Follow Jan 6 Turning React/TypeScript Codebases Into Deterministic AI Context - End to End # llm # react # tooling # typescript Comments Add Comment 2 min read Arcana: an agentic AI system for reasoning about MongoDB architectures Mario Noioso Mario Noioso Mario Noioso Follow Jan 7 Arcana: an agentic AI system for reasoning about MongoDB architectures # mongodb # ai # architecture # llm 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://docs.suprsend.com/docs/python-lists | Lists - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Lists Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Lists OpenAI Open in ChatGPT Manage subscriber lists with Python SDK: create/update list, add/remove/replace users. OpenAI Open in ChatGPT The Lists SDK methods lets you create / manage list of subscribers. You can then send broadcast to all the users in the list or create a workflow that triggers when a new user enters / exits list. Create / Update list You can use supr_client.subscribers_list.create method to create a new list Request Response Copy Ask AI from suprsend import SubscriberListBroadcast,SuprsendAPIException,SuprsendValidationError from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : data = supr_client.subscriber_lists.create({ "list_id" : "_list_id_" , #Unique identifier for the list "list_name" : "_list_name_" , #readable name of the list (optional) "list_description" : "_some sample description for the list_" }) print (data) except (SuprsendAPIException,SuprsendValidationError) as ex: print (ex) Guidelines on defining the list_id list_id is case-insensitive. Suprsend first converts list_id to lowercase before storing it or doing any sort of comparison on it. list_id can be of max 64 characters. It can contain characters [a-z0-9_-] that is alphanumeric characters, _(underscore) and -(hyphen). Get list data You can get the latest information of a list using supr_client.subscribers_list.get method. Request Response Copy Ask AI from suprsend import SubscriberListBroadcast, SuprsendAPIException, SuprsendValidationError from suprsend import Suprsend supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : data = supr_client.subscriber_lists.get( "_list_id_" ) print (data) except (SuprsendAPIException, SuprsendValidationError) as ex: print (ex) Get all lists To get the data of all the lists created in your workspace, use supr_client.subscribers_list.get_all() method Request Response Copy Ask AI from suprsend import SubscriberListBroadcast,SuprsendAPIException,SuprsendValidationError from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : const data = supr_client.subscribers_list.get_all() ; print (data) except (SuprsendAPIException,SuprsendValidationError) as ex: print (ex) Add Subscribers to the list Use supr_client.subscribers_list.add() to add list subscribers. There is no limit to the number of subscribers that you can add to a list. Request Response Copy Ask AI from suprsend import SubscriberListBroadcast, SuprsendAPIException, SuprsendValidationError from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : data = supr_client.subscriber_lists.add( "_list_id_" , [ "_distinct_id1_" , "_distinct_id2_" ]) print (data) except (SuprsendAPIException, SuprsendValidationError) as ex: print (ex) Remove Subscribers from the list You can remove subscribers from the list using supr_client.subscribers_list.remove() Request Response Copy Ask AI from suprsend import SubscriberListBroadcast, SuprsendAPIException, SuprsendValidationError from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : data = supr_client.subscriber_lists.remove( "_list_id_" , [ "_distinct_id1_" , "_distinct_id2_" ]) print (data) except (SuprsendAPIException, SuprsendValidationError) as ex: print (ex) Delete list You can delete a list using the supr_client.subscribers_list.delete() method. Request Response Copy Ask AI from suprsend import SubscriberListBroadcast, SuprsendAPIException, SuprsendValidationError from suprsend import Suprsend # Initialize SDK supr_client = Suprsend( "workspace_key" , "workspace_secret" ) try : data = supr_client.subscriber_lists.delete( "_list_id_" ) print (data) except (SuprsendAPIException, SuprsendValidationError) as ex: print (ex) Deleting a list is a permanent action and cannot be undone or restored. Replace users in list If you want to refresh a list completely with a new set of users, you can replace users by creating a draft version of the list and updating users in it. Use this method only if you want to completely overwrite the list members. 1 Start Sync to create a draft version of the list This method will create a draft version of the list where you can add the new set of users to replace existing users. Request Copy Ask AI data = supr_client.subscriber_lists.start_sync( "_list_id_" ) 2 Add Subscribers to the draft list You can use this method to add subscribers to the list’s draft version created in Step-1. You’ll get version_id in the start sync response. Request Copy Ask AI data = supr_client.subscriber_lists.add_to_version( "_list_id_" , "01HHCTXXXXXXXXXXX" , [ "_distinct_id1_" , "_distinct_id2_" ]) 3 Remove Subscribers from the draft list You can use this method to remove subscribers from the list’s draft version created in Step-1. You’ll get version_id in the start sync response. Request Copy Ask AI data = supr_client.subscriber_lists.remove_from_version( "_list_id_" , "01HHCTXXXXXXXXXXX" , [ "_distinct_id1_" , "_distinct_id2_" ]) 4 Finish Sync to make the draft version live Once your subscribers are updated in the list, use this method to finish sync and make the draft version updated in the above steps live. Request Copy Ask AI data = supr_client.subscriber_lists.finish_sync( "_list_id_" , "01HHCTXXXXXXXXXXX" ) Delete Draft list You can also delete the draft list if it was created by mistake. Request Copy Ask AI data = supr_client.subscriber_lists.delete_version( "_list_id_" , "01HHCTXXXXXXXXXXX" ) Was this page helpful? Yes No Suggest edits Raise issue Previous Broadcast Trigger broadcast notifications to a list of users with Python SDK. Next ⌘ I x github linkedin youtube Powered by On this page Create / Update list Get list data Get all lists Add Subscribers to the list Remove Subscribers from the list Delete list Replace users in list Delete Draft list | 2026-01-13T08:49:41 |
https://docs.suprsend.com/docs/python-create-user-profile | Manage Users - SuprSend, Notification infrastructure for Product teams Skip to main content SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Community Trust Center Platform Status Postman Collection Developer Resources Overview Updates and Versioning Versioning and Support Policy SDK Changelog Authentication API Keys and Secrets Service Token Best Practices for Key & Token Management MCP Overview BETA Quickstart Tool List Building with LLMs Security Security SDKs and APIs SDKs SDK Overview SuprSend Backend SDK Python SDK Integrate Python SDK Manage Users Objects Send and Track Events Trigger Workflow from API Tenants Lists Broadcast Node.js SDK Java SDK Go SDK SuprSend Client SDK Management API REST API Postman Collection Features Validate Trigger Payload Type Safety Testing Testing the Template Test Mode Monitoring and Logging Logs Data Out Contact Us Get Started SuprSend, Notification infrastructure for Product teams home page Search... ⌘ K Ask AI Contact Us Get Started Get Started Search... Navigation Python SDK Manage Users Documentation API Reference Management API CLI Reference Developer Resources Changelog Documentation API Reference Management API CLI Reference Developer Resources Changelog Python SDK Manage Users OpenAI Open in ChatGPT Create, update, & manage user profiles and communication channels using Python SDK methods. OpenAI Open in ChatGPT How Suprsend identifies a user SuprSend identifies users with immutable distinct_id . It’s best to map the same identifier in your DB with distinct_id in SuprSend. Do not use identifiers that can be changed like email or phone number. You can view synced users by searching distinct_id on Users page . Create User To create a new user or to update an existing user, you’ll have to fetch user instance. Call supr_client.user.get_instance to instantiate user object. Copy Ask AI import suprsend supr_client = suprsend.Suprsend( "workspace_key" , "workspace_secret" ) distinct_id = "distinct_id" # Unique identifier of user in your application # Instantiate User profile user = supr_client.users.get_edit_instance(distinct_id) Edit User To Edit user, you need to first fetch user instance, call all the update methods and save changes using users.async_edit method. Request Response Copy Ask AI #Fetch user instance user = supr_client.users.get_edit_instance( "_distinct_id_" ) #Call user update methods user.set_timezone( "America/Los_Angeles" ) user.set( "name" , "John Doe" ) #Save Changes res = supr_client.users.async_edit(user) print (res) Here’s a list of all edit methods: Add User Channels Add communication channels on which you want to notify user. Push sand Inbox tokens are automatically tracked on user identification when the corresponding frontend SDK is integrated. Other channels (Email, SMS, Slack, MS teams, WhatsApp) need to be explicitly set in user profile. Use user.add_* method(s) to add user channels. python Copy Ask AI # Add channel details to user-instance. Call relevant add_* methods user.add_email( " [email protected] " ) # - To add Email user.add_sms( "+15555555555" ) # - To add SMS user.add_whatsapp( "+15555555555" ) # - To add WhatsApp user.add_androidpush( "__android_push_fcm_token__" ) user.add_iospush( "__iospush_token__" ) # - To add Slack using email user.add_slack( { "email" : " [email protected] " , "access_token" : "xoxb-XXXXXXXX" }) # - To add Slack if slack member_id is known user.add_slack( { "user_id" : "U03XXXXXXXX" , "access_token" : "xoxb-XXXXXXXX" }) # - To add Slack channel user.add_slack( { "channel_id" : "CXXXXXXXX" , "access_token" : "xoxb-XXXXXXXX" }) # - To add Slack incoming webhook user.add_slack( { "incoming_webhook" : { "url" : "https://hooks.slack.com/services/TXXXX/BXXXX/XXXXXXX" } }) # - To add MS teams user or channel using conversation_id user.add_ms_teams( { "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "conversation_id" : "19:c1524d7c-a06f-456f-8abe-xxxx" }) # - To add MS teams user using user_id user.add_ms_teams( { "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "user_id" : "29:1nsLcmJ2RKtYH6Cxxxx-xxxx" }) # - To add MS teams using incoming webhook user.add_ms_teams( { "incoming_webhook" : { "url" : "https://wnk1z.webhook.office.com/webhookb2/XXXXXXXXX" } }) Remove User Channels Use user.remove_* method(s) to remove channels. python Copy Ask AI # Remove channel details from user-instance. Call relevant remove_* methods user.remove_email( " [email protected] " ) user.remove_sms( "+15555555555" ) user.remove_whatsapp( "+15555555555" ) user.remove_androidpush( "__android_push_fcm_token__" ) user.remove_iospush( "__iospush_token__" ) # - To remove Slack email user.remove_slack( { "email" : " [email protected] " , "access_token" : "xoxb-XXXXXXXX" }) # - To remove Slack if slack member_id is known user.remove_slack( { "user_id" : "U03XXXXXXXX" , "access_token" : "xoxb-XXXXXXXX" }) # - To remove Slack channel user.remove_slack( { "channel_id" : "CXXXXXXXX" , "access_token" : "xoxb-XXXXXXXX" }) # - To remove Slack incoming webhook user.remove_slack( { "incoming_webhook" : { "url" : "https://hooks.slack.com/services/TXXXX/BXXXX/XXXXXXX" } }) # - To remove MS teams user or channel using conversation_id user.remove_ms_teams( { "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "conversation_id" : "19:c1524d7c-a06f-456f-8abe-xxxx" }) # - To remove MS teams user using user_id user.remove_ms_teams( { "tenant_id" : "c1981ab2-9aaf-xxxx-xxxx" , "service_url" : "https://smba.trafficmanager.net/amer" , "user_id" : "29:1nsLcmJ2RKtYH6Cxxxx-xxxx" }) # - To remove MS teams using incoming webhook user.remove_ms_teams( { "incoming_webhook" : { "url" : "https://wnk1z.webhook.office.com/webhookb2/XXXXXXXXX" } }) Remove Channel types This method will delete/unset all values in specified channel for user (ex: remove all emails attached to user). python Copy Ask AI # --- To delete all emails associated with user user.unset( "$email" ) user.unset([ "$email" , "$sms" , "$whatsapp" ]) # Supported channel keys are: # $email, $whatsapp, $sms, $androidpush, $iospush, $webpush, $slack, $ms_teams Set Preferred language If you want to send notification in user’s preferred language, you can set it by passing language code in this method. This is useful especially for the applications which offer vernacular or multi-lingual support. Copy Ask AI user.set_preferred_language( "en" ) Set preferred timezone You can set timezone of user using this method. Value for timezone must be from amongst the IANA timezones . Copy Ask AI user.set_timezone( "America/Los_Angeles" ) Set Set is used to add custom user properties. It is an upsert function, meaning any existing property value with the same key will be overwritten on subsequent updates. Copy Ask AI user.set(key, value) user.set( "name" , "John Doe" ) user.set({ key1: value1, key2: value2 }) user.set({ "name" : "John Doe" , "city" : "San Francisco" }) Set Once Works just like user.set, except it will not override already existing property values. This is useful for properties like first_login_date. Copy Ask AI user.set_once(key, value) user.set_once( "first_login" , "2021-11-02" ) user.set_once({ key1: value1, key2: value2 }) user.set_once({ "first_login" : "2021-11-02" , "signup_date" : "2021-11-02" }) Unset Unset is used to remove a property key. Copy Ask AI user.unset(key) user.unset( "name" ) user.unset([key1, key2]) user.unset([ "name" , "city" ]) Append This method will append a value to the array list. Copy Ask AI user.append(key, value) user.append( "played_games" , "game_1" ) user.append({ key1: value1, key2: value2 }) user.append({ "played_games" : "game_1" , "liked_games" : "game_2" }) Remove This method will remove a value from the array list. Copy Ask AI user.remove(key, value) user.remove( "played_games" , "game_1" ) user.remove({ key1: value1, key2: value2 }) user.remove({ "played_games" : "game_1" , "liked_games" : "game_2" }) Increment Increase or decrease integer values on consecutive action, like login count. To reduce a property, provide a negative number for the value. Copy Ask AI user.increment(key, value) user.increment( "login_count" , 1 ) user.increment({ key1: value1, key2: value2 }) user.increment({ "login_count" : 1 , "order_count" : 1 }) After calling add*/remove*/unset methods, don’t forget to call users.async_edit() since user edit is async update and the changes will be sent to SuprSend only after calling this method. Bulk Update users Bulk operations use UPSERT to create or update users. There isn’t any limit on number-of-records that can be added to bulk_users instance. Use .append() on bulk_users instance to add however-many-records to call in bulk. Rate limit: 1000 requests per second. The SDK automatically chunks requests based on the size of the payload. So, you don’t need to worry about these rate limits while using bulk operations. Request Response Copy Ask AI # Create bulk instance bulk_ins = supr_client.users.get_bulk_edit_instance() # Prepare multiple users edit instance distinct_id1 = "__distinct_id1__" # User 1 u1 = supr_client.users.get_edit_instance(distinct_id1) u1.add_email( " [email protected] " ) distinct_id2 = "__distinct_id2__" # User 2 u2 = supr_client.users.get_edit_instance(distinct_id2) u2.add_email( " [email protected] " ) # Append users to the bulk instance bulk_ins.append(u1, u2) # ------- res = bulk_ins.save() print (res) Bulk API supported in SDK version 0.2.0 and above: Bulk API is supported in SuprSend python-sdk version 0.2.0 and above. If you are using an older version, please upgrade to the latest SDK version. Get user details Request Response Copy Ask AI res = supr_client . users . get ( "_distinct_id_" ) print ( res ) Delete user Request Response Copy Ask AI res = supr_client . users . delete ( "_distinct_id_" ) print ( res ) Get list of objects subscribed by user You can pass optional query parameters - limit , before , after Request Response Copy Ask AI res = supr_client . users . get_objects_subscribed_to ( "_distinct_id_" , { "after" : "01JJW6HXXXXPB59ARDW85G0KN" , "limit" : 1 }) print ( res ) Get lists subscribed by user You can pass optional query parameters - limit , before , after Request Response Copy Ask AI res = supr_client . users . get_lists_subscribed_to ( "_distinct_id_" , { "after" : "01JJW6HXXXXPB59ARDW85G0KN" , "limit" : 1 }) print ( res ) Was this page helpful? Yes No Suggest edits Raise issue Previous Objects Create, update, & manage objects and their subscriptions using Python SDK methods. Next ⌘ I x github linkedin youtube Powered by On this page How Suprsend identifies a user Create User Edit User Bulk Update users Get user details Delete user Get list of objects subscribed by user Get lists subscribed by user | 2026-01-13T08:49:41 |
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https://www.builder.io | Builder.io: AI Frontend Engineer Skip to main content Register: Common mistakes developers make when prompting AI Announcing Visual Copilot - Figma to production in half the time PRODUCTS Fusion Generate production-ready web apps and UIs Publish Generate, iterate, and optimize pages and headless content USERS Engineering teams Code faster with AI and your design system Design teams Design with code, handoff with confidence Product teams Ship prototypes that accelerate the entire software development lifecycle Content teams Generate and publish experiences without developer dependency USE CASES Web apps Prototypes Design to code Landing pages Headless CMS Multi-brand CMS Mobile apps Marketing sites Headless commerce Platform LEARN Blog Latest insights, tutorials, and announcements Webinars Upcoming events and recorded sessions Guides Step-by-step instructions and use cases Case Studies Real customer success stories CONNECT Builder Forum Join the discussion, ask questions Partners Explore Builder partners and connect with a team CMS Integrations Integrate with your stack and connect your tools UPDATES Product Updates Latest features and improvements Resources Fusion docs Learn to vibe code in new or existing apps Publish docs Use Builder to publish content for your site Figma to code docs Convert Figma designs into real code All docs Docs Enterprise Pricing Contact sales Register: Common mistakes developers make when prompting AI Announcing Visual Copilot - Figma to production in half the time The AI agent for product, design, and code The product, design, and code knows your design system prototype on actual products integrates with everything no more handoffs product, design, and code knows your design system prototype on actual products integrates with everything no more handoffs agent using your design & code context | Attach Connect a Repo Figma Import MCP Servers Get Extension Visual Development Platform Bring the power of development to your entire team Let both developers and non-developers leverage your existing tech investments to iterate and ship faster Use your existing code Connect to any code repository Leverage your design systems, components, and APIs Generated code uses your components and matches your coding standards Bring in your Figma designs Copy/paste any Figma design Generated code leverages your tokens and components Prompt with your backend context to make designs interactive Visually edit anything Modify any generated experience Drag and drop your components Fine-tune the styling of any element with full precision control Works within your workflow Start builds from Slack threads or Jira tickets Get progress updates as the agent works Jump into Fusion to review, refine, and ship through your normal CI/CD Integration points for any use case Start from scratch Connect to existing repos Publish via API ENTERPRISE Built for teams shipping at scale Roles & permissions Leverage roles to control permissions and access for everyone on the team Rules & Workflows Control the flow of how your team ships, or git-manage everything No training on your data Keep your data private and separate from model training Enterprise security & privacy SOC 2 Type II compliant and designed with enterprise-grade security standards. Two products to go from idea to production faster CODE GENERATION Fusion Build apps and Uls from scratch, from Figma designs, or with any existing repo Web app development Design to code Prototypes Learn more PUBLISH VIA API Publish Create, optimize, and publish on-brand content and experiences to any site or app. Headless CMS Page builder Optimization Learn more Get Started with Builder Unleash efficiency from idea to production Try it now Talk to us Get the latest from Builder.io Dev Drop Newsletter News, tips, and tricks from Builder, for frontend developers. Product Newsletter Latest features and updates on the Builder.io platform By submitting, you agree to our Privacy Policy Platform Fusion Publish Product Updates Use Cases Design to Code Headless CMS Multi-Brand CMS Landing Pages Web Apps Prototypes Marketing Sites Headless Commerce Developer Resources Documentation Fusion Docs Publish Docs Frameworks Design to Code > CMS > Page Builder > Workflows Figma AI to Production Code AI Prototyping for Product Managers Figma to Storybook Figma to App Converter Resources Blog Webinars Guides Case Studies Community Forum Partners Affiliate Program CMS Integrations CMS Blueprints Glossary Popular Guides Figma to Code Guide Headless CMS Guide Headless Commerce Guide Composable DXP Guide Company About News Careers Contact Sales Security Privacy Policy SaaS Terms Trust Center Cookie Preferences Skip to main content Register: Common mistakes developers make when prompting AI Announcing Visual Copilot - Figma to production in half the time PRODUCTS Fusion Generate production-ready web apps and UIs Publish Generate, iterate, and optimize pages and headless content USERS Engineering teams Code faster with AI and your design system Design teams Design with code, handoff with confidence Product teams Ship prototypes that accelerate the entire software development lifecycle Content teams Generate and publish experiences without developer dependency USE CASES Web apps Prototypes Design to code Landing pages Headless CMS Multi-brand CMS Mobile apps Marketing sites Headless commerce Platform LEARN Blog Latest insights, tutorials, and announcements Webinars Upcoming events and recorded sessions Guides Step-by-step instructions and use cases Case Studies Real customer success stories CONNECT Builder Forum Join the discussion, ask questions Partners Explore Builder partners and connect with a team CMS Integrations Integrate with your stack and connect your tools UPDATES Product Updates Latest features and improvements Resources Fusion docs Learn to vibe code in new or existing apps Publish docs Use Builder to publish content for your site Figma to code docs Convert Figma designs into real code All docs Docs Enterprise Pricing Contact sales Register: Common mistakes developers make when prompting AI Announcing Visual Copilot - Figma to production in half the time Ship UI 4x faster with an AI frontend engineer Start building Design, prototype, and ship production changes within your existing sites and applications.
Tag, ticket, or prompt Integrate Builder agents into your codebase, design system, Jira, Linear, and Slack Refine and iterate Review Builder’s work, iterate using the agent or visually edit anything Review, approve, and ship Send code for review or publish via API following standard development process Ship UI 4x faster with the AI frontend engineer Design, prototype, and ship production changes within your existing sites and applications.
Start building Review, approve, and ship Send code for review or publish via API following standard development process Tag, ticket, or prompt Integrate Builder agents into your codebase, design system, Jira, Linear, and Slack Refine and iterate Review Builder’s work, iterate using the agent or visually edit anything Review, approve, and ship Send code for review or publish via API following standard development process Tag, ticket, or prompt Integrate Builder agents into your codebase, design system, Jira, Linear, and Slack Refine and iterate Review Builder’s work, iterate using the agent or visually edit anything Review, approve, and ship Send code for review or publish via API following standard development process 1 2 3 What should we build? | Attach Connect a Repo Figma Import MCP Servers Get Extension The AI teammate to handle all of the necessary busy work Give it a Figma file, a sketch, or just describe what you need. It writes the code using your components and design system. Ideation & Prototyping Prototypes that use your real code Ideation & Prototyping Build functional prototypes from specs or designs that look and feel like your real product Connect to APIs, backends, and real data to test with customers before writing production code Turn strategic specs into interactive demos for executives, investors, and user testing SIMPLE UX/UI UPDATES Ship UI without blocking engineers SIMPLE UX/UI UPDATES Ship copy changes, spacing fixes, and layout tweaks without pulling engineers off roadmap work Fix visual inconsistencies and errors immediately after QA instead of creating tickets Keep your website current without constant dev requests Complex Front-End Dev Turn any spec into working features Complex Front-End Dev Turn Figma files, PRDs, or specs into working UI that are reviewed and merged by engineers Develop experiences that adapt to user preferences to increase adoption and retention Build multi-step workflows with error handling to handle real-world complexity Works with multiple teams across your company Product Design Engineering Content Product teams Product Management teams use Builder to Rapidly prototype features to test with customers Collaborate on user flows with designers Make changes to web apps without consuming engineering sprints Learn more Design teams Product Design teams use Builder to Implement visual improvements to sites and apps Create interactive prototypes to test with users Maintain design system consistency without traditional engineering handoffs Learn more Engineering teams Engineering teams use Builder to Accelerate UI development Eliminate blank-screen paralysis Maintain code quality standards while shipping features faster Learn more Content teams Content teams use Builder to Manage copy and content updates Roll out site wide updates Launch campaigns without bogging down engineering with tickets Learn more ENTERPRISE Built for teams shipping at scale Roles & permissions Leverage roles to control permissions and access for everyone on the team Rules & Workflows Control the flow of how your team ships, or git-manage everything No training on your data Keep your data private and separate from model training Enterprise security & privacy SOC 2 Type II compliant and designed with enterprise-grade security standards. Two products to go from idea to production faster CODE GENERATION Fusion Build apps and Uls from scratch, from Figma designs, or with any existing repo Web app development Design to code Prototypes Learn more PUBLISH VIA API Publish Create, optimize, and publish on-brand content and experiences to any site or app. Headless CMS Page builder Optimization Learn more Get Started with Builder Unleash efficiency from idea to production Try it now Talk to us Get the latest from Builder.io Dev Drop Newsletter News, tips, and tricks from Builder, for frontend developers. Product Newsletter Latest features and updates on the Builder.io platform By submitting, you agree to our Privacy Policy Platform Fusion Publish Product Updates Use Cases Design to Code Headless CMS Multi-Brand CMS Landing Pages Web Apps Prototypes Marketing Sites Headless Commerce Developer Resources Documentation Fusion Docs Publish Docs Frameworks Design to Code > CMS > Page Builder > Workflows Figma AI to Production Code AI Prototyping for Product Managers Figma to Storybook Figma to App Converter Resources Blog Webinars Guides Case Studies Community Forum Partners Affiliate Program CMS Integrations CMS Blueprints Glossary Popular Guides Figma to Code Guide Headless CMS Guide Headless Commerce Guide Composable DXP Guide Company About News Careers Contact Sales Security Privacy Policy SaaS Terms Trust Center Cookie Preferences {"props":{"pageProps":{"builderPage":{"createdBy":"shieCfdC9fU8HdlCifezfkd29ef1","createdDate":1766161746044,"data":{"addNoIndex":false,"cssCode":"body,\nhtml {\n background-color: black !important;\n}\n\n.blue-gradient-text {\n background: linear-gradient(90deg, #18B4F4 0%, #19B9F5 6.25%, #1BBDF5 12.5%, #1CC2F6 18.75%, #1EC7F7 25%, #1FCBF7 31.25%, #21D0F8 37.5%, #22D5F9 43.75%, #24D9F9 50%, #25DEFA 56.25%, #26E3FB 62.5%, #28E8FC 68.75%, #29ECFC 75%, #2BF1FD 81.25%, #2CF6FE 87.5%, #2EFAFE 93.75%, #2FFFFF 100%);\n /* background: linear-gradient(90deg, #18B4F4 0%, #26B9F5 6.25%, #35BDF5 12.5%, #43C2F6 18.75%, #52C7F7 25%, #60CBF7 31.25%, #6FD0F8 37.5%, #7DD5F9 43.75%, #8BD9F9 50%, #9ADEFA 56.25%, #A8E3FB 62.5%, #B7E8FC 68.75%, #C5ECFC 75%, #D4F1FD 81.25%, #E2F6FE 87.5%, #F1FAFE 93.75%, #FFF 100%); */\n /* Clips the background to the text shape */\n -webkit-background-clip: text;\n background-clip: text;\n \n /* Makes the text transparent so the background shows through */\n -webkit-text-fill-color: transparent;\n color: transparent;\n \n /* Optional: Helps prevent clipping issues in some browsers */\n display: inline-block;\n}\n\n.blue-gradient{\n background: linear-gradient(90deg, #18B4F4 0%, #19B9F5 6.25%, #1BBDF5 12.5%, #1CC2F6 18.75%, #1EC7F7 25%, #1FCBF7 31.25%, #21D0F8 37.5%, #22D5F9 43.75%, #24D9F9 50%, #25DEFA 56.25%, #26E3FB 62.5%, #28E8FC 68.75%, #29ECFC 75%, #2BF1FD 81.25%, #2CF6FE 87.5%, #2EFAFE 93.75%, #2FFFFF 100%);\n}\n\n.vignette{\n background: linear-gradient(180deg, rgba(0, 0, 0, 0.00) 0%, rgba(0, 0, 0, 0.00) 6.25%, rgba(0, 0, 0, 0.02) 12.5%, rgba(0, 0, 0, 0.04) 18.75%, rgba(0, 0, 0, 0.06) 25%, rgba(0, 0, 0, 0.10) 31.25%, rgba(0, 0, 0, 0.14) 37.5%, rgba(0, 0, 0, 0.19) 43.75%, rgba(0, 0, 0, 0.25) 50%, rgba(0, 0, 0, 0.32) 56.25%, rgba(0, 0, 0, 0.39) 62.5%, rgba(0, 0, 0, 0.47) 68.75%, rgba(0, 0, 0, 0.56) 75%, rgba(0, 0, 0, 0.66) 81.25%, rgba(0, 0, 0, 0.77) 87.5%, rgba(0, 0, 0, 0.88) 93.75%, #000 100%);\n}\n\n.vignette-top{\n background: linear-gradient(0deg, rgba(0, 0, 0, 0.00) 0%, rgba(0, 0, 0, 0.00) 6.25%, rgba(0, 0, 0, 0.02) 12.5%, rgba(0, 0, 0, 0.04) 18.75%, rgba(0, 0, 0, 0.06) 25%, rgba(0, 0, 0, 0.10) 31.25%, rgba(0, 0, 0, 0.14) 37.5%, rgba(0, 0, 0, 0.19) 43.75%, rgba(0, 0, 0, 0.25) 50%, rgba(0, 0, 0, 0.32) 56.25%, rgba(0, 0, 0, 0.39) 62.5%, rgba(0, 0, 0, 0.47) 68.75%, rgba(0, 0, 0, 0.56) 75%, rgba(0, 0, 0, 0.66) 81.25%, rgba(0, 0, 0, 0.77) 87.5%, rgba(0, 0, 0, 0.88) 93.75%, #000 100%);\n}\n\n\n.slick-arrow {\n /* background-color: lime!important; */\n transform: scale(2) !important;\n top: -20px !important\n}\n\n.slick-prev {\n margin-left: 35px !important;\n}\n\n.slick-next {\n margin-right: 92% !important;\n}\n\n@media (max-width: 1250px) {\n .bento-cards {\n grid-template-columns: 1fr!important;\n max-width: 650px;\n }\n .ai-teammate{\n max-width: 650px;\n margin: 0px auto 0px auto;\n }\n}\n\n@media (max-width: 767px) {\n .slick-arrow {\n transform: scale(2.5) !important;\n top: 0px !important\n }\n\n}\n\n\n.bento-static{\n background: linear-gradient(160deg, #0e0e0e 3.7%, #000 98.14%);\n}\n\n.bento-inner {\n position: relative;\n overflow: hidden;\n}\n\n.bento-inner::before,\n.bento-inner::after {\n content: \"\";\n position: absolute;\n inset: 0;\n z-index: 0;\n transition: opacity 0.6s cubic-bezier(0.37, 0.01, 0, 0.98);\n pointer-events: none;\n}\n\n.bento-inner::before {\n background: linear-gradient(160deg, #0e0e0e 3.7%, #000 98.14%);\n opacity: 1;\n}\n\n.bento-inner::after {\n background: linear-gradient(160deg, #1e1e1e 3.7%, #000 98.14%);\n opacity: 0;\n}\n\n.bento-inner:hover::before {\n opacity: 0.95;\n}\n\n.bento-inner:hover::after {\n opacity: 1;\n}\n\n\nheader,\n.announcement-bar,\n#top-banner {\n background-color: rgba(0, 0, 0, 0.3) !important;\n}\n\nheader,\n.announcement-bar {\n backdrop-filter: saturate(180%) blur(20px);\n}\n\n.interactive-button {\n transition: .3s cubic-bezier(.37, .01, 0, .98);\n}\n\n.interactive-button:hover {\n transform: scale(1.05);\n filter: brightness(1.1);\n}\n\n.interactive-button:active {\n transform: scale(.95);\n filter: brightness(1.2);\n}\n\n@media (max-width: 1200px) {\n .hero-tabs {\n grid-template-columns: 300px 1fr !important;\n }\n}\n\n.glowing-div {\n background: radial-gradient(circle, rgb(189, 189, 189), black);\n background-size: 100% 300%;\n background-position: 0% -130%;\n /* Allow the gradient to move */\n /* animation: glowAnimation 3s linear infinite; */\n}\n\n\n@keyframes glowAnimation {\n 0% {\n background-position: 0% 0%;\n }\n\n 100% {\n background-position: 0% -150%;\n /* Move the gradient fully */\n }\n}\n\n.framework-enter {\n opacity: 1 !important;\n transform: scale(1) !important;\n}\n\n.hub-tile:hover {\n background-color: #33B53322;\n}\n\n.vignette {\n background: linear-gradient(180deg, rgba(0, 0, 0, 0.00) 0%, rgba(0, 0, 0, 0.00) 6.25%, rgba(0, 0, 0, 0.02) 12.5%, rgba(0, 0, 0, 0.04) 18.75%, rgba(0, 0, 0, 0.06) 25%, rgba(0, 0, 0, 0.10) 31.25%, rgba(0, 0, 0, 0.14) 37.5%, rgba(0, 0, 0, 0.19) 43.75%, rgba(0, 0, 0, 0.25) 50%, rgba(0, 0, 0, 0.32) 56.25%, rgba(0, 0, 0, 0.39) 62.5%, rgba(0, 0, 0, 0.47) 68.75%, rgba(0, 0, 0, 0.56) 75%, rgba(0, 0, 0, 0.66) 81.25%, rgba(0, 0, 0, 0.77) 87.5%, rgba(0, 0, 0, 0.88) 93.75%, #000 100%);\n}\n\n.vignette-right {\n background: linear-gradient(90deg, rgba(0, 0, 0, 0.00) 0%, rgba(0, 0, 0, 0.00) 6.25%, rgba(0, 0, 0, 0.02) 12.5%, rgba(0, 0, 0, 0.04) 18.75%, rgba(0, 0, 0, 0.06) 25%, rgba(0, 0, 0, 0.10) 31.25%, rgba(0, 0, 0, 0.14) 37.5%, rgba(0, 0, 0, 0.19) 43.75%, rgba(0, 0, 0, 0.25) 50%, rgba(0, 0, 0, 0.32) 56.25%, rgba(0, 0, 0, 0.39) 62.5%, rgba(0, 0, 0, 0.47) 68.75%, rgba(0, 0, 0, 0.56) 75%, rgba(0, 0, 0, 0.66) 81.25%, rgba(0, 0, 0, 0.77) 87.5%, rgba(0, 0, 0, 0.88) 93.75%, #000 100%);\n}\n\n.hide-scrollbars::-webkit-scrollbar {\n display: none;\n}\n\n/* Hide scrollbar for IE, Edge and Firefox */\n.hide-scrollbars {\n -ms-overflow-style: none;\n /* IE and Edge */\n scrollbar-width: none;\n /* Firefox */\n}\n\n.platform {\n transition: color .3s cubic-bezier(.37, .01, 0, .98);\n}\n\n.slider {\n transition: .3s cubic-bezier(.37, .01, 0, .98);\n}\n\n.story-hover {\n background-color: #AC7EF433;\n border-color: #AC7EF480 !important;\n}\n\n.greenColor {\n background-color: #43D143 !important;\n}\n\n.orangeColor {\n background-color: #EF6C41 !important;\n}\n\n.blueColor {\n background-color: #18B6F6 !important;\n}\n\n.purpleColor {\n background-color: #A259FF !important;\n}\n\n.noTransparency {\n opacity: 100 !important;\n}\n\n\n\n\n/* Hexagon related animations */\n\n\n.hex:hover~.hex-hero {\n opacity: 0;\n}\n\n@keyframes rotate {\n from {\n transform: rotate(0deg)\n }\n\n to {\n transform: rotate(360deg)\n }\n}\n\n.shine {\n transform-origin: center;\n transform: scale(2);\n animation-name: rotate;\n animation-duration: 4s;\n animation-iteration-count: infinite;\n animation-timing-function: linear;\n}\n\n.shine-hero {\n transform-origin: center;\n transform: scale(2);\n animation-name: rotate;\n animation-duration: 4s;\n animation-iteration-count: infinite;\n animation-timing-function: linear;\n}\n\n\n.dash {\n position: absolute;\n left: 0px;\n top: 0px;\n height: auto;\n transition: opacity .3s ease-in-out;\n}\n\n.filled {\n position: relative;\n opacity: 0;\n transition: opacity .3s ease-in-out;\n}\n\n.dash:hover {\n opacity: 0;\n}\n\n.hex:hover\u003e.code\u003e.builder-custom-code\u003e.hex-container\u003e.filled {\n opacity: 1;\n}\n\n.logo:hover~.code\u003e.builder-custom-code\u003e.hex-container\u003e.filled {\n opacity: 1;\n}\n\n.hex:hover\u003e.code\u003e.builder-custom-code\u003e.hex-container\u003e.dash {\n opacity: 0;\n}\n\n\n.hex-container {\n position: relative;\n}\n\n\n/* used by the content just under the video player */\n.connection-lines {\n opacity: 0;\n transition: opacity 0.6s ease;\n}\n\n.brand-active .brand-and-design .connection-lines {\n opacity: 1;\n}\n\n.tech-active .tech-and-codebase .connection-lines {\n opacity: 1;\n}\n\n.production-active .launch-on-production .connection-lines {\n opacity: 1;\n}\n\n@media screen and (max-width: 1240px) {\n .hub-content {\n width: 100vw !important;\n overflow-x: scroll !important;\n justify-content: left !important;\n }\n}\n\n\n@media screen and (max-width: 990px) {\n .platform {\n color: white !important;\n }\n\n .slider {\n opacity: 0 !important;\n visibility: none !important;\n }\n\n .logo-container {\n transition: .3s cubic-bezier(.37, .01, 0, .98);\n }\n\n .logo-container:hover {\n background-color: rgba(255, 255, 255, .3);\n opacity: 1;\n }\n}\n\n@media screen and (max-width: 640px) {\n .green-glow {\n opacity: 1 !important;\n }\n}\n\n.css-khwr9f {\n transition: all 0.3s linear !important;\n}\n\n.css-khwr9f:focus-within {\n max-height: 115px !important;\n}\n\n.builder-db01d1165d354d0187b24edceac5d42a:hover {\n border-color: rgba(24, 182, 246, 0.5);\n transform: translateY(-5px);\n}\n\n.builder-db01d1165d354d0187b24edceac5d42a:focus {\n outline: 2px solid rgba(24, 182, 246, 1);\n outline-offset: 2px;\n}\n\n.builder-3dfafdf7fab94ede94bf1557f3b64a33:hover {\n border-color: rgba(24, 182, 246, 0.5);\n transform: translateY(-5px);\n}\n\n.builder-3dfafdf7fab94ede94bf1557f3b64a33:focus {\n outline: 2px solid rgba(24, 182, 246, 1);\n outline-offset: 2px;\n}\n\n.builder-638b062a18cd437ea4cd6885571c1645:hover {\n border-color: rgba(24, 182, 246, 0.5);\n transform: translateY(-5px);\n}\n\n.builder-638b062a18cd437ea4cd6885571c1645:focus {\n outline: 2px solid rgba(24, 182, 246, 1);\n outline-offset: 2px;\n}\n\n\n/*\n* Custom CSS styles\n*\n* Global by default, but use ` \u0026 ` to scope to just this content, e.g.\n*\n* \u0026 .foo {\n* color: 'red'\n* }\n*/\n\n/* --- Base \u0026 3D Variables --- */\n:root {\n /* Now using 10 total slots (10 phrases) */\n --item-count: 10;\n /* Height of one item */\n --item-height: 54px;\n /* Rotation angle per item (360 / 10 = 36deg) */\n --angle-step: 36deg;\n /* Calculated radius (R = (H/2) / tan(A/2)) = 27 / tan(18) = 83.21px */\n --wheel-radius: 83.21px;\n /* The perspective depth for the 3D view */\n --picker-perspective: 800px;\n /* Font styles */\n --text-size: 1.85rem;\n /* Equivalent to Tailwind text-4xl */\n /* Text color: Purple */\n --text-color: #A97FF2;\n}\n\n/* --- Base Styles for New Classes --- */\n\n/* Replaces the inline styles on the main \u003cdiv\u003e */\n.sentence-container {\n display: flex;\n align-items: center;\n justify-content: center;\n gap: 0px;\n flex-wrap: wrap;\n width: 100%;\n}\n\n/* Replaces the inline styles on the \u003ch1\u003e tags */\n.static-h1 {\n font-size: 2rem;\n color: #ffffff;\n white-space: nowrap;\n line-height: 1;\n font-weight: 600;\n}\n\n/* Global Text Selection Prevention */\n.no-select {\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n/* --- 3D Container Setup --- */\n.picker-stage {\n perspective: var(--picker-perspective);\n transform-style: flat;\n display: flex;\n justify-content: center;\n align-items: center;\n height: 70px;\n overflow: hidden;\n position: relative;\n}\n\n/* --- Wheel and Phrases --- */\n.picker-container {\n /* Default width (will be overridden by JS) */\n width: 600px;\n height: var(--item-height);\n position: relative;\n transform-style: preserve-3d;\n /* Transition for dynamic width */\n transition: width 0.5s cubic-bezier(.37, .01, 0, .98);\n}\n\n.wheel {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n transform-style: preserve-3d;\n /* CSS transition controls the 0.5s rotation speed */\n transition: transform 0.5s cubic-bezier(.37, .01, 0, .98);\n}\n\n.phrase {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: var(--item-height);\n display: flex;\n justify-content: center;\n align-items: center;\n backface-visibility: hidden;\n\n font-size: var(--text-size);\n font-weight: 600;\n color: var(--text-color);\n\n padding: 0.5rem 0;\n /* Only opacity transition remains */\n transition: opacity 0.5s cubic-bezier(.37, .01, 0, .98);\n text-shadow: 0 1px 1px rgba(255, 255, 255, 0.1);\n\n /* Default opacity 0 so it can fade in */\n opacity: 0;\n filter: blur(0px);\n}\n\n/* Positioning for all 10 slots */\n.phrase:nth-child(1) {\n transform: rotateX(calc(0 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(2) {\n transform: rotateX(calc(1 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(3) {\n transform: rotateX(calc(2 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(4) {\n transform: rotateX(calc(3 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(5) {\n transform: rotateX(calc(4 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(6) {\n transform: rotateX(calc(5 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(7) {\n transform: rotateX(calc(6 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(8) {\n transform: rotateX(calc(7 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(9) {\n transform: rotateX(calc(8 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n.phrase:nth-child(10) {\n transform: rotateX(calc(9 * var(--angle-step))) translateZ(var(--wheel-radius));\n}\n\n\n/* --- RESPONSIVE BREAKPOINT --- */\n@media (max-width: 767px) {\n\n /* 1. Scale down all the 3D geometry and fonts */\n :root {\n /* Smaller font for the spinning phrases */\n --text-size: .9rem;\n\n /* Reduced height for the phrases */\n --item-height: 40px;\n\n /* RE-CALCULATED Radius for the new height */\n /* R = (20px) / tan(18deg) = 61.55px */\n --wheel-radius: 61.55px;\n }\n\n /* 2. Stack the layout vertically */\n .sentence-container {\n flex-direction: row;\n flex-wrap: nowrap;\n align-items: center;\n justify-content: center;\n gap: 0rem;\n /* Add a small gap when stacked */\n }\n\n /* 3. Scale down the static \"The\" and \"agent\" text */\n .static-h1 {\n font-size: .9rem;\n }\n\n /* 4. Reduce the height of the 3D stage */\n .picker-stage {\n height: 50px;\n }\n\n /* 5. Add a max-width as a safety guard */\n .picker-container {\n max-width: 95vw;\n /* Prevents overflow if JS width is wrong */\n }\n}\n\n.interactive-tab:hover {\n opacity: 90;\n background-color: #202323;\n}","customFonts":[{"category":"sans-serif","family":"Poppins","files":{"100":"https://fonts.gstatic.com/s/poppins/v20/pxiGyp8kv8JHgFVrLPTed3FBGPaTSQ.ttf","200":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLFj_V1tvFP-KUEg.ttf","300":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLDz8V1tvFP-KUEg.ttf","500":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLGT9V1tvFP-KUEg.ttf","600":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLEj6V1tvFP-KUEg.ttf","700":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLCz7V1tvFP-KUEg.ttf","800":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLDD4V1tvFP-KUEg.ttf","900":"https://fonts.gstatic.com/s/poppins/v20/pxiByp8kv8JHgFVrLBT5V1tvFP-KUEg.ttf","100italic":"https://fonts.gstatic.com/s/poppins/v20/pxiAyp8kv8JHgFVrJJLmE3tFOvODSVFF.ttf","200italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLmv1plEN2PQEhcqw.ttf","300italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLm21llEN2PQEhcqw.ttf","500italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLmg1hlEN2PQEhcqw.ttf","600italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLmr19lEN2PQEhcqw.ttf","700italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLmy15lEN2PQEhcqw.ttf","800italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLm111lEN2PQEhcqw.ttf","900italic":"https://fonts.gstatic.com/s/poppins/v20/pxiDyp8kv8JHgFVrJJLm81xlEN2PQEhcqw.ttf","italic":"https://fonts.gstatic.com/s/poppins/v20/pxiGyp8kv8JHgFVrJJLed3FBGPaTSQ.ttf","regular":"https://fonts.gstatic.com/s/poppins/v20/pxiEyp8kv8JHgFVrFJDUc1NECPY.ttf"}, | 2026-01-13T08:49:41 |
https://dev.to/mohamednizzad/pure-css-magic-how-to-build-a-realistic-3d-office-experience-h76 | ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 - 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 Nizzad Posted on Jul 26, 2025 ✨🎨 Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢💻🪑 # devchallenge # frontendchallenge # css # javascript Frontend Challenge CSS Art Submission This is a submission for Frontend Challenge: Office Edition sponsored by Axero, CSS Art: Office Culture . Have you ever wondered how far you can push CSS without touching JavaScript? Today, I'm excited to share a project that creates a fully interactive, 3D office environment using nothing but HTML and CSS! Table of Contents 1️⃣ My Inspiration 2️⃣ What we're building 3️⃣ My Journey 4️⃣ The Magic of Modern CSS 5️⃣ Key Takeaways 6️⃣ What's Next 1️⃣ My Inspiration - My Dev Room at Office The inspiration for this project came from observing real office environments and wanting to capture the essence of modern workplace culture through CSS art. I was fascinated by the diversity of interactions that happen in offices daily - from formal executive meetings to casual water cooler conversations, from nerve-wracking job interviews to collaborative team sessions. What struck me most was how much storytelling potential exists in these everyday scenarios. I wanted to challenge myself to create not just static art, but a living, breathing office environment where each character has their own personality and story. The multicultural aspect was particularly important to me - representing the beautiful diversity of modern workplaces where people from different backgrounds come together to create something amazing. The technical inspiration came from seeing how far modern CSS has evolved. With features like 3D transforms, backdrop filters, and complex keyframe animations, I realized we could create Hollywood-level storytelling without a single line of JavaScript. This project became my love letter to the power of pure CSS. 2️⃣ What We're Building Imagine walking into a modern office building and seeing: An executive meeting in progress with animated participants A live job interview with realistic body language Developers collaborating on code Colleagues gossiping around the water cooler Real-time office notifications sliding across a panel A working analog clock on the wall All of this comes to life with pure CSS animations - no JavaScript whatsoever! Demo - Primary Version Demo - Variation The demo showcases a fully interactive 3D office building with four distinct departments: 🏢 What You'll Experience: Executive Meeting - Watch diverse leadership team members gesture and present quarterly results Job Interview - Observe the realistic body language between interviewer and candidate Development Team - See casual-professional developers collaborating on code Water Cooler Gossip - Three colleagues sharing the latest office news 🎨 Interactive Elements: Hover over departments to see them lift and rotate in 3D space Watch animated speech bubbles appear in sequence See the working analog clock tick in real-time Observe steam rising from the coffee station Notice the office plant leaves swaying naturally 📱 Try It On Different Devices: The entire experience is fully responsive - try it on desktop, tablet, and mobile to see how the office adapts while maintaining all animations! <!-- Core HTML Structure --> <div class= "office-building" > <div class= "office-floor" > <div class= "department executive" > <div class= "conference-table" > <div class= "meeting-participants" > <!-- Animated meeting characters --> </div> </div> </div> <!-- More departments... --> </div> </div> Enter fullscreen mode Exit fullscreen mode ** 🔗 View Full Source Code on GitHub** mohamednizzad / Pure-CSS-Magic- Pure CSS Magic: How to Build a Realistic 3D Office Experience 🏢 Modern Office Environment - Pure CSS Art A stunning, interactive 3D office environment created entirely with HTML and CSS - no JavaScript required! This project showcases modern office culture with diverse teams, realistic animations, and professional workplace scenarios. ✨ Features 🎯 Four Department Layout Executive Office - Meeting in progress with presentation screen and animated participants Development Team - Casual-professional developers with coding screens Marketing Department - Creative professionals in formal attire with design tools HR Department - Live job interview scene with resume stack and dialogue 🌍 Multicultural Representation Diverse skin tones and ethnicities across all departments Authentic professional styling for different roles Inclusive workplace environment 🎨 Pure CSS Animations Meeting Gestures - Participants take turns speaking with body language Interview Dynamics - Nervous candidate and confident interviewer interactions Water Cooler Gossip - Three colleagues sharing office news Live Notifications - Sliding office updates panel Working Clock -… View on GitHub 3️⃣ My Journey The Creative Process This project started as a simple idea: "Can I create people using only CSS?" But it quickly evolved into something much more ambitious. Here's how the journey unfolded: Day 1: Character Creation I spent the first dayjust figuring out how to create realistic human figures using CSS shapes. The breakthrough came when I realized I could use border-radius creatively and layer multiple elements to create depth. Getting the proportions right for heads, bodies, and limbs was trickier than expected! Day 2: Bringing Characters to Life Static figures were boring. I dove deep into CSS keyframe animations, learning how subtle movements could convey personality. The nervous candidate's slight fidgeting, the confident interviewer's nodding, the gossiping colleagues leaning in - each animation tells a story. Day 3: Building the Environment The 3D office building was the most challenging part. I had to master CSS 3D transforms, perspective, and the glass morphism effect. Getting the lighting and shadows right to make it feel like a real glass office took countless iterations. Day 4: Polish and Accessibility The final week was about making everything responsive, accessible, and performant. I added ARIA labels, optimized animations for different screen sizes, and ensured the experience worked across all browsers. What I Learned Technical Discoveries: CSS 3D transforms are incredibly powerful when combined with proper perspective Staggered animation delays can create complex, orchestrated sequences backdrop-filter is a game-changer for modern glass effects CSS Grid makes responsive layouts elegant and maintainable Design Insights: Small details make huge differences - a 2-degree rotation can convey nervousness Color psychology matters - each department's color scheme affects how we perceive the team Diversity representation requires thoughtful, authentic design choices Storytelling through animation is more powerful than static imagery Performance Lessons: CSS animations are hardware-accelerated and incredibly smooth Avoiding JavaScript doesn't mean sacrificing interactivity Semantic HTML structure improves both accessibility and SEO Single-file projects can be surprisingly powerful What I'm Particularly Proud Of 🌍 Authentic Diversity: Creating characters with different skin tones, hair styles, and cultural elements that feel genuine, not tokenistic. 🎭 Storytelling Through Animation: Each character's movement tells their story - you can feel the candidate's nervousness and the executive's confidence. ⚡ Performance: The entire experience runs at 60fps with zero JavaScript, proving that CSS can handle complex interactions efficiently. ♿ Accessibility: Despite being visually complex, the project works perfectly with screen readers and keyboard navigation. 📱 Responsive Magic: The office seamlessly transforms from a 2x2 grid to a vertical stack on mobile while maintaining all animations. Challenges Overcome The Diversity Challenge: Representing different ethnicities authentically required research and sensitivity. I studied real workplace photos and consulted with colleagues to ensure respectful representation. The Animation Timing Challenge: Coordinating multiple animations to feel natural was like conducting an orchestra. Getting the speech bubbles to appear at the right moments took dozens of iterations. The 3D Perspective Challenge: Making the glass office feel three-dimensional while maintaining readability across devices required mastering CSS 3D transforms and perspective calculations. 4️⃣ The Magic of Modern CSS 3D Transforms and Perspective The foundation of our office environment uses CSS 3D transforms to create depth: .office-container { perspective : 1500px ; } .office-building { transform-style : preserve-3d ; backdrop-filter : blur ( 15px ); } .department :hover { transform : translateZ ( 30px ) rotateY ( 5deg ); } Enter fullscreen mode Exit fullscreen mode This creates a glass office building with departments that lift and rotate when you hover over them. Glass Morphism Effect Modern offices love that sleek glass look: .department { background : rgba ( 255 , 255 , 255 , 0.15 ); border : 2px solid rgba ( 255 , 255 , 255 , 0.3 ); backdrop-filter : blur ( 10px ); box-shadow : 0 4px 16px rgba ( 0 , 0 , 0 , 0.2 ); } Enter fullscreen mode Exit fullscreen mode Realistic Character Animations The meeting participants have natural gestures: @keyframes meeting-gesture { 0 %, 85 %, 100 % { transform : rotate ( 0deg ); } 10 %, 75 % { transform : rotate ( 3deg ); } 40 %, 50 % { transform : rotate ( -2deg ); } } .meeting-person { animation : meeting-gesture 6s infinite ease-in-out ; } Enter fullscreen mode Exit fullscreen mode 🌍 Embracing Diversity in Design One of the most important aspects of this project is representing a multicultural workplace: /* Diverse skin tones */ .employee :nth-child ( 1 ) .emp-head { background : #F5DEB3 ; } .employee :nth-child ( 2 ) .emp-head { background : #8D5524 ; } .employee :nth-child ( 3 ) .emp-head { background : #FFDBAC ; } .employee :nth-child ( 4 ) .emp-head { background : #3C2415 ; } Enter fullscreen mode Exit fullscreen mode Each department features people with different ethnicities, professional styles, and authentic diversity that reflects modern workplaces. 🎭 Bringing Office Culture to Life The Executive Meeting .conference-table { background : linear-gradient ( 145deg , #8B4513 , #A0522D ); border-radius : 20px ; } .presentation-screen { background : linear-gradient ( 135deg , #FFD700 , #FFA500 ); } Enter fullscreen mode Exit fullscreen mode The executive section features a conference table with animated participants and a live presentation screen showing business charts. The Job Interview .interviewer { animation : interviewer-nod 4s infinite ease-in-out ; } .candidate { animation : candidate-nervous 3s infinite ease-in-out ; } Enter fullscreen mode Exit fullscreen mode The HR department showcases a realistic interview scenario with body language that tells a story - the confident interviewer and the slightly nervous candidate. Water Cooler Gossip .gossip-person { animation : gossip-lean 4s infinite ease-in-out ; } @keyframes gossip-lean { 0 %, 80 %, 100 % { transform : rotate ( 0deg ); } 40 % { transform : rotate ( 4deg ) translateX ( 1px ); } } Enter fullscreen mode Exit fullscreen mode Three diverse colleagues lean in conspiratorially, sharing the latest office news with animated speech bubbles. 📱 Responsive Design Without Media Query Overload Using CSS Grid makes responsive design elegant: .office-floor { display : grid ; grid-template-columns : 1 fr 1 fr ; grid-template-rows : 1 fr 1 fr ; gap : 20px ; } @media ( max-width : 768px ) { .office-floor { grid-template-columns : 1 fr ; grid-template-rows : repeat ( 4 , 1 fr ); } } Enter fullscreen mode Exit fullscreen mode On mobile, the four departments stack vertically while maintaining all animations and interactions. 🎨 Advanced CSS Techniques Used 1. Keyframe Animations for Storytelling Each character has unique animations that tell their story - from nervous interview candidates to confident executives. 2. CSS-Only Speech Bubbles .speech-bubble :before { content : '' ; position : absolute ; bottom : -10px ; border-top : 10px solid white ; border-left : 10px solid transparent ; border-right : 10px solid transparent ; } Enter fullscreen mode Exit fullscreen mode 3. Staggered Animation Delays .notification-item :nth-child ( 2 ) { animation-delay : 0s ; } .notification-item :nth-child ( 3 ) { animation-delay : 3s ; } .notification-item :nth-child ( 4 ) { animation-delay : 6s ; } Enter fullscreen mode Exit fullscreen mode 4. Working Analog Clock .hour-hand { animation : hour-rotate 43200s infinite linear ; } .minute-hand { animation : minute-rotate 3600s infinite linear ; } Enter fullscreen mode Exit fullscreen mode 🚀 Performance Benefits of CSS-Only Approach By avoiding JavaScript, we get: Faster Loading - No script parsing or execution Better Performance - Hardware-accelerated CSS animations Universal Compatibility - Works in any CSS3-capable browser Accessibility - Screen readers can easily parse the content SEO Friendly - All content is in HTML 🛠️ Technical Implementation Highlights Glass Office Building Structure <div class= "office-building" > <div class= "office-floor" > <div class= "department executive" > <!-- Executive meeting content --> </div> <div class= "department development" > <!-- Development team content --> </div> <!-- More departments... --> </div> </div> Enter fullscreen mode Exit fullscreen mode Character Creation with CSS .person-head { width : 30px ; height : 30px ; border-radius : 50% ; background : linear-gradient ( 145deg , #C68642 , #A0522D ); } .person-body { width : 35px ; height : 60px ; background : linear-gradient ( 145deg , #FF6347 , #DC143C ); border-radius : 15px 15px 5px 5px ; } Enter fullscreen mode Exit fullscreen mode 5️⃣ Key Takeaways CSS is Powerful - Modern CSS can create complex, interactive experiences Performance Matters - CSS-only animations are smooth and efficient Accessibility First - Semantic HTML with CSS styling is screen-reader friendly Responsive by Design - CSS Grid makes responsive layouts elegant Storytelling Through Animation - Small details bring characters to life 🔗 Try It Yourself The complete source code is available on GitHub. Open the HTML file in any modern browser and watch the office come to life! Key Features: ✅ Zero JavaScript dependencies ✅ Fully responsive design ✅ Accessibility compliant ✅ Cross-browser compatible ✅ Multicultural representation ✅ Professional animations 6️⃣ What's Next This project opened my eyes to CSS's storytelling potential. I'm planning: 🏙️ City Expansion: Adding more floors with different departments (cafeteria, gym, rooftop garden) 🌙 Day/Night Cycle: CSS-only time progression showing the office from morning rush to evening cleanup 🎮 Interactive Scenarios: Hover interactions that trigger different office situations 🌐 Internationalization: Adapting the office for different cultural contexts and work styles 📚 Educational Series: Breaking down each technique into tutorials for other developers Lessons for Fellow Developers Don't Underestimate CSS: Modern CSS can create experiences that rival JavaScript-heavy applications Start Small, Think Big: Begin with simple shapes and gradually add complexity Animation is Storytelling: Every movement should have purpose and meaning Accessibility from Day One: Build inclusivity into your design process, not as an afterthought Performance Matters: CSS animations are not just pretty - they're practical for production This journey taught me that the best CSS art isn't just about technical prowess - it's about using technology to tell human stories. Every office worker who sees this project should recognize themselves and their colleagues in these animated characters. The web is a canvas, CSS is our paintbrush, and every developer is an artist waiting to create something meaningful. 🔼 Go Up 1️⃣ My Inspiration 2️⃣ What we're building 3️⃣ My Journey 4️⃣ The Magic of Modern CSS 5️⃣ Key Takeaways 6️⃣ What's Next What's the most creative CSS-only project you've built? Share your experiences in the comments below! 👇 If you enjoyed this article, follow me for more web development tips and creative coding projects! Top comments (16) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Olive Aaron Olive Aaron Olive Aaron Follow Olivia Aaron is a passionate software developer specializing in full-stack development, AI solutions, and open-source contributions, with a knack for crafting innovative and user-focused applications. Location Colombo, Sri Lanka Education University of Texas Pronouns She Work MLOps Engineer Joined Jan 17, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Great. I just like holistic office concept Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Thank you. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Mohamed niffraz Ahamed rameez Mohamed niffraz Ahamed rameez Mohamed niffraz Ahamed rameez Follow Joined Jan 19, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Excellent Nizzad. It’s really worth to read. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Thanks for reading Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Akshan Ahamed Akshan Ahamed Akshan Ahamed Follow Joined Jan 16, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Great Sir 💫 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Thank you Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand ANAS MANSOOR ANAS MANSOOR ANAS MANSOOR Follow Learning Joined Jul 10, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Appreciated sir,💥💐❤️ Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Thank you. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Sujah Ameer Sujah Ameer Sujah Ameer Follow Joined Jan 7, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Nice work Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nizzad Nizzad Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 • Jul 27 '25 Dropdown menu Copy link Hide Thank you. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Meenakshi Agarwal Meenakshi Agarwal Meenakshi Agarwal Follow Meenakshi Agarwal, 10+ years in IT. Managing TechBeamers.com, creating insightful tutorials, quizzes, and exercises in C, Python, Java, SQL, Selenium, and C-Sharp. Location New Delhi Education Master of Computer Applications (M.C.A.) Work Software Architect at TechBeamers Joined Dec 21, 2018 • Jul 28 '25 Dropdown menu Copy link Hide This is a really impressive showcase of what CSS can do! The attention to detail in capturing office dynamics through pure CSS is fantastic. I especially love the focus on multicultural representation... Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shan F Shan F Shan F Follow I am a Computer Science Professional exploring Generative AI Solutions. Location Sri Lanka Pronouns She / Her Work Freelance Consultant Joined Apr 9, 2025 • Jul 28 '25 Dropdown menu Copy link Hide So much with CSS Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Ansell Maximilian Ansell Maximilian Ansell Maximilian Follow Email ansellmaximilian@gmail.com Location Tangerang, Indonesia Pronouns He/Him Joined Jan 17, 2021 • Aug 8 '25 Dropdown menu Copy link Hide This is great. Reminds me of Growtopia Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Anne Rose Anne Rose Anne Rose Follow Joined Jan 20, 2025 • Aug 3 '25 Dropdown menu Copy link Hide It's interesting to see your corporate office concept. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Yousuf Mohamed Yousuf Mohamed Yousuf Mohamed Follow Aspiring Computer Engineer Joined Jul 11, 2025 • Aug 1 '25 Dropdown menu Copy link Hide It's pure CSS Magic Like comment: Like comment: 1 like Like Comment button Reply View full discussion (16 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 Nizzad Follow Data Scientist / AWS Certified (2X) ML Specialist | AWS ABW Grant Recipient '24 | 2 (Masters + Bachelors) | Researcher - NLP (Bias & Fairness) | Attorney-at-Law | Supervised 100+ Location Abu Dhabi, United Arab Emirates Education BIT (UOM), MSc in IT (SLIIT), MBA (SEUSL), LL.B (OUSL), Attorney-at-Law Pronouns He/Him Work Data Scientist, AI Engineer, Machine Learning Engineer, Research Supervisor Joined Jan 9, 2025 More from Nizzad 📊 Building TaskFlow Pro: A Complete Enterprise Task Management System with 24+ KendoReact Free Components # devchallenge # kendoreactchallenge # react # webdev 🏡 DreamNest.AI: AI-Powered House Design, 2D & 3D Plan Audio & Video Walkthroughs & Smart E-Commerce # devchallenge # googleaichallenge # ai # gemini 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 # devchallenge # assemblyaichallenge # ai # api 💎 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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Got it Close Show all 20 badges More info about @qainsights Organizations AWS Community Builders GitHub Repositories Bolt-Protocol-Script-JMeter 1 star Black-Friday-Performance-Testing 🦃 Black Friday Performance Testing Experiment 🙏 Python • 11 stars windows-docker-jmeter Windows container for JMeter PowerShell • 5 stars Skills/Languages jack of all; master of none Currently learning HTML, CSS, JavaScript, React, Docker, Kubernetes, AWS, Python, and more. Currently hacking on qainsights.com | perfgpt.ai | cybersecurity Available for Technical Writing and Training Post 170 posts published Comment 140 comments written Tag 33 tags followed Kan [கண்] is an intelligent eye health monitoring application NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Oct 20 '25 Kan [கண்] is an intelligent eye health monitoring application # hackathon 4 reactions Comments Add Comment 1 min read Want to connect with NaveenKumar Namachivayam ⚡? 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Sign in Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Mar 18 '25 Introducing a Lightweight Apache JMeter Docker Image: Efficient Load Testing Made Simple # performance # docker # tutorial # java 4 reactions Comments Add Comment 5 min read Introducing Feather Wand: Your AI-Powered Companion for JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Mar 4 '25 Introducing Feather Wand: Your AI-Powered Companion for JMeter # java # ai # testing # performance 10 reactions Comments Add Comment 8 min read Conquer Your Grocery Budget with Clip It!: The Free Chrome Extension That Makes Kroger Savings a Breeze NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 19 '24 Conquer Your Grocery Budget with Clip It!: The Free Chrome Extension That Makes Kroger Savings a Breeze # productivity # tooling # developer # browser 5 reactions Comments Add Comment 4 min read Unlocking the Power of Large Language Models with Kel: Enhancing Workflow and Productivity NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 20 '23 Unlocking the Power of Large Language Models with Kel: Enhancing Workflow and Productivity # ai # llm # productivity # python 6 reactions Comments Add Comment 6 min read Introducing the Apache JMeter Docker Extension NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 6 '23 Introducing the Apache JMeter Docker Extension # docker # testing # performance # tutorial 7 reactions Comments Add Comment 12 min read Deep-dive into Vegeta - HTTP load testing tool and library NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Oct 31 '23 Deep-dive into Vegeta - HTTP load testing tool and library # testing # performance # go # tutorial 8 reactions Comments 1 comment 13 min read Browser Performance Testing using k6 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Oct 20 '23 Browser Performance Testing using k6 # performance # testing # go # tutorial 6 reactions Comments Add Comment 10 min read What's new in Apache JMeter 5.6? NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 2 '23 What's new in Apache JMeter 5.6? # performance # testing # java # tools 9 reactions Comments Add Comment 4 min read Introducing PerfGPT - analyze your performance test results using OpenAI NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Mar 10 '23 Introducing PerfGPT - analyze your performance test results using OpenAI # openai # opensource # testing # performance 11 reactions Comments Add Comment 3 min read Integrity Check using PGP for JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Feb 1 '23 Integrity Check using PGP for JMeter # cryptocurrency # blockchain # web3 1 reaction Comments Add Comment 8 min read ChatGPT Use cases for Performance Engineers NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jan 23 '23 ChatGPT Use cases for Performance Engineers # ai # testing # performance # machinelearning 15 reactions Comments 2 comments 15 min read Gifted my wife an AWS EC2 Automation Script NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Jan 3 '23 Gifted my wife an AWS EC2 Automation Script # aws # cloud # beginners # tutorial 10 reactions Comments 2 comments 4 min read Install and Launch JMeter GUI on AWS EC2 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Dec 31 '22 Install and Launch JMeter GUI on AWS EC2 # aws # performance # testing # java 22 reactions Comments 1 comment 4 min read AWS Network Manager for Performance Engineers NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Dec 30 '22 AWS Network Manager for Performance Engineers # emptystring 13 reactions Comments 2 comments 4 min read Apache Commons Text CVE-2022-42889 Fix for JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 7 '22 Apache Commons Text CVE-2022-42889 Fix for JMeter # performance # testing # java # security 5 reactions Comments 1 comment 6 min read Spin your own VS Code in Digital Ocean NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 12 '22 Spin your own VS Code in Digital Ocean # tutorial # vscode # cloud 6 reactions Comments Add Comment 5 min read Using Proxychains in JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 9 '22 Using Proxychains in JMeter # java # testing # tutorial # security 20 reactions Comments Add Comment 8 min read Getting Started with Proxyman NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 6 '22 Getting Started with Proxyman # performance # testing # webdev # ios 5 reactions Comments Add Comment 6 min read Correlation - The Hard Way in JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 29 '22 Correlation - The Hard Way in JMeter # tutorial # java # testing # performance 8 reactions Comments Add Comment 6 min read Start using Toolbox in Fedora Silverblue NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 15 '22 Start using Toolbox in Fedora Silverblue # linux # tutorial # opensource 7 reactions Comments Add Comment 6 min read Getting Started with Fedora Silverblue NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 1 '22 Getting Started with Fedora Silverblue # linux # tutorial # opensource 8 reactions Comments Add Comment 9 min read Getting Started with Artillery NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jul 28 '22 Getting Started with Artillery # tutorial # performance # testing # javascript 7 reactions Comments Add Comment 6 min read Deploy JPetStore in Digital Ocean NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jul 12 '22 Deploy JPetStore in Digital Ocean # docker # testing # tutorial # cloud 11 reactions Comments 1 comment 7 min read Docker SBOM NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jul 11 '22 Docker SBOM # docker # cloud # security # tutorial 11 reactions Comments 1 comment 3 min read Getting Started with Chaos Engineering NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jun 30 '22 Getting Started with Chaos Engineering # beginners # chaos # testing 7 reactions Comments Add Comment 6 min read What is HTTP 103? NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jun 22 '22 What is HTTP 103? # http # chrome # webdev # performance 112 reactions Comments 9 comments 5 min read Policy Sentry - IAM Least Privilege Policy Generator NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Jun 7 '22 Policy Sentry - IAM Least Privilege Policy Generator # aws # security # tutorial # cloud 10 reactions Comments Add Comment 8 min read Cloudsplaining - AWS IAM Security Assessment Tool NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Jun 3 '22 Cloudsplaining - AWS IAM Security Assessment Tool # cloud # aws # security # opensource 13 reactions Comments Add Comment 9 min read Chaos Engineering with LitmusChaos on AWS - Cross Account Implementation NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders May 27 '22 Chaos Engineering with LitmusChaos on AWS - Cross Account Implementation # aws # cloud # tutorial # kubernetes 11 reactions Comments Add Comment 7 min read Chaos Engineering with LitmusChaos on AWS EKS using IRSA NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders May 23 '22 Chaos Engineering with LitmusChaos on AWS EKS using IRSA # aws # chaos # tutorial # cloud 20 reactions Comments Add Comment 17 min read Upload files to AWS S3 in k6 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders May 9 '22 Upload files to AWS S3 in k6 # aws # tutorial # performance 22 reactions Comments Add Comment 7 min read Getting Started with JMeter DSL NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow May 2 '22 Getting Started with JMeter DSL # performance # java # testing # tutorial 6 reactions Comments 1 comment 7 min read Upload files to AWS S3 in JMeter using Groovy NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Apr 20 '22 Upload files to AWS S3 in JMeter using Groovy # performance # aws # java 15 reactions Comments Add Comment 8 min read Chaos Testing in LoadRunner using Gremlin NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Mar 31 '22 Chaos Testing in LoadRunner using Gremlin # performance # testing # tutorial # aws 12 reactions Comments Add Comment 9 min read Simple Web Server in JDK 18 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Mar 7 '22 Simple Web Server in JDK 18 # java # tutorial # testing 9 reactions Comments Add Comment 5 min read Getting Started with Eclipse Jifa NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Feb 28 '22 Getting Started with Eclipse Jifa # java # performance # tutorial # opensource 8 reactions Comments Add Comment 8 min read Performance Testing using Iter8 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Feb 15 '22 Performance Testing using Iter8 # kubernetes # performance # testing # tutorial 12 reactions Comments Add Comment 7 min read Getting Started with Loadsy NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Feb 7 '22 Getting Started with Loadsy # performance # testing # javascript # tutorial 9 reactions Comments Add Comment 9 min read Create JMeter Golden Image using Packer on AWS NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Jan 31 '22 Create JMeter Golden Image using Packer on AWS # aws # performance # devops # packer 14 reactions Comments Add Comment 7 min read Deploy JMeter on AWS using Terraform NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow for AWS Community Builders Jan 25 '22 Deploy JMeter on AWS using Terraform # aws # terraform # performance # jmeter 16 reactions Comments Add Comment 8 min read Open Model Thread Group in JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jan 3 '22 Open Model Thread Group in JMeter # testing # webperf # performance # tutorial 10 reactions Comments Add Comment 6 min read What's new in Apache JMeter 5.4.3? NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 24 '21 What's new in Apache JMeter 5.4.3? # testing # performance # webperf # tutorial 8 reactions Comments Add Comment 3 min read What's new in Apache JMeter 5.4.2? NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 23 '21 What's new in Apache JMeter 5.4.2? # webperf # testing # tutorial # performance 12 reactions Comments Add Comment 2 min read Log4j Vulnerability - Important Note to Performance Engineers NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 17 '21 Log4j Vulnerability - Important Note to Performance Engineers # performance # webperf # tutorial # testing 11 reactions Comments 2 comments 4 min read HTTPie for Web and Desktop NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 8 '21 HTTPie for Web and Desktop # tutorial # webperf # performance # testing 22 reactions Comments 4 comments 5 min read Getting Started with Azure Load Testing NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Dec 3 '21 Getting Started with Azure Load Testing # performance # azure # testing # webperf 13 reactions Comments Add Comment 9 min read Check Internet Speed with Apple Network Responsiveness NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 19 '21 Check Internet Speed with Apple Network Responsiveness # performance # tooling # tutorial 10 reactions Comments Add Comment 5 min read ddosify action NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 15 '21 ddosify action # actionshackathon21 # github # performance # webperf 8 reactions Comments Add Comment 1 min read Good Vs Bad Performance Test Engineer NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 11 '21 Good Vs Bad Performance Test Engineer # webperf # performance # testing 9 reactions Comments 1 comment 3 min read What's new in Micro Focus Professional 2021 R2? NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Nov 8 '21 What's new in Micro Focus Professional 2021 R2? # performance # testing # webperf 6 reactions Comments Add Comment 4 min read Ddosify : High-performance load testing tool NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Oct 25 '21 Ddosify : High-performance load testing tool # performance # testing # webperf # go 15 reactions Comments 1 comment 8 min read HTTP Prompt for Performance Engineers NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 28 '21 HTTP Prompt for Performance Engineers # testing # tools # webperf # performance 19 reactions Comments Add Comment 6 min read Ten things you should learn before learning about performance testing NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 21 '21 Ten things you should learn before learning about performance testing # testing # webperf # performance # tools 10 reactions Comments 1 comment 7 min read Five things to know before learning JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 20 '21 Five things to know before learning JMeter # testing # performance # webperf # tooling 8 reactions Comments Add Comment 5 min read HTTPie for Performance Engineers NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 8 '21 HTTPie for Performance Engineers # testing # tutorial # webperf # webdev 68 reactions Comments Add Comment 5 min read HTTP Toolkit for Performance Engineers ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 3 '21 HTTP Toolkit for Performance Engineers ⚡ # tutorial # testing # performance # webperf 37 reactions Comments 2 comments 7 min read cURL Tips for Performance Engineers 💫 NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Sep 1 '21 cURL Tips for Performance Engineers 💫 # testing # performance # webperf # tutorial 11 reactions Comments 2 comments 4 min read Recording on JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Aug 17 '21 Recording on JMeter # performance # testing # tutorial # webperf 9 reactions Comments Add Comment 5 min read The Best Garbage Collection for JMeter NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ NaveenKumar Namachivayam ⚡ Follow Jul 6 '21 The Best Garbage Collection for JMeter # performance # testing # tutorial # java 8 reactions Comments Add Comment 12 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — Your community HQ Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://docs.devcycle.com/cli/ | DevCycle CLI & MCP Server | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI On this page DevCycle CLI & MCP Server This repository contains the DevCycle CLI for managing feature flags from the command line, plus an MCP (Model Context Protocol) server that enables AI coding assistants to interact with DevCycle. Major features include: Fully manage your Features, Variables, Variations and Targeting Rules from the command line Detect and list DevCycle Variable usages in your codebase Manage your Self-Targeting Overrides to quickly switch between Variable values Generate type definitions for type-safe usage of DevCycle (Typescript only) MCP (Model Context Protocol) server for AI-powered feature flag management with Cursor and Claude The CLI can be customized in several ways using command-line args or by creating a configuration file . Command Topics Pattern captures the key including surrounding quotes Pattern strips quotes, capturing only the content MCP Server for AI Assistants The DevCycle MCP (Model Context Protocol) server enables AI coding assistants like Cursor and Claude to manage feature flags directly from your development environment. DevCycle offers a hosted MCP server that requires no local installation. Quick Setup (No Installation Required) Configure your AI assistant to use the hosted MCP server: Cursor : Add to .cursor/mcp_settings.json : { "mcpServers" : { "devcycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Claude Desktop : Add to your Claude config file: { "mcpServers" : { "devcycle" : { "command" : "npx" , "args" : [ "mcp-remote" , "https://mcp.devcycle.com/mcp" ] } } } That's it! The server will guide you through OAuth authentication when you first use it. Your AI assistant can now create, update, and manage feature flags on your behalf. For local installation options, detailed configuration, available tools, and advanced usage, see the complete MCP documentation . CLI Documentation Setup Install the CLI Using NPM $ npm install -g @devcycle/cli Or alternatively, using homebrew $ brew tap devcyclehq/cli $ brew install devcycle Authentication Many of the CLI commands require DevCycle API authorization. There are several ways to provide these credentials. Using Access Tokens (preferred) Login Command By using the login sso command , the CLI will retrieve and store an access token, which is valid for 24 hours. The login again command can be used to retrieve a new access token using the saved project and organization without prompting for them. This process will open browser windows to interact with the DevCycle universal login page. It will first obtain a personal access token, then prompt you to choose an organization. A second browser window is used to authenticate the CLI with your chosen organization. To switch organizations once logged in, the organizations select command can be used. If executing the CLI in a containerized environment, please ensure one of the following PORTs can be accessed via Port Forwarding: 2194 (default), 2195, 2196 or 8080. This will allow the authentication process to complete and set the access token appropriately. Repo Init Command The repo init command behaves in the same way as login sso , but creates a repo configuration file and stores the project and organization choices there instead. Using Client Credentials Client Credentials in Auth File Use the dvc status command to find the configuration file location for your platform. The credentials can be stored in the file pointed to by the Auth config path. Create the file if it does not exist, with the following contents. clientCredentials : client_id : <your client id > client_secret : <your client secret > This file should not be checked in to version control. The default location is based on the oclif configDir If you intend to run the CLI using options that override config file locations, the dvc status command command can be run with those options to confirm that the file locations are as expected. Project Selection You also need to specify the default project ID for the CLI to use. If there is a repo configuration file, the dvc diff and dvc usages commands will use the project defined there. Otherwise, this is chosen during login or set using the project select command Environment Variables Set the following environment variables: $ export DEVCYCLE_CLIENT_ID=<your client id> $ export DEVCYCLE_CLIENT_SECRET=<your client secret> $ export DEVCYCLE_PROJECT_KEY=<your project key> Command-Line Arguments The CLI can be run with the following arguments: $ dvc --client-id=<your client id> --client-secret=<your client secret> --project=<your project key> Github Action The Devcycle Github actions are configured with auth information through the project-key , client-id and client-secret configuration parameters. This is passed to the CLI via command line arguments. Usage $ npm install -g @devcycle/cli $ dvc COMMAND running command... $ dvc (--version) @devcycle/cli/6.2.1 linux-x64 node-v22.21.1 $ dvc --help [COMMAND] USAGE $ dvc COMMAND ... Command Topics dvc alias - Manage repository variable aliases. dvc autocomplete - display autocomplete installation instructions dvc cleanup - Replace a DevCycle variable with a static value in the current version of your code. Currently only JavaScript is supported. dvc diff - Print a diff of DevCycle variable usage between two versions of your code. dvc environments - Create a new Environment for an existing Feature. dvc features - Create, view, or modify Features with the Management API. dvc generate - Generate Devcycle related files. dvc help - Display help for dvc. dvc identity - View or manage your DevCycle Identity. dvc keys - Retrieve SDK keys from the Management API. dvc login - Log in to DevCycle. dvc logout - Discards any auth configuration that has been stored in the auth configuration file. dvc organizations - List or switch organizations. dvc overrides - Create, view, or modify Overrides for a Project with the Management API. dvc projects - Create, or view Projects with the Management API. dvc repo - Manage repository configuration. dvc status - Check CLI status. dvc targeting - Create, view, or modify Targeting Rules for a Feature with the Management API. dvc usages - Print all DevCycle variable usages in the current version of your code. dvc variables - Create, view, or modify Variables with the Management API. dvc variations - Create a new Variation for an existing Feature. Repo Configuration The following commands can only be run from the root of a configured repository dvc diff dvc usages dvc alias dvc cleanup Many of the options available as command-line args can also be specified using a repo configuration file. The default location for this file is <REPO ROOT>/.devcycle/config.yml . This location can be overridden using the --repo-config-path flag. The configuration file format is documented below: ### the project and organization to use when connecting to the DevCycle Rest API for this repo project : "project-key" org : id : "org_xxxxxx" name : "unique-org-key" display_name : "Human Readable Org Name" ### block for configuring "code insights" features like diff and variable usage scanning ### use this section to improve the detection of DevCycle usage within your code codeInsights : ### add additional names to check for when looking for instances of DVCClient from an SDK clientNames : - "dvcClient" ### map the values used in your code to the corresponding variable key in DevCycle variableAliases : "VARIABLES.ENABLE_V1" : "enable-v1" ### additional regex patterns used to match variables for a specific file extension matchPatterns : ### file extension to override for, containing a list of patterns to use js : - dvcClient\.variable\(\s* [ "' ] ( [ ^"' ] *) [ "' ] ### an array of file glob patterns to include in usage scan includeFiles : - "*.[jt]s" ### an array of file glob patterns to exclude from usage scan excludeFiles : - "dist/*" Match Patterns and Aliases When identifying variable usages in the code, the CLI will identify DevCycle SDK methods by default. To capture other usages you may define match patterns. Match patterns are defined by file extension. note Each pattern must include exactly one capture group for the variable key. Capture the entire key value (including surrounding quotes if you choose the “with quotes” pattern). Match patterns can be defined in the configuration file, for example: codeInsights : matchPatterns : js : - customVariableGetter\(\s* [ "' ] ( [ ^"' ] *) [ "' ] ts : - customVariableGetter\(\s* [ "' ] ( [ ^"' ] *) [ "' ] jsx : - customVariableHook\(\s* [ "' ] ( [ ^"' ] *) [ "' ] - customVariableGetter\(\s* [ "' ] ( [ ^"' ] *) [ "' ] tsx : - customVariableHook\(\s* [ "' ] ( [ ^"' ] *) [ "' ] - customVariableGetter\(\s* [ "' ] ( [ ^"' ] *) [ "' ] Capturing with or without quotes Match patterns can capture variable keys with or without quotes, which affects whether aliases are needed: With quotes: ## Pattern captures the key including surrounding quotes - dvcClient\.variable\(\s *( [ "' ] [ ^"' ] * [ "' ] )\s* , Matches: dvcClient.variable('my-variable', default) Captures: 'my-variable' (with quotes) Without quotes (aliases or generated constants required): ## Pattern strips quotes, capturing only the content - dvcClient\.variable\(\s* [ "' ] ( [ ^"' ] *) [ "' ] Matches: dvcClient.variable('my-variable', default) Captures: my-variable Match patterns can also be passed directly to relevant commands using the --match-pattern flag: dvc usages --match-pattern ts="customVariableGetter\(\s*["']([^"']*)["']" js="customVariableGetter\(\s*["']([^"']*)["']" When testing your regex the --show-regex flag can be helpful. This will print all patterns used to find matches in your codebase. dvc usages --show-regex Custom Wrapper Functions If you use wrapper functions around the SDK, add patterns for them. Example: Custom wrapper functions codeInsights : matchPatterns : ts : ## Matches: getFeatureFlag('my-variable', defaultValue) - getFeatureFlag\(\s *( [ ^ , ) ] *)\s* , ## Matches: isFeatureEnabled('my-variable') - isFeatureEnabled\(\s *( [ ^ , ) ] *)\s*\) tsx : ## Matches: useFeatureFlag('my-variable', defaultValue) - useFeatureFlag\(\s *( [ ^ , ) ] *)\s* , Edit this page Previous CLI / MCP Overview Next CLI Reference MCP Server for AI Assistants CLI Documentation Setup Authentication Usage Command Topics Repo Configuration DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Forem Close # monorepo Follow Hide Create Post Older #monorepo 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 Back to basics: a solid foundation for using AI coding agents in a monorepo Juha Kangas Juha Kangas Juha Kangas Follow Jan 11 Back to basics: a solid foundation for using AI coding agents in a monorepo # tooling # monorepo # ai # typescript Comments Add Comment 2 min read Resend package in Inbox Zero codebase. Ramu Narasinga Ramu Narasinga Ramu Narasinga Follow Jan 6 Resend package in Inbox Zero codebase. # opensource # inboxzero # email # monorepo Comments Add Comment 4 min read Stop Vibecoding AI Monoliths Alvaro Llamojha Alvaro Llamojha Alvaro Llamojha Follow Jan 5 Stop Vibecoding AI Monoliths # ai # vibecoding # monorepo 1 reaction Comments Add Comment 4 min read Monorepo vs. multiple repositories: what’s the best strategy for a growing codebase? Edvaldo Freitas Edvaldo Freitas Edvaldo Freitas Follow for Kodus Dec 24 '25 Monorepo vs. multiple repositories: what’s the best strategy for a growing codebase? # monorepo # multiplerepositories # codequality Comments Add Comment 8 min read Building a Full-Stack App with Turborepo, React, and Hono (Part 2: Developing the API) PARTHIV SAIKIA PARTHIV SAIKIA PARTHIV SAIKIA Follow Dec 21 '25 Building a Full-Stack App with Turborepo, React, and Hono (Part 2: Developing the API) # monorepo # javascript # fullstack # backend 2 reactions Comments Add Comment 9 min read Federated State Done Right: Zustand, TanStack Query, and the Patterns That Actually Work martin rojas martin rojas martin rojas Follow Dec 16 '25 Federated State Done Right: Zustand, TanStack Query, and the Patterns That Actually Work # modulefederation # microfrontends # react # monorepo Comments Add Comment 9 min read Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds # monorepo # architecture # turborepo # pnpm Comments Add Comment 32 min read Managing Large Java Monorepos with a Dynamic GitHub Actions Matrix Markus Markus Markus Follow Dec 13 '25 Managing Large Java Monorepos with a Dynamic GitHub Actions Matrix # github # monorepo # actions # cicd Comments Add Comment 3 min read cargo-rail: Making Rust Monorepos Boring Again loadingalias loadingalias loadingalias Follow Dec 10 '25 cargo-rail: Making Rust Monorepos Boring Again # rust # cargo # monorepo # tooling Comments Add Comment 13 min read Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds Saswata Pal Saswata Pal Saswata Pal Follow Dec 9 '25 Why I Chose Monorepo: From Copy-Paste Hell to 2.8s Builds # monorepo # turborepo # architecture # pnpm 1 reaction Comments Add Comment 7 min read How to sharing TypeScript codes Across Frontend and Backend in a Monorepo Aoda Zhang Aoda Zhang Aoda Zhang Follow Dec 25 '25 How to sharing TypeScript codes Across Frontend and Backend in a Monorepo # monorepo # programming # javascript # architecture 5 reactions Comments Add Comment 3 min read How we unified our Terraform module repositories Tom Masson Tom Masson Tom Masson Follow Nov 14 '25 How we unified our Terraform module repositories # nx # terraform # infrastructureascode # monorepo Comments Add Comment 3 min read Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo typv typv typv Follow Nov 13 '25 Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo # nestjs # turborepo # microservices # monorepo Comments Add Comment 1 min read Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo David (ダビッド ) David (ダビッド ) David (ダビッド ) Follow for The Dave Stack Nov 12 '25 Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo # monorepo # nx # turborepo # typescript Comments Add Comment 5 min read Mastering Python Monorepos: A Practical Guide Chandrashekhar Kachawa Chandrashekhar Kachawa Chandrashekhar Kachawa Follow Dec 12 '25 Mastering Python Monorepos: A Practical Guide # productivity # python # monorepo # programming Comments 2 comments 3 min read Nextblock Update: 5 NPM Libs, `npm create nextblock`, and What's Next NextBlock NextBlock NextBlock Follow Nov 3 '25 Nextblock Update: 5 NPM Libs, `npm create nextblock`, and What's Next # npm # opensource # nextjs # monorepo Comments Add Comment 2 min read Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity Saswata Pal Saswata Pal Saswata Pal Follow Dec 1 '25 Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity # turborepo # nx # monorepo # architecture 2 reactions Comments 1 comment 9 min read The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story wintrover wintrover wintrover Follow Nov 30 '25 The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story # devops # traefik # turborepo # monorepo Comments 2 comments 5 min read The GitHub Actions Documentation Problem: Managing Multiple Actions (And How to Fix It) reakaleek reakaleek reakaleek Follow Oct 24 '25 The GitHub Actions Documentation Problem: Managing Multiple Actions (And How to Fix It) # githubactions # documentation # monorepo Comments Add Comment 3 min read How I Organized My CLAUDE.md in a Monorepo with Too Many Contexts An Vo An Vo An Vo Follow Nov 2 '25 How I Organized My CLAUDE.md in a Monorepo with Too Many Contexts # ai # claude # devworkflow # monorepo Comments Add Comment 2 min read React Native, pnpm, and Monorepos: A Dependency Hoisting Journey Rad Code Rad Code Rad Code Follow Nov 5 '25 React Native, pnpm, and Monorepos: A Dependency Hoisting Journey # reactnative # pnpm # monorepo # kotlin 14 reactions Comments Add Comment 4 min read Combine Multiple Repos Into One Monorepo With One Root package-lock.json (Step-by-Step Guide) JLarky JLarky JLarky Follow Oct 14 '25 Combine Multiple Repos Into One Monorepo With One Root package-lock.json (Step-by-Step Guide) # monorepo # tooling # javascript # abotwrotethis 3 reactions Comments Add Comment 8 min read Managing Terraform Modules with Nx Monorepo Antoine Caron Antoine Caron Antoine Caron Follow Nov 2 '25 Managing Terraform Modules with Nx Monorepo # nx # devops # terraform # monorepo 2 reactions Comments Add Comment 15 min read Surviving pnpm + React Native: How I Finally Stopped Metro from Screaming About `@babel/runtime` Rad Code Rad Code Rad Code Follow Oct 30 '25 Surviving pnpm + React Native: How I Finally Stopped Metro from Screaming About `@babel/runtime` # reactnative # npm # monorepo # web3 11 reactions Comments Add Comment 3 min read `lazyrepo` usage in tldraw codebase. Ramu Narasinga Ramu Narasinga Ramu Narasinga Follow Sep 23 '25 `lazyrepo` usage in tldraw codebase. # lazyrepo # monorepo # opensource # tldraw Comments Add Comment 3 min read loading... trending guides/resources Nx vs. Turborepo: Integrated Ecosystem or High-Speed Task Runner? The Key Decision for Your Monorepo Why I Chose Turborepo Over Nx: Monorepo Performance Without the Complexity Mastering Python Monorepos: A Practical Guide React Native, pnpm, and Monorepos: A Dependency Hoisting Journey Federated State Done Right: Zustand, TanStack Query, and the Patterns That Actually Work Building a Full-Stack App with Turborepo, React, and Hono (Part 2: Developing the API) Surviving pnpm + React Native: How I Finally Stopped Metro from Screaming About `@babel/runtime` How I Organized My CLAUDE.md in a Monorepo with Too Many Contexts Managing Terraform Modules with Nx Monorepo Monorepo vs. multiple repositories: what’s the best strategy for a growing codebase? Why I Chose Monorepo Architecture: From Code Chaos to 2.8s Builds How to sharing TypeScript codes Across Frontend and Backend in a Monorepo The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration ... Managing Large Java Monorepos with a Dynamic GitHub Actions Matrix Shared Architecture: A NestJS Monorepo Starter Kit with Turborepo cargo-rail: Making Rust Monorepos Boring Again Stop Vibecoding AI Monoliths Resend package in Inbox Zero codebase. Back to basics: a solid foundation for using AI coding agents in a monorepo Nextblock Update: 5 NPM Libs, `npm create nextblock`, and What's Next 💎 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 — 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 . Forem © 2016 - 2026. We're a blogging-forward open source social network where we learn from one another Log in Create account | 2026-01-13T08:49:41 |
https://dev.to/t/eventdriven | Event-Driven Development! - 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 Event-Driven Development! Follow Hide Use this tag for all bogs related to event-driven development, microservices, managing eventual consistency or modern architecture designs. You can also use this tag to write about technologies and products in the event-driven domain like Kafka, Solace PubSub+, Rabbit MQ, Tibco...etc or messaging protocols like MQTT, AMQP...etc Create Post submission guidelines How should the tag be written? All lower-case letters for the tag: eventdriven. Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu The Messaging Challenges No One Talks About in Regulated, Air-Gapped, and Hybrid Environments Alvin Lee Alvin Lee Alvin Lee Follow Jan 8 The Messaging Challenges No One Talks About in Regulated, Air-Gapped, and Hybrid Environments # kafka # eventdriven # architecture # pubsub Comments Add Comment 5 min read Building a Clean Event Pipeline in Spring: From Simple Events to Async Listeners to the Outbox Pattern Jayesh Shinde Jayesh Shinde Jayesh Shinde Follow Jan 3 Building a Clean Event Pipeline in Spring: From Simple Events to Async Listeners to the Outbox Pattern # java # springboot # kafka # eventdriven Comments Add Comment 3 min read Event-Driven Data Pipelines - Real-Time Orchestration on AWS Andrew Kalik Andrew Kalik Andrew Kalik Follow Jan 3 Event-Driven Data Pipelines - Real-Time Orchestration on AWS # dataengineering # aws # eventdriven 2 reactions Comments Add Comment 4 min read Simple Service Relationships in EventBridge Roger Chi Roger Chi Roger Chi Follow for AWS Community Builders Jan 12 Simple Service Relationships in EventBridge # aws # serverless # eventdriven # awscdk 2 reactions Comments Add Comment 8 min read After a Decade on Meetup: Why We Built an Event Operating System Ajeet Singh Raina Ajeet Singh Raina Ajeet Singh Raina Follow Dec 28 '25 After a Decade on Meetup: Why We Built an Event Operating System # meetup # eventdriven # ai # mcp Comments Add Comment 3 min read Apache Kafka Explained: A Clear Mental Model for Event-Driven Systems NARESH NARESH NARESH Follow Dec 25 '25 Apache Kafka Explained: A Clear Mental Model for Event-Driven Systems # webdev # devops # kafka # eventdriven Comments Add Comment 10 min read Publisher–Subscriber Pattern in JavaScript (Simple Implementation) Bobby Sadhwani Bobby Sadhwani Bobby Sadhwani Follow Dec 25 '25 Publisher–Subscriber Pattern in JavaScript (Simple Implementation) # javascript # designpatterns # eventdriven # pubsub Comments Add Comment 2 min read User Connectivity: Two Years in Production — Lessons Learned and New Patterns Anoush Anoush Anoush Follow Dec 24 '25 User Connectivity: Two Years in Production — Lessons Learned and New Patterns # microsoft # eventdriven # softwareengineering # architecture Comments Add Comment 3 min read Mastering Event-Driven Systems with Kafka & Redpanda Hemanath Kumar J Hemanath Kumar J Hemanath Kumar J Follow Dec 22 '25 Mastering Event-Driven Systems with Kafka & Redpanda # kafka # redpanda # eventdriven # streamprocessing Comments Add Comment 2 min read Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) Felix Twoli Felix Twoli Felix Twoli Follow Jan 1 Event-Driven Architecture: Why Your App Should Stop Talking to Itself (And Start Listening) # systemdesign # eventdriven # microservices # distributedsystems 1 reaction Comments Add Comment 8 min read Event-Driven Architecture Part 2: Event Streaming and Pub/Sub Patterns Outdated Dev Outdated Dev Outdated Dev Follow Dec 17 '25 Event-Driven Architecture Part 2: Event Streaming and Pub/Sub Patterns # eventdriven # architecture # microservices # design 1 reaction Comments Add Comment 7 min read Distributed Laravel: High-Performance Event-Driven Architectures Sepehr Mohseni Sepehr Mohseni Sepehr Mohseni Follow Jan 7 Distributed Laravel: High-Performance Event-Driven Architectures # laravel # php # distributedsystems # eventdriven 1 reaction Comments 1 comment 3 min read Understanding the DOM in the Browser: A Complete Guide Farhad Rahimi Klie Farhad Rahimi Klie Farhad Rahimi Klie Follow Jan 7 Understanding the DOM in the Browser: A Complete Guide # eventdriven # dom # javascript # browser Comments Add Comment 4 min read Building Event-Driven Pipelines in Java Without Blocking Everything Markus Markus Markus Follow Dec 26 '25 Building Event-Driven Pipelines in Java Without Blocking Everything # java # reactive # eventdriven 1 reaction Comments Add Comment 3 min read Building a Scalable Audit Logging Pipeline in Elixir: Handling Millions of Events Without Breaking Your Database Ahsan Nabi Dar Ahsan Nabi Dar Ahsan Nabi Dar Follow Dec 29 '25 Building a Scalable Audit Logging Pipeline in Elixir: Handling Millions of Events Without Breaking Your Database # elixir # outbox # eventdriven # data 1 reaction Comments Add Comment 5 min read Implementing Event-Driven Architecture in PHP Dariusz Gafka Dariusz Gafka Dariusz Gafka Follow Dec 26 '25 Implementing Event-Driven Architecture in PHP # webdev # programming # php # eventdriven 2 reactions Comments Add Comment 7 min read Server-Sent Events in .NET 10: Finally, a Native Solution Mashrul Haque Mashrul Haque Mashrul Haque Follow Jan 5 Server-Sent Events in .NET 10: Finally, a Native Solution # dotnet # csharp # eventdriven # blazor 5 reactions Comments 1 comment 8 min read Serverless Made Simple: Automating Workflows with AWS Lambda, EventBridge & DynamoDB maryam mairaj maryam mairaj maryam mairaj Follow for SUDO Consultants Dec 3 '25 Serverless Made Simple: Automating Workflows with AWS Lambda, EventBridge & DynamoDB # eventdriven # lambda # aws # dynamodb Comments Add Comment 7 min read From Domain Events to Webhooks (using Symfony) Faizan Akram Dar Faizan Akram Dar Faizan Akram Dar Follow Dec 27 '25 From Domain Events to Webhooks (using Symfony) # symfony # php # webhooks # eventdriven 1 reaction Comments Add Comment 4 min read When Architecture Inverts Complexity - How CQRS and Event-Driven Architectures Undermine Scalable Domain Models Leon Pennings Leon Pennings Leon Pennings Follow Dec 31 '25 When Architecture Inverts Complexity - How CQRS and Event-Driven Architectures Undermine Scalable Domain Models # softwareengineering # cqrs # eventdriven # softwarearchitecture 2 reactions Comments Add Comment 5 min read Building Event-Driven Microservices with Apache Kafka: A Practical Architecture for High-Scale Platforms Chandramouli Holigi Chandramouli Holigi Chandramouli Holigi Follow Nov 20 '25 Building Event-Driven Microservices with Apache Kafka: A Practical Architecture for High-Scale Platforms # kafka # eventdriven # microservices # architecture Comments Add Comment 3 min read C# Architecture Mastery — Event-Driven Architecture in .NET (Clean Boundaries with Messaging) (Part 12) Cristian Sifuentes Cristian Sifuentes Cristian Sifuentes Follow Dec 23 '25 C# Architecture Mastery — Event-Driven Architecture in .NET (Clean Boundaries with Messaging) (Part 12) # dotnet # csharp # eventdriven # cleanarchitecture 3 reactions Comments Add Comment 3 min read Migrating an ERP-Driven Storefront Using a Message-Broker Architecture (RabbitMQ) Kasia Ryniak Kasia Ryniak Kasia Ryniak Follow Nov 19 '25 Migrating an ERP-Driven Storefront Using a Message-Broker Architecture (RabbitMQ) # programming # ruby # eventdriven # webdev Comments Add Comment 6 min read How to Host Your Website with Namecheap Domain and Render: A Complete Guide with Free SSL K-kibet K-kibet K-kibet Follow for Codespear Nov 17 '25 How to Host Your Website with Namecheap Domain and Render: A Complete Guide with Free SSL # react # security # webdev # eventdriven Comments Add Comment 4 min read Building Portfolio Insights: Lessons from an Event‑Driven .NET Microservices Dashboard Jose Maria Iriarte Jose Maria Iriarte Jose Maria Iriarte Follow Dec 16 '25 Building Portfolio Insights: Lessons from an Event‑Driven .NET Microservices Dashboard # microservices # eventdriven # architecture # github 2 reactions Comments 2 comments 4 min read loading... trending guides/resources Server-Sent Events in .NET 10: Finally, a Native Solution Event-Driven Architecture Part 2: Event Streaming and Pub/Sub Patterns Demystifying Confluent's Schema Registry Wire Format What Are Webhooks, and How Do You Implement Them? Sistemas distribuídos Infraestrutura Digital Moderna Understanding Kafka Architecture - The Complete Mental Model 🧠 Building Portfolio Insights: Lessons from an Event‑Driven .NET Microservices Dashboard 🧠 Kafka Broker vs Controller - Complete Guide Reducing Consumer Lag in Apache Kafka Proactive RDS Monitoring: How We Built an EventBridge-Powered Alert System for Flawless BFCM Events User Connectivity: Two Years in Production — Lessons Learned and New Patterns 🚀 Event-Driven Architecture (EDA): The Power of Reacting to Events Building an Event-Driven OCR Service: Challenges and Solutions From Tutorials to a Real Banking Platform: Inside Alvor Bank (.NET 10 + Angular 21 Nx Monorepo) The Symfony/HttpClient Cookbook: 4 Enterprise Patterns You Haven’t Seen Building a Scalable Audit Logging Pipeline in Elixir: Handling Millions of Events Without Breakin... Translating internal domain events into HTTP webhooks using Symfony. Noticed there were no docs, ... How to Host Your Website with Namecheap Domain and Render: A Complete Guide with Free SSL Preventing Breaking Changes in Event-Driven Systems with Contracts and Validation Distributed Laravel: High-Performance Event-Driven Architectures 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. 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https://dev.to/code42cate/tech-stack-lessons-from-scaling-20x-in-a-year-1ekh#what-stayed-the-same | Tech Stack Lessons from scaling 20x in a year - 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 Jonas Scholz Posted on Jan 9 • Originally published at sliplane.io Tech Stack Lessons from scaling 20x in a year # webdev # docker # devops # startup A year ago, I wrote about our tech stack and how it helped us run a lean cloud computing startup. Since then, we've scaled over 20x. That kind of growth is fun, but also breaks a lot of things and assumptions; and forces you to make hard choices, quickly :D Here's what changed, what stayed the same, and what we learned along the way. What Stayed the Same Some things just work. Our frontend is still Nuxt with Typescript and Tailwind ( RIP ). Our backend is still Go with Go-Gin . We still run on Hetzner bare-metal and use Firecracker for virtualization. Terraform still manages our infrastructure. Redis still handles caching. Crisp still powers customer support. AWS SES still sends our transactional emails. If it ain't broke, don't fix it. But plenty did break — or became too expensive to keep running the same way. Observability: Axiom → Parseable This was our biggest operational change. Last year I praised Axiom for logs. It was great, on the base plan. Until we scaled. As our traffic grew, so did our need for better tracing and more detailed logs. Our Axiom bill exploded past €1,000/month and kept climbing. At that point, you have to ask yourself: is this sustainable? Obviously not lol. We migrated to Parseable , self-hosted on Kubernetes with Minio for S3-compatible storage, all running on bare-metal. The product still feels early, but the team is responsive and ships fixes fast when something breaks. Big shoutout to Anant and Deba ! Would I recommend it? If you can't trade boatloads of money for time, yes. Self-hosting observability is work, but at our "scale" (we are still tiny), it's worth it. We still use Grafana for dashboards and alerts, that hasn't changed (for now, the bill is starting to hurt). Object Storage: Backblaze → IONOS/Hetzner Last year we used Backblaze for blob storage. It was cheap and reliable. The problem wasn't technical, it was purely political and a question of positioning. As we grew, so did the type of customers we attract. Enterprise customers, especially European ones, started pushing back on storing their data with US providers. GDPR compliance, data sovereignty, internal policies; the reasons varied, but the message was clear. No US providers! So our crusade to replace all US providers began with Backblaze. We moved to IONOS and Hetzner for object storage. Are they as good as Backblaze? No, not even close. But they're European, they're (barely) good enough, and they satisfy our customers' requirements. Honestly, if you're not required to use them I wouldn't. It feels like we don't really have a choice here. CDN: Cloudflare → Bunny Same story as storage. Cloudflare is an incredible product with features we'll never use. But customers asked for a European alternative. Bunny fits the bill. It's not feature-complete like Cloudflare, but it handles our CDN needs perfectly. It's fast, reasonably priced, and European. In that case this wasn't even a real tradeoff, Bunny does exactly what we need. For our super simple setup the migration took less than 2 hours. CI/CD: GitHub Actions → Namespace GitHub Actions served us well, but it's stagnated. We needed nested virtualization for testing Firecracker stuff. We needed better performance. GitHub wasn't delivering. We moved to Namespace for our runners. It's a great product — also European, which is becoming a theme here. The performance improvements alone were worth the switch. That said, we'll probably migrate to completely self-hosted runners eventually. The more we scale, the more control we want. Data Persistence: The Big One This was our most significant architectural change. Last year, I bragged about running everything in Postgres with Timescale, including hundreds of millions of analytics rows. That worked great until our database hit 2TB. At 2TB, Postgres becomes hard to manage. Stupid queries can take down prod, scaling is painful. Database pros are going to laugh about me here, 2TB is probably nothing in the grand scheme of things! I am not a postgres pro, and honestly wasn't planning on becoming one. Additionally, the cost just started to hurt. Especially considering that we want to do another 20x in 2026. So we built something simpler: hot data lives in Postgres , then gets flushed to S3 as Parquet files. For queries, we use DuckDB to read directly from S3. DuckDB is amazing . The results surprised us. P99 latency actually improved. Why? Most queries are "give me the last 5 minutes of metrics" or "show me the last 500 logs." That's all hot data sitting in Postgres. Historical queries hit S3, and DuckDB handles Parquet files like a champ. Those are, if not cached, of course slightly slower. This architecture saves money, scales better, and plays to our strengths. We understand S3. We don't understand running a 10TB Postgres cluster :D The Pattern Looking back at all these changes, there's a clear pattern: European everything. Customer pressure pushed us toward EU providers. Again, this isn't a technical decision. It's a business reality when you grow beyond startups and indie hackers. Self-host at scale. SaaS products are great until your bill crosses a threshold. Then you have to do the math on whether your time is cheaper than their prices. Simple beats clever. We didn't build a fancy distributed database. We flush data to S3 and query it with DuckDB . It's not sexy, but it works! (Actually I think the simplicity is quite sexy, but not great for resume-driven development) What's Next We'll probably self-host our CI runners soon. We're evaluating alternatives to AWS SES since, you know, European. The stack will keep evolving. That's the nature of building infrastructure at scale. But the core philosophy stays the same: keep it simple, keep it maintainable, and only add complexity when the problem forces you to. That's where we're at in 2026. Twenty times bigger, a few hard lessons learned, and a stack that's more European than ever. Cheers, Jonas Top comments (14) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 9 Dropdown menu Copy link Hide Why not have multiple Postgres databases, the hot and cold one for a start? Over time the cold database could be split up by periods. That is what you are doing with the Parquet files, not? Then the queries wil probably stay the same for the most part, there only needs to be a mechanism to connect to to the right database. If you are used to handling Postgres files, it seems more risky to convert the data from Postgres to Parquet files, and run them in a database that is less familiar than Postgres. It also introduced a risk of not fully transporting the Parquet file from S3 in case of a service outage. Wouldn't suspending one or more cold database servers have a similar cost reduction? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Thanks for the comment, not 100% sure if I understand what youre saying though - the point is also that I pay a lot for storing cold data, fast disks are expensive. S3 is cheap. The risk of not transporting doesnt really exist I think. I have good retry mechanisms for all error scenarios I could think of. Data is not deleted before I am 100% sure its stored in S3. Even partial failures are reconciled! If you suspend database servers you still pay for the disks, which isnt exactly what I'd like to do!:D Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 9 Dropdown menu Copy link Hide I assumed data was the main cost, but I wasn't sure. When I made the server suspension remark, I didn't think you needed to keep paying for the storage. But it makes sense form a hosting company standpoint. The thing I'm still wondering is why choose DuckDB over Postgres as the cold storage database? Even if you want to keep Parquet files, Postgres can import them too. I assume not all S3 data will be on the cold storage database server, that would just move the cost of the storage from one server to another. From the DuckDB documentation I get it works best with large datasets, so how is the performance for the loaded data compared with Postgres? The main goal of my comment is just trying to understand what made you pick that setup. So it is a mix of trying to gather my thoughts and having questions. Like comment: Like comment: 2 likes Like Thread Thread Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Postgres might be able to import it with an extension, but duckdb (in memory btw, no extra hosted instance), is literally made for that exact usecase. It takes a lot of work away, like caching, reading only what is really required, etc. Like comment: Like comment: 2 likes Like Thread Thread david duymelinck david duymelinck david duymelinck Follow Learned to code in the wild west time of php 4, also the time xml and xpath where the new hot thing. Location Belgium Joined Sep 24, 2019 • Jan 10 Dropdown menu Copy link Hide duckdb (in memory btw, no extra hosted instance) So DuckDB runs on an instance with something else. Wouldn't that interfere with the capacity for the other application? From my experience memory is more expensive than storage, so that should result is a lower cost reduction I assume? Also isn't server memory capped? You can add storage, but you can't add more memory. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand shemith mohanan shemith mohanan shemith mohanan Follow AI Startup Founder | Creator of BusinessAdBooster.pro — an AI-powered marketing tool that generates human-sounding, SEO, AEO & GEO-optimized content for small businesses and digital marketers. Helping Joined Oct 8, 2025 • Jan 10 Dropdown menu Copy link Hide Great write-up. Loved the honesty around “simple beats clever” — flushing to S3 + DuckDB instead of forcing Postgres to be something it’s not is a solid call. The EU-first pressure point is also very real once enterprise customers enter the picture. Super practical lessons, not the usual resume-driven stack flex 👍 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Nice AI response Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand shemith mohanan shemith mohanan shemith mohanan Follow AI Startup Founder | Creator of BusinessAdBooster.pro — an AI-powered marketing tool that generates human-sounding, SEO, AEO & GEO-optimized content for small businesses and digital marketers. Helping Joined Oct 8, 2025 • Jan 12 Dropdown menu Copy link Hide Fair 😄 I used AI to help structure it, but the lessons are from real scaling pain. Simple beats clever for a reason. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Fady Desoky Saeed Abdelaziz Fady Desoky Saeed Abdelaziz Fady Desoky Saeed Abdelaziz Follow Fady Desoky Saeed Abdelaziz — Software Engineering undergraduate & research-oriented data analyst focused on Green Software, software energy consumption analysis, and GNSS-based urban mobility systems Email fadydesoky45@gmail.com Location Cairo, Egypt Education Sadat Academy for Management Sciences, Bachelor's in Software Engineering Work Nestlé Business Services, HR Operations - Process Optimizer Joined Dec 30, 2025 • Jan 10 Dropdown menu Copy link Hide Excellent lessons, and thanks for writing this, Jonas ! I particularly resonated with the idea that stack choices should help scale people, not just traffic. In my experience, prioritizing team readability and cognitive load has prevented far more headaches than focusing solely on performance metrics . If scaling 20× revealed anything, it’s that people and processes matter just as much as technology. Do you have any go-to practices for evaluating team cognitive load when choosing new tools? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 10 Dropdown menu Copy link Hide Nice AI response Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shayan Shayan Shayan Follow Building UserJot in Public Location Maryland, United States Joined Jan 14, 2025 • Jan 9 Dropdown menu Copy link Hide Very nice. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Indeed sir. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand atakanozt atakanozt atakanozt Follow MSc Computer Science student at KIT, specializing in backend development, multi-agent systems, and human-centered machine intelligence. Location Karlsruhe, Germany Education MSc CS @KIT Pronouns he/him Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide Nice work! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Jonas Scholz Jonas Scholz Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 • Jan 9 Dropdown menu Copy link Hide Thanks! Like comment: Like comment: 1 like Like Comment button Reply View full discussion (14 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 Jonas Scholz Follow Building the easiest way to deploy Docker containers @ sliplane.io Location Germany Education Karlsruher Institute for Technology Pronouns he/him Work Co-Founder @ sliplane.io Joined Aug 31, 2020 More from Jonas Scholz free yourself of overpriced docusign and self-host DocuSeal instead 🦭🦭🦭 # docker # selfhosted # tutorial # opensource How to Deploy NiceGUI Apps with Docker on Sliplane # docker # devops # webdev # python LLMs are the End of Serverless # ai # productivity # docker # startup 💎 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/aishwarygathe/logging-into-ec2-is-easy-until-you-pick-the-wrong-way-3i1j | Logging Into EC2 Is Easy… Until You Pick the Wrong Way - 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 Aishwary Gathe Posted on Jan 9 Logging Into EC2 Is Easy… Until You Pick the Wrong Way # aws # security # ec2 # cloud Imagine you have a computer room in school . Only students and teachers with permission are allowed inside. That computer room is like an EC2 server in AWS. Now the big question is: How do you enter that room safely? Just like a school has different entry methods , AWS EC2 also has multiple ways to log in . Let’s learn them using a fun story. Meet the EC2 School Building Your EC2 server is a school building . Inside it: Runs applications Stores files Does important work AWS does not let just anyone enter. You need proper access methods . Method 1: SSH Key Login (The Main Door Key) This is the most common way to log in to a Linux EC2 server. Story Version You are given a special key to enter the computer room. If you lose it — you can’t enter. If someone else doesn’t have it — they can’t enter either. That key is called an SSH Key Pair . Technical Explanation You download a .pem key while creating EC2 Use it to log in via SSH Password login is disabled by default Example Command ssh -i mykey.pem ec2-user@server-ip Enter fullscreen mode Exit fullscreen mode Good Because Very secure No password guessing Not So Good Because If you lose the key, access becomes difficult Method 2: EC2 Instance Connect (Teacher Temporarily Opens the Door) Story Version You forgot your key. So you ask the teacher , “Can you open the door for 1 minute?” Teacher checks your ID and opens the door briefly. That’s EC2 Instance Connect . Technical Explanation AWS pushes a temporary SSH key Works for Amazon Linux Needs IAM permission Good Because No need to store keys Quick temporary access Not So Good Because Limited OS support Method 3: AWS SSM Session Manager (Remote Control Entry) Story Version You don’t even enter the room. You control the computer from outside using a remote. No keys. No doors. No internet needed. This is the safest method . Technical Explanation Uses AWS Systems Manager No SSH, no open ports Works via IAM permissions Good Because Very secure No key management No port 22 open Not So Good Because Needs SSM agent and IAM role Method 4: RDP Login (Windows EC2 – Password Entry) This is for Windows EC2 servers . Story Version Windows computers have a username + password like your school computer lab. Technical Explanation Login using Remote Desktop (RDP) Password is decrypted using key pair Good Because Easy for beginners Familiar Windows login Not So Good Because Needs port 3389 open Must be secured properly Method 5: Bastion Host (Security Guard Building) Story Version You can’t enter the main school directly. First, you enter a small guard room . Then the guard takes you inside. That guard room is a Bastion Host . Technical Explanation One public EC2 acts as entry point Private EC2s are accessed through it Good Because Extra security Private servers stay hidden Not So Good Because More setup and maintenance Method 6: AWS CloudShell (School Computer Provided by AWS) Story Version AWS says: “Don’t bring your own computer. Use mine.” AWS gives you a ready-made terminal. Technical Explanation Browser-based shell Uses IAM permissions Can SSH into EC2 Good Because No local setup Quick access Not So Good Because Still needs network access rules Quick Comparison Table (Kid Friendly) Method Think of it as Secure Common SSH Key Main door key Yes Very EC2 Instance Connect Teacher opens door Yes Medium SSM Session Manager Remote control Very High Growing RDP Username & password Medium Windows only Bastion Host Guard room High Enterprise CloudShell AWS computer Medium Quick access Which One Should You Use? Beginners → SSH Key / RDP DevOps & Production → SSM Session Manager Enterprises → Bastion Host + SSM Quick testing → CloudShell Very Short Summary An EC2 server is like a school computer room. AWS gives many safe ways to enter it — keys, teachers, remote controls, passwords, and guards. Some ways are simple , some are very secure , and some are temporary . The best engineers choose the right door for the right situation . 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 Avinash wagh Avinash wagh Avinash wagh Follow Software Engineer | Learning Linux (Ubuntu) 🐧, AWS Cloud ☁️ & Docker 🐳 | Sharing daily learnings, mistakes, and progress | Curious learner | Building cloud fundamentals step by step Location Maharashtra, India. Education B.Sc in Computer Science with strong fundamentals in programming, databases, and core CS concepts Pronouns He / Him Joined Jan 9, 2026 • Jan 9 Dropdown menu Copy link Hide Great share 👍🏻 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 Aishwary Gathe Follow Junior Cloud Engineer | AWS • Terraform • Docker • Kubernetes | Organizer @JugNagpur | GDG Cloud Nagpur | AWS UG Nagpur Location India Education B.Tech Joined Jul 4, 2023 More from Aishwary Gathe Security in AWS: Understanding AWS Security Services and How They Protect Your Cloud, Like a 4th-Grade Kid. # aws # security # cloud # awschallenge AWS Regional NAT Gateway Explained: How One Regional NAT Simplifies Cloud Networking # aws # cloud # news # cloudcomputing Understanding Different Types of Databases in AWS: When to Use What? # aws # database # cloud # devops 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/ | CLI User Guides | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides CLI User Guides CLI User Guides Learn how to use the DevCycle CLI to perform day to day tasks right from your command line. Visit our Reference Docs to get setup and one of the following guides to get started. Projects Environments SDK Keys Features Variables Variations Targeting Edit this page Last updated on Jan 9, 2026 Previous Self-Targeting Next MCP Getting Started DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/integrations/opentelemetry | OpenTelemetry | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up On this page OpenTelemetry OpenTelemetry is a vendor agnostic, open source standard for collecting telemetry data (metrics, logs, and traces). DevCycle's OpenTelemetry integration allows you to send feature flag evaluation spans to your OpenTelemetry instance as part of the traces. This allows you to correlate feature flag states with other service monitoring data, making it easier to investigate and resolve issues. This integration is supported with the following SDKs: .NET Java If you require support for a different SDK, please contact us at [email protected] . Send Flag Evaluations from Your App To capture flag evaluations in OpenTelemetry traces, DevCycle SDKs now support Evaluation Hooks . Ensure you're using a supported SDK version: SDK / Platform Minimum Version hook support .NET 4.8.1 Java 2.9.0 Python 3.13.0 Go 2.24.0 Node.js 1.55.0 Ruby 3.6.2 We provide ready-made integration hooks in this repo (DevCycle Integration Hooks for you to copy into your codebase. To enable collecting feature flag evaluations in the SDK, you will have to call the client's addHook method and pass in the hook to it. Example: Add Hook in Java // Create DevCycle client with default options devCycleClient = new DevCycleLocalClient(devCycleServerSdkKey); // Add OpenTelemetrySpanHook for all variable types OpenTelemetrySpanHook hook = new OpenTelemetrySpanHook(); devCycleClient.addHook(hook); Example: Add Hook in C# // Initialize DevCycle client with standard configuration DevCycleLocalClient client = new DevCycleLocalClientBuilder() .SetSDKKey("<DEVCYCLE_SERVER_SDK_KEY>") .SetLogger(LoggerFactory.Create(builder => builder.AddConsole())) .Build(); // Initialize evaluation hook with an ActivitySource for tracing client.AddEvalHook(new OpenTelemetrySpanHook(new ActivitySource("DevCycle.FlagEvaluations"))); When enabled, feature flag evaluations generate spans named: feature_flag_evaluation.{variable_key} which will have the attributes for the evaluation. There are following attributes added for each evaluation: Attribute Type Description feature_flag.key string The key of the variable that was evaluated. feature_flag.provider.name string The name of the provider that was used to evaluate the feature flag. (devcycle) feature_flag.context.id string The id of the user that was used to evaluate the feature flag. feature_flag.value_type string The type of the value that was evaluated. feature_flag.project string The project that the variable belongs to. feature_flag.environment string The environment that the variable belongs to. feature_flag.set.id string The feature that the evalluated variable belongs to. feature_flag.url string DevCycle URL of the feature. feature_flag.result.value string The value that was evaluated. feature_flag.result.reason string The reason for the evaluation. feature_flag.result.reason.details string The details of the evaluation. info Not all SDKs support all of the attributes, you may be missing some of the attributes depending on the SDK you are using. Refer to the SDK documentation for more information. Edit this page Last updated on Jan 9, 2026 Send Flag Evaluations from Your App Example: Add Hook in Java Example: Add Hook in C# DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/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 CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Self-Targeting On this page CLI: Self Targeting DevCycle Identity Once you have installed and authorized the CLI , select your relevant organization and project. Get To retrieve your current DevCycle Identity for a project, run the following command: dvc identity get Manage Run the following command setup or modify your DevCycle Identity. dvc identity update You will be prompted to set a User ID. If you already have a User ID set, you will need to confirm that you wish to override the existing User ID. Note: Clearing the User ID will remove all Overrides. The CLI will prompt for a confirmation of clearing all Overrides associated with that User ID in the project. Self-Targeting Override Get To retrieve all active Overrides for a project, run the following command: dvc overrides list To retrieve the Overrides for a specific feature and environment, run the following command:: dvc overrides get You will be prompted to select a feature and environment if they are not passed as flags to the command. Manage Run the following command setup or modify your Overrides. dvc overrides update You will be prompted to select a feature, environment and variation to set as your Override value. Run the following command to clear your Overrides. dvc overrides clear You will be prompted to select a feature and environment for which to clear Overrides. In the event you wish to clear all Overrides for the project, you may pass the --all flag on the command. Edit this page Last updated on Jan 9, 2026 Previous Targeting Rules Next CLI User Guides DevCycle Identity Get Manage Self-Targeting Override Get Manage DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com | Home | 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 Home Welcome to DevCycle DevCycle is a feature flag platform built for teams of any size, helping you easily create, rollout, and cleanup feature flags without disrupting your workflow. We support everything you expect from a feature management platform: SDKs for Every Language Native OpenFeature Integrations Fast, Global APIs Powerful and Reusable Targeting Rules A/B Testing and Experimentation Scheduled Releases and Rollouts Realtime Updates to All Users Permissions and Audit Logs Integrations with Your Favorite Tools With tons of built-in features, DevCycle is ready to add to your project today! Follow our Quickstart to learn how everything works, or install an SDK for your favorite language to start adding feature flags to a new or existing project. Quickstart Step-by-step guide to adding features to a new or existing project. Key Features See the key features of the platform. SDKs Our client and server-side SDKs are in all the most popular languages. Integrations See how your favorite tools already integrate into the platform. Edit this page Last updated on Jan 9, 2026 Next Getting Started DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/projects | Projects | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Projects On this page CLI: Projects Manage Once you have installed and authorized the CLI, select your relevant organization then run one of the following commands depending on your use case: To retrieve the keys for all projects in a currently selected organization run. dvc projects get If the command is successful, you should receving the following response in your terminal (which represents two projects in a given organization named project-a and project-b ): [ "project-b" , "project-a" ] Create Once you have installed and authorized the CLI, select your relevant organization then run the following command: dvc projects create You will be prompted to set a Name, Key, and Description (Optional). If successful you will receive something which resembles the following (which demonstrates creating a new project called New Project ): { "_id" : "q1w2e3r4t56y" , "_organization" : "org_abc123" , "_createdBy" : "google-oauth2|q1w2e3r4t65y6" , "name" : "New Project" , "key" : "new-project" , "description" : "" , "createdAt" : "2023-07-26T22:14:25.603Z" , "updatedAt" : "2023-07-26T22:14:25.603Z" , "hasJiraIntegration" : false , "readonly" : false , "settings" : { "edgeDB" : { "enabled" : false } , "optIn" : { "enabled" : false } , "sdkTypeVisibility" : { "enabledInFeatureSettings" : false } } } Edit this page Last updated on Jan 9, 2026 Previous CLI Reference Next Environments Manage Create DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-mcp/mcp-getting-started/#theme-svg-external-link | MCP Getting Started | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation MCP On this page DevCyle MCP Getting Started The DevCycle Model Context Protocol (MCP) Server is based on the DevCycle CLI, it enables AI-powered code editors like Cursor and Windsurf, or general-purpose tools like Claude Desktop, to interact directly with your DevCycle projects and make changes on your behalf. Quick Setup The DevCycle MCP is hosted so there is no need to set up a local server. We'll walk you through installation and authentication with your preferred AI tools. Direct Connection: For clients that natively support the MCP specification with OAuth authentication, you can connect directly to our hosted server: https://mcp.devcycle.com/mcp Protocol Support : Our MCP server supports both SSE and HTTP Streaming protocols, automatically negotiating the best option based on your client's capabilities. Alternative Endpoint : If your client has issues with protocol negotiation, use the SSE-only endpoint: https://mcp.devcycle.com/sse MCP Registry : If you're using registry.modelcontextprotocol.io , the DevCycle MCP is listed as: com.devcycle/mcp info These instructions use the remote DevCycle MCP server. For installation of the local MCP server, see the reference docs . Configure Your AI Client Cursor VS Code Claude Code Claude Desktop Windsurf Codex CLI Gemini CLI 📦 Install in Cursor To open Cursor and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your ~/.cursor/mcp_settings.json file. To learn more, see the Cursor documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in Cursor: After configuration, you'll see DevCycle MCP listed as "Needs login" with a yellow indicator Click on the DevCycle MCP server to initiate the authorization process This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to Cursor with the server now active 📦 Install in VS Code To open VS Code and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your .continue/config.json file. To learn more, see the Continue documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in VS Code: After configuration, open the MCP settings panel in VS Code Find the DevCycle MCP server and click "Start Server" VS Code will show a dialog: "The MCP Server Definition 'DevCycle' wants to authenticate to mcp.devcycle.com" Click "Allow" to proceed with authentication This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to VS Code with the server now active Step 1: Open Terminal Open your terminal to access the Claude CLI. Step 2: Add DevCycle MCP Server claude mcp add --transport http devcycle https://mcp.devcycle.com/mcp Step 3: Manage MCP Connection In the Claude CLI, enter the MCP management interface: /mcp Step 4: Authentication You'll see the DevCycle server listed as "disconnected • Enter to login": Select the DevCycle server and press Enter to login Follow the CLI prompts to initiate the Authentication process This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Code where the server will show as connected For more details, see the Claude Code MCP documentation . Step 1: Access MCP Configuration Option 1: Through Claude Desktop Settings (Recommended) Open Claude Desktop and go to Settings Navigate to Developer → Local MCP servers Click "Edit Config" to open the configuration file directly Option 2: Manual Configuration File Alternatively, locate and edit your Claude Desktop configuration file: macOS : ~/Library/Application Support/Claude/claude_desktop_config.json Windows : %APPDATA%\Claude\claude_desktop_config.json Step 2: Add DevCycle Configuration Add or merge the following configuration: { "mcpServers" : { "devcycle" : { "command" : "npx" , "args" : [ " [email protected] " , "https://mcp.devcycle.com/mcp" ] } } } Step 3: Restart Claude Desktop Close and reopen Claude Desktop for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, Claude Desktop will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Desktop where the MCP tools will be active Step 1: Access MCP Configuration Open Windsurf and go to Settings > Winsurf Settings Scroll to the Cascade section Click "Manage MCPs" Step 2: Edit Raw Configuration In the "Manage MCP servers" interface, click "View raw config" Add the following configuration to the JSON file: { "mcpServers" : { "DevCycle" : { "serverUrl" : "https://mcp.devcycle.com/mcp" } } } Step 3: Refresh and Authenticate Save the configuration file Click "Refresh" in the "Manage MCP servers" interface The DevCycle server will appear and prompt for authentication Follow the authentication flow: Browser opens at mcp.devcycle.com for authorization Click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Windsurf where DevCycle will show as "Enabled" with all tools available which can be configured independently Step 1: Access MCP Configuration Locate and edit your OpenAI Codex CLI configuration file: All platforms : ~/.codex/config.toml Step 2: Add DevCycle MCP Server Add the following TOML configuration to enable the DevCycle MCP server: [mcp_servers.devcycle] url = "https://mcp.devcycle.com/mcp" Step 3: Restart Codex CLI Restart your Codex CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Codex CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Codex CLI where the DevCycle MCP tools will be active For more details, see the OpenAI Codex MCP documentation . Step 1: Access MCP Configuration Locate and edit your Gemini CLI settings file: All platforms : ~/.gemini/settings.json Step 2: Add DevCycle MCP Server Add or merge the following configuration to enable the DevCycle MCP server: { "mcpServers" : { "devcycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Step 3: Restart Gemini CLI Restart your Gemini CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Gemini CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Gemini CLI where the DevCycle MCP tools will be active For more details, see the Gemini CLI MCP documentation . Available Tools The DevCycle MCP Server provides comprehensive feature flag management tools organized into 6 categories : Category Tools Description Feature Management list_features , create_feature , update_feature , update_feature_status , delete_feature , cleanup_feature , get_feature_audit_log_history Create and manage feature flags Variable Management list_variables , create_variable , update_variable , delete_variable Manage feature variables Project Management list_projects , get_current_project , select_project Project selection and details Self-Targeting & Overrides get_self_targeting_identity , update_self_targeting_identity , list_self_targeting_overrides , set_self_targeting_override , clear_feature_self_targeting_overrides Testing and overrides Results & Analytics get_feature_total_evaluations , get_project_total_evaluations Usage analytics SDK Installation install_devcycle_sdk SDK install guides and examples Try It Out Once configured, try asking your AI assistant: "Create a new feature flag called 'new-checkout-flow'" "List all features in my project" "Enable targeting for the header-redesign feature in production" "Show me evaluation analytics for the last 7 days" Next Steps MCP Reference - Complete tool documentation with all parameters CLI Reference - Learn about the underlying CLI commands Getting Help GitHub Issues : GitHub Issues General Documentation : DevCycle Docs DevCycle Community : Discord Support : Contact Support Edit this page Last updated on Jan 9, 2026 Previous CLI User Guides Next MCP Getting Started Quick Setup Configure Your AI Client Available Tools Try It Out Next Steps Getting Help DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/keys | SDK Keys | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides SDK Keys On this page CLI: SDK Keys Manage Once you have installed and authorized the CLI , select your relevant organization and project then run one of the following commands depending on your use case: dvc keys get Edit this page Last updated on Jan 9, 2026 Previous Environments Next Features Manage DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-mcp/mcp-guides/mcp-incident-investigation | Incident Investigation with MCP | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation MCP MCP User Guides Incident Investigation On this page Incident Investigation with MCP DevCycle’s MCP server helps you investigate and resolve incidents more efficiently by providing real-time access to Feature Flag data within the context of your codebase, enhanced with natural language communication through AI. To get started on your own, check out our MCP Getting Started guide for setup instructions and a list of available MCP tools. We'll walkthrough the process in our demo video as well as provide written steps on how to use MCP tools to investigate incidents. Demo In this video, we demonstrate how to use the MCP server to investigate an incident. You'll learn how to pull recent Feature Flag changes with the Audit Log MCP tool, and even revert a change, from within your favorite AI Client. For this demo, we are using Dynatrace to monitor application errors and Cursor as our editor and AI tool of choice. Walkthrough info You'll need to have the MCP server setup. Instructions to install that can be found on the MCP Getting Started page. During incident investigation, you’ll want to quickly surface any potential sources of errors. If you’re using DevCycle to manage feature releases, one of the first steps is to check for recent updates or rollouts that might correlate with the incident. To do this, you can simply ask your AI client if there have been any recent feature changes. For example: "I'm seeing errors from our reporting platform in the last 15 minutes, were there any changes made to DevCycle Features in the Production environment that may be related to this?" This will pull up all recent Feature Flag changes in the Production environment. From there, you can ask your AI client for more details about specific Features such as their Variables, last update timestamps, or Targeting Rules. For example: "What Variables are associated to Feature X?" "What are the Production Targeting Rules for Feature X?" "Give me a list of all the changes to Feature X in the last 3 days." Once you’ve identified the Feature change causing the issue, you can also ask the AI client to revert it. DevCycle's MCP tools will handle the lookup and reversal for you. For example: "Could you revert the latest change to Feature X?" That’s it! After addressing the underlying issues with the Feature, you can ask your AI client to re-enable it or re-apply the changes when you’re ready. Reference For a list of all available DevCycle MCP tools, visit our MCP Reference page. Edit this page Last updated on Jan 9, 2026 Previous MCP Reference Demo Walkthrough Reference DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://www.fine.dev/blog/review-prs-efficiently#test-changes-locally | 10 Tips for Reviewing PRs Effectively and Efficiently Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back 10 Tips for Reviewing PRs Effectively and Efficiently Table of Contents Understand the Context Review Small, Frequent PRs Focus on Functionality First Check for Consistency Prioritize Security and Performance Test the Changes Locally Provide Constructive Feedback Use Automated Tools Encourage Discussion Balance Thoroughness with Efficiency AI Coding Tools for PR Reviews 1. Understand the Context Before diving into the code, take a moment to understand the purpose of the PR. Read the description carefully, and if available, check out related tickets or documentation. Knowing the context helps you focus on the important aspects of the code. 2. Review Small, Frequent PRs Encourage submitting smaller, more frequent PRs rather than large, monolithic ones. Smaller PRs are easier to review, less prone to errors, and allow for quicker feedback and iteration. 3. Focus on Functionality First Start by reviewing the functionality. Does the code achieve the intended outcome? Ensure that the logic makes sense and that the feature works as described before delving into the finer details. 4. Check for Consistency Look for consistency in code style, naming conventions, and architecture. Consistent code is easier to read, maintain, and scale. Ensure that the changes align with the existing codebase's standards. 5. Prioritize Security and Performance Evaluate the code for potential security vulnerabilities and performance bottlenecks. Consider how the changes might impact the overall system's security and efficiency. 6. Test the Changes Locally If possible, pull the branch and test the changes locally. Running the code yourself can help you spot issues that aren't immediately obvious from the code alone, such as unexpected side effects or integration problems. 7. Provide Constructive Feedback When pointing out issues or suggesting changes, be constructive and specific. Offer explanations and alternatives rather than just highlighting problems. This fosters a positive, collaborative environment. 8. Use Automated Tools for AI Code Review Leverage automated tools to catch common issues such as syntax errors, formatting problems, and simple bugs. Tools like linters, static analysis tools, and automated tests can save time and ensure consistency. AI-powered tools like Fine are great options for catching such issues automatically, giving you more time to focus on functionality and design. 9. Encourage Discussion Use the PR review process as an opportunity to discuss the code with the author and other team members. Engage in meaningful conversations about design decisions, potential improvements, and alternative approaches. 10. Balance Thoroughness with Efficiency Aim to be thorough in your review, but also be mindful of the time it takes. Focus on critical areas first and avoid getting bogged down by minor issues that can be addressed in subsequent PRs. Remember that the goal is to improve the codebase, not to achieve perfection in a single review. AI Coding Tools for PR Reviews By connecting AI tools to your tech stack, the process of reviewing PRs becomes much easier. To start off with, have the AI create a summary of every PR before you review it. That way, no matter how long or short the PR is, you’ll know what it’s meant to do and how, before you begin. Next, you can have the AI Coding tool review the PR before you do. This can help on both ends of the spectrum: On the one hand, it will catch basic fixes, allowing the developer to fix them before your final review, saving your time as a manager. On the other hand, it will identify edge cases that you may not have considered, thereby improving the quality of your code. Fine is an AI Coding tool that not only reviews and summarizes PRs when directly asked to, but also offers automated workflows. Set it up so that any time a new PR is created (in your codebase or a specific repository), it reviews and summarizes it, sending you a Slack message when it’s done and ready for your sign-off. Here’s how it works . 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 | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-mcp/mcp-getting-started/#configure-your-ai-client | MCP Getting Started | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation MCP On this page DevCyle MCP Getting Started The DevCycle Model Context Protocol (MCP) Server is based on the DevCycle CLI, it enables AI-powered code editors like Cursor and Windsurf, or general-purpose tools like Claude Desktop, to interact directly with your DevCycle projects and make changes on your behalf. Quick Setup The DevCycle MCP is hosted so there is no need to set up a local server. We'll walk you through installation and authentication with your preferred AI tools. Direct Connection: For clients that natively support the MCP specification with OAuth authentication, you can connect directly to our hosted server: https://mcp.devcycle.com/mcp Protocol Support : Our MCP server supports both SSE and HTTP Streaming protocols, automatically negotiating the best option based on your client's capabilities. Alternative Endpoint : If your client has issues with protocol negotiation, use the SSE-only endpoint: https://mcp.devcycle.com/sse MCP Registry : If you're using registry.modelcontextprotocol.io , the DevCycle MCP is listed as: com.devcycle/mcp info These instructions use the remote DevCycle MCP server. For installation of the local MCP server, see the reference docs . Configure Your AI Client Cursor VS Code Claude Code Claude Desktop Windsurf Codex CLI Gemini CLI 📦 Install in Cursor To open Cursor and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your ~/.cursor/mcp_settings.json file. To learn more, see the Cursor documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in Cursor: After configuration, you'll see DevCycle MCP listed as "Needs login" with a yellow indicator Click on the DevCycle MCP server to initiate the authorization process This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to Cursor with the server now active 📦 Install in VS Code To open VS Code and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your .continue/config.json file. To learn more, see the Continue documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in VS Code: After configuration, open the MCP settings panel in VS Code Find the DevCycle MCP server and click "Start Server" VS Code will show a dialog: "The MCP Server Definition 'DevCycle' wants to authenticate to mcp.devcycle.com" Click "Allow" to proceed with authentication This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to VS Code with the server now active Step 1: Open Terminal Open your terminal to access the Claude CLI. Step 2: Add DevCycle MCP Server claude mcp add --transport http devcycle https://mcp.devcycle.com/mcp Step 3: Manage MCP Connection In the Claude CLI, enter the MCP management interface: /mcp Step 4: Authentication You'll see the DevCycle server listed as "disconnected • Enter to login": Select the DevCycle server and press Enter to login Follow the CLI prompts to initiate the Authentication process This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Code where the server will show as connected For more details, see the Claude Code MCP documentation . Step 1: Access MCP Configuration Option 1: Through Claude Desktop Settings (Recommended) Open Claude Desktop and go to Settings Navigate to Developer → Local MCP servers Click "Edit Config" to open the configuration file directly Option 2: Manual Configuration File Alternatively, locate and edit your Claude Desktop configuration file: macOS : ~/Library/Application Support/Claude/claude_desktop_config.json Windows : %APPDATA%\Claude\claude_desktop_config.json Step 2: Add DevCycle Configuration Add or merge the following configuration: { "mcpServers" : { "devcycle" : { "command" : "npx" , "args" : [ " [email protected] " , "https://mcp.devcycle.com/mcp" ] } } } Step 3: Restart Claude Desktop Close and reopen Claude Desktop for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, Claude Desktop will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Desktop where the MCP tools will be active Step 1: Access MCP Configuration Open Windsurf and go to Settings > Winsurf Settings Scroll to the Cascade section Click "Manage MCPs" Step 2: Edit Raw Configuration In the "Manage MCP servers" interface, click "View raw config" Add the following configuration to the JSON file: { "mcpServers" : { "DevCycle" : { "serverUrl" : "https://mcp.devcycle.com/mcp" } } } Step 3: Refresh and Authenticate Save the configuration file Click "Refresh" in the "Manage MCP servers" interface The DevCycle server will appear and prompt for authentication Follow the authentication flow: Browser opens at mcp.devcycle.com for authorization Click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Windsurf where DevCycle will show as "Enabled" with all tools available which can be configured independently Step 1: Access MCP Configuration Locate and edit your OpenAI Codex CLI configuration file: All platforms : ~/.codex/config.toml Step 2: Add DevCycle MCP Server Add the following TOML configuration to enable the DevCycle MCP server: [mcp_servers.devcycle] url = "https://mcp.devcycle.com/mcp" Step 3: Restart Codex CLI Restart your Codex CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Codex CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Codex CLI where the DevCycle MCP tools will be active For more details, see the OpenAI Codex MCP documentation . Step 1: Access MCP Configuration Locate and edit your Gemini CLI settings file: All platforms : ~/.gemini/settings.json Step 2: Add DevCycle MCP Server Add or merge the following configuration to enable the DevCycle MCP server: { "mcpServers" : { "devcycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Step 3: Restart Gemini CLI Restart your Gemini CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Gemini CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Gemini CLI where the DevCycle MCP tools will be active For more details, see the Gemini CLI MCP documentation . Available Tools The DevCycle MCP Server provides comprehensive feature flag management tools organized into 6 categories : Category Tools Description Feature Management list_features , create_feature , update_feature , update_feature_status , delete_feature , cleanup_feature , get_feature_audit_log_history Create and manage feature flags Variable Management list_variables , create_variable , update_variable , delete_variable Manage feature variables Project Management list_projects , get_current_project , select_project Project selection and details Self-Targeting & Overrides get_self_targeting_identity , update_self_targeting_identity , list_self_targeting_overrides , set_self_targeting_override , clear_feature_self_targeting_overrides Testing and overrides Results & Analytics get_feature_total_evaluations , get_project_total_evaluations Usage analytics SDK Installation install_devcycle_sdk SDK install guides and examples Try It Out Once configured, try asking your AI assistant: "Create a new feature flag called 'new-checkout-flow'" "List all features in my project" "Enable targeting for the header-redesign feature in production" "Show me evaluation analytics for the last 7 days" Next Steps MCP Reference - Complete tool documentation with all parameters CLI Reference - Learn about the underlying CLI commands Getting Help GitHub Issues : GitHub Issues General Documentation : DevCycle Docs DevCycle Community : Discord Support : Contact Support Edit this page Last updated on Jan 9, 2026 Previous CLI User Guides Next MCP Getting Started Quick Setup Configure Your AI Client Available Tools Try It Out Next Steps Getting Help DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
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https://docs.devcycle.com/cli-mcp/mcp-getting-started/#try-it-out | MCP Getting Started | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation MCP On this page DevCyle MCP Getting Started The DevCycle Model Context Protocol (MCP) Server is based on the DevCycle CLI, it enables AI-powered code editors like Cursor and Windsurf, or general-purpose tools like Claude Desktop, to interact directly with your DevCycle projects and make changes on your behalf. Quick Setup The DevCycle MCP is hosted so there is no need to set up a local server. We'll walk you through installation and authentication with your preferred AI tools. Direct Connection: For clients that natively support the MCP specification with OAuth authentication, you can connect directly to our hosted server: https://mcp.devcycle.com/mcp Protocol Support : Our MCP server supports both SSE and HTTP Streaming protocols, automatically negotiating the best option based on your client's capabilities. Alternative Endpoint : If your client has issues with protocol negotiation, use the SSE-only endpoint: https://mcp.devcycle.com/sse MCP Registry : If you're using registry.modelcontextprotocol.io , the DevCycle MCP is listed as: com.devcycle/mcp info These instructions use the remote DevCycle MCP server. For installation of the local MCP server, see the reference docs . Configure Your AI Client Cursor VS Code Claude Code Claude Desktop Windsurf Codex CLI Gemini CLI 📦 Install in Cursor To open Cursor and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your ~/.cursor/mcp_settings.json file. To learn more, see the Cursor documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in Cursor: After configuration, you'll see DevCycle MCP listed as "Needs login" with a yellow indicator Click on the DevCycle MCP server to initiate the authorization process This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to Cursor with the server now active 📦 Install in VS Code To open VS Code and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your .continue/config.json file. To learn more, see the Continue documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in VS Code: After configuration, open the MCP settings panel in VS Code Find the DevCycle MCP server and click "Start Server" VS Code will show a dialog: "The MCP Server Definition 'DevCycle' wants to authenticate to mcp.devcycle.com" Click "Allow" to proceed with authentication This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to VS Code with the server now active Step 1: Open Terminal Open your terminal to access the Claude CLI. Step 2: Add DevCycle MCP Server claude mcp add --transport http devcycle https://mcp.devcycle.com/mcp Step 3: Manage MCP Connection In the Claude CLI, enter the MCP management interface: /mcp Step 4: Authentication You'll see the DevCycle server listed as "disconnected • Enter to login": Select the DevCycle server and press Enter to login Follow the CLI prompts to initiate the Authentication process This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Code where the server will show as connected For more details, see the Claude Code MCP documentation . Step 1: Access MCP Configuration Option 1: Through Claude Desktop Settings (Recommended) Open Claude Desktop and go to Settings Navigate to Developer → Local MCP servers Click "Edit Config" to open the configuration file directly Option 2: Manual Configuration File Alternatively, locate and edit your Claude Desktop configuration file: macOS : ~/Library/Application Support/Claude/claude_desktop_config.json Windows : %APPDATA%\Claude\claude_desktop_config.json Step 2: Add DevCycle Configuration Add or merge the following configuration: { "mcpServers" : { "devcycle" : { "command" : "npx" , "args" : [ " [email protected] " , "https://mcp.devcycle.com/mcp" ] } } } Step 3: Restart Claude Desktop Close and reopen Claude Desktop for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, Claude Desktop will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Desktop where the MCP tools will be active Step 1: Access MCP Configuration Open Windsurf and go to Settings > Winsurf Settings Scroll to the Cascade section Click "Manage MCPs" Step 2: Edit Raw Configuration In the "Manage MCP servers" interface, click "View raw config" Add the following configuration to the JSON file: { "mcpServers" : { "DevCycle" : { "serverUrl" : "https://mcp.devcycle.com/mcp" } } } Step 3: Refresh and Authenticate Save the configuration file Click "Refresh" in the "Manage MCP servers" interface The DevCycle server will appear and prompt for authentication Follow the authentication flow: Browser opens at mcp.devcycle.com for authorization Click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Windsurf where DevCycle will show as "Enabled" with all tools available which can be configured independently Step 1: Access MCP Configuration Locate and edit your OpenAI Codex CLI configuration file: All platforms : ~/.codex/config.toml Step 2: Add DevCycle MCP Server Add the following TOML configuration to enable the DevCycle MCP server: [mcp_servers.devcycle] url = "https://mcp.devcycle.com/mcp" Step 3: Restart Codex CLI Restart your Codex CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Codex CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Codex CLI where the DevCycle MCP tools will be active For more details, see the OpenAI Codex MCP documentation . Step 1: Access MCP Configuration Locate and edit your Gemini CLI settings file: All platforms : ~/.gemini/settings.json Step 2: Add DevCycle MCP Server Add or merge the following configuration to enable the DevCycle MCP server: { "mcpServers" : { "devcycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Step 3: Restart Gemini CLI Restart your Gemini CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Gemini CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Gemini CLI where the DevCycle MCP tools will be active For more details, see the Gemini CLI MCP documentation . Available Tools The DevCycle MCP Server provides comprehensive feature flag management tools organized into 6 categories : Category Tools Description Feature Management list_features , create_feature , update_feature , update_feature_status , delete_feature , cleanup_feature , get_feature_audit_log_history Create and manage feature flags Variable Management list_variables , create_variable , update_variable , delete_variable Manage feature variables Project Management list_projects , get_current_project , select_project Project selection and details Self-Targeting & Overrides get_self_targeting_identity , update_self_targeting_identity , list_self_targeting_overrides , set_self_targeting_override , clear_feature_self_targeting_overrides Testing and overrides Results & Analytics get_feature_total_evaluations , get_project_total_evaluations Usage analytics SDK Installation install_devcycle_sdk SDK install guides and examples Try It Out Once configured, try asking your AI assistant: "Create a new feature flag called 'new-checkout-flow'" "List all features in my project" "Enable targeting for the header-redesign feature in production" "Show me evaluation analytics for the last 7 days" Next Steps MCP Reference - Complete tool documentation with all parameters CLI Reference - Learn about the underlying CLI commands Getting Help GitHub Issues : GitHub Issues General Documentation : DevCycle Docs DevCycle Community : Discord Support : Contact Support Edit this page Last updated on Jan 9, 2026 Previous CLI User Guides Next MCP Getting Started Quick Setup Configure Your AI Client Available Tools Try It Out Next Steps Getting Help DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://auth0.com/ | Secure AI Agent & User Authentication | Auth0 Login Deutsch English Français Español Português 日本語 Developers Developers Developer Center Code Samples Guides Identity Unlocked - Podcasts Zero Index Newsletter Developer Tools OIDC Connect Playground SAML Tool JWT.io Webauthn.me Get Involved Events Auth0 Research Program Documentation Documentation Auth0 Docs Articles Quickstarts APIs SDK Libraries Support Center Community Support Knowledge Base Explore Auth0 Marketplace Resources Blog Learn Intro to IAM (CIAM) Product Platform Auth0 for AI Agents Access Management Extensibility Security User Management Authentication Fine-Grained Authorization View platform Features Universal Login Single Sign-On Multifactor Authentication Actions Machine to Machine Passwordless Breached Passwords Token Vault View features Solutions Customer Identity Trends Report 2025 Industries Retail Financial Services Nonprofits & Charities Startups Use Cases Consumer Applications B2B SaaS Applications Blog Pricing Language Deutsch English Français Español Português 日本語 Sign up Login Contact sales Developers Developers Developer Center Code Samples Guides Identity Unlocked - Podcasts Zero Index Newsletter Developer Tools OIDC Connect Playground SAML Tool JWT.io Webauthn.me Get Involved Events Auth0 Research Program Documentation Documentation Auth0 Docs Articles Quickstarts APIs SDK Libraries Support Center Community Support Knowledge Base Explore Auth0 Marketplace Resources BLOG Getting Unlimited Scalability with Okta Fine-Grained Authorization Blog Learn Intro to IAM (CIAM) Product Platform Auth0 for AI Agents Access Management Extensibility Security User Management Authentication Fine-Grained Authorization View platform Features Universal Login Single Sign-On Multifactor Authentication Actions Machine to Machine Passwordless Breached Passwords Token Vault View features Technology Overview Watch a walkthrough of the Auth0 Platform Cloud Deployments Deploy to the cloud, your way Auth0 Marketplace Discover the integrations you need to solve identity Solutions Industries Retail Financial Services Nonprofits & Charities Startups Your goals Enterprise-Grade Identity at Scale </secure smarter> Use Cases Consumer Applications B2B SaaS Applications Case Studies Read our customers stories Customer Identity Trends Report 2025 Securing customer trust in the age of AI CIAM ROI Calculator Estimate the revenue impact to your customer-facing business Blog Pricing Sign up Contact sales Your browser does not support the video tag. New Auth0 for AI Agents → Secure AI agents, humans, and whatever comes next Start building for free Talk to sales Read Customer Stories Read Customer Stories Auth0 is an easy to implement, adaptable authentication and authorization platform SECURITY BUILT-IN 3 billion+ attacks blocked each month* *by Okta (Auth0 and Okta platforms) Always-on performance 99.99% uptime Scalable 10 billion+ authentications every month Javascript iOS (Swift) Android (Kotlin) Angular Copied to clipboard Integrate Auth0 in any application in just 5 minutes With a few lines of code you can have Auth0 integrated in any app written in any language, and any framework. We provide 30+ SDKs & Quickstarts to help you succeed on your implementation. See all quickstarts Built for what you’re building AI Agents AI TOOLS B2B B2C AI Agents AI TOOLS B2B B2C Secure your AI Agents Authenticate the user Secure the human who is prompting the agent in the first place. Control the tools Use our Token Vault to manage which APIs your agent can call on the user's behalf. Limit the knowledge Apply fine-grained authorization directly to your RAG pipelines. Featured capabilities Token Vault User Authentication Async Authorization FGA for RAG Learn more Safeguard internal AI tools Build internal apps, fast Add enterprise-grade auth to internal dashboards, AI apps, and tools in minutes. Easy, secure auth for all Use SSO and M2M authentication to better secure humans, machines, AI agents, and MCP servers. Manage access automatically Automate provisioning and fine-tune access as your team and tools evolve. Featured CAPABILITIES SSO Token Vault M2M Authentication Fine-Grained Authorization (FGA) SCIM Unlock enterprise deals Build with robust APIs & SDKs Get full control without the heavy lifting. Deploy enterprise features Add SSO and SCIM with a simple toggle, making you enterprise-grade, right out of the box. Speed up sales Make it painless for IT buyers with automated setup and session control. Featured capabilities Multi-tenancy Fine-Grained Authorization Enterprise Connections Express Configuration Delegated Admin Universal Logout Learn more More signups. Less friction. Orchestrate tailored journeys Sign-up, login, and re-engagement powered by APIs, Forms, and Actions. Protect with ease Give customers fast, passwordless logins. Adaptive MFA and bot detection keep things safe without getting in their way. Connect experiences Extend identity to mobile apps, point-of-sale, and other connected devices. Featured capabilities Passwordless Embedded Login User Authentication Multi-Factor Authentication Single Sign-On Bot Detection Learn more Built for what you’re building Built for AI Agents Built for AI TOOLS Built for B2B Built for B2C Secure your AI Agents Authenticate the user Secure the human who is prompting the agent in the first place. Control the tools Use our Token Vault to manage which APIs your agent can call on the user's behalf. Limit the knowledge Apply fine-grained authorization directly to your RAG pipelines. Featured capabilities Token Vault User Authentication Async Authorization FGA for RAG Learn more Safeguard internal AI tools Build internal apps, fast Add enterprise-grade auth to internal dashboards, AI apps, and tools in minutes. Easy, secure auth for all Use SSO and M2M authentication to better secure humans, machines, AI agents, and MCP servers. Manage access automatically Automate provisioning and fine-tune access as your team and tools evolve. Featured CAPABILITIES SSO Token Vault M2M Authentication Fine-Grained Authorization (FGA) SCIM Unlock enterprise deals Build with robust APIs & SDKs Get full control without the heavy lifting. Deploy enterprise features Add SSO and SCIM with a simple toggle, making you enterprise-grade, right out of the box. Speed up sales Make it painless for IT buyers with automated setup and session control. Featured capabilities Multi-tenancy Fine-Grained Authorization Enterprise Connections Express Configuration Delegated Admin Universal Logout Learn more More signups. Less friction. Orchestrate tailored journeys Sign-up, login, and re-engagement powered by APIs, Forms, and Actions. Protect with ease Give customers fast, passwordless logins. Adaptive MFA and bot detection keep things safe without getting in their way. Connect experiences Extend identity to mobile apps, point-of-sale, and other connected devices. Featured capabilities Passwordless Embedded Login User Authentication Multi-Factor Authentication Single Sign-On Bot Detection Learn more You’re in great company Auth0 lets Philips Hue focus on R&D, not IAM Auth0 enabled us to reduce our IAM-related development and maintenance by 80%, freeing us to focus on new lighting and security offerings that truly differentiate our products rather than reinventing the IAM wheel. “We used Auth0 from day one to be able to spend our limited time on innovating and creating new user experiences rather than building another user authentication system.“ Ardy Naghshineh Founder and CEO “As we’re growing with these customers, something that’s very clear is that big customers really care about identity management and security.” Adar Arnon CTO & Co-Founder “The best way to grow as a company is to take a look at the customers that you already have strong relationships with and expand on those...” Corey Finley Engineering Manager Why Snyk Trusts Auth0 to Deliver Security from the Ground Up “Security and identity go hand in hand. And as a security product, this is one of the things we have to be really on top of.” “We were able to get a working username and password setup going within a couple of hours – at a time when even a couple of hours could be critical to our survival – and it has successfully flexed with us through countless iterations and launches since.” Joshua Essex Co-Founder and CTO Auth0 lets Philips Hue focus on R&D, not IAM Auth0 enabled us to reduce our IAM-related development and maintenance by 80%, freeing us to focus on new lighting and security offerings that truly differentiate our products rather than reinventing the IAM wheel. “We used Auth0 from day one to be able to spend our limited time on innovating and creating new user experiences rather than building another user authentication system.“ Ardy Naghshineh Founder and CEO “As we’re growing with these customers, something that’s very clear is that big customers really care about identity management and security.” Adar Arnon CTO & Co-Founder “The best way to grow as a company is to take a look at the customers that you already have strong relationships with and expand on those...” Corey Finley Engineering Manager Why Snyk Trusts Auth0 to Deliver Security from the Ground Up “Security and identity go hand in hand. And as a security product, this is one of the things we have to be really on top of.” “We were able to get a working username and password setup going within a couple of hours – at a time when even a couple of hours could be critical to our survival – and it has successfully flexed with us through countless iterations and launches since.” Joshua Essex Co-Founder and CTO Read. Watch. Code. More. AI Identity Security Product Innovation </secure smarter> AI Identity Security Product Innovation </secure smarter> Whitepaper Customer Identity Trends Report 2025: Securing customer trust in the age of AI Uncover how trust influences customer journeys, the threats poised to erode it, and where consumers stand on a new frontier for trust — AI agents. Learn more Whitepaper Introducing Auth for GenAI: The future of AI security Join us as we explore the evolving AI agent landscape, their security risks, and the essential controls needed to build AI agents securely. Learn more Whitepaper Securing your AI agents: A technical demo In this session, we dive deeper with a technical demo showcasing how Okta can help you design secure GenAI applications that allow agents to act independently, while respecting user authentication, authorization, and consent. Learn more Podcast Unlock the future of customer trust & AI In today's fast-paced digital world, businesses face unprecedented challenges: fierce competition, soaring customer expectations, escalating cyber threats, and the transformative rise of AI. How do you balance innovation with unwavering trust and security? Learn more Whitepaper Customer Identity Trends Report 2025: Securing customer trust in the age of AI Uncover how trust influences customer journeys, the threats poised to erode it, and where consumers stand on a new frontier for trust — AI agents. Learn more Whitepaper Introducing Auth for GenAI: The future of AI security Join us as we explore the evolving AI agent landscape, their security risks, and the essential controls needed to build AI agents securely. Learn more Whitepaper Securing your AI agents: A technical demo In this session, we dive deeper with a technical demo showcasing how Okta can help you design secure GenAI applications that allow agents to act independently, while respecting user authentication, authorization, and consent. Learn more Podcast Unlock the future of customer trust & AI In today's fast-paced digital world, businesses face unprecedented challenges: fierce competition, soaring customer expectations, escalating cyber threats, and the transformative rise of AI. How do you balance innovation with unwavering trust and security? Learn more Ebook How to power consistent, multi-brand, omnichannel experiences This guide discusses the challenges businesses face in delivering seamless customer experiences across multiple brands and channels, while maintaining consistent security and user data management practices. Learn more Whitepaper The future of development: Why identity and AI are perfect partners Build smarter: Where identity meets AI. AI is transforming the way developers work—but to unlock its full potential, you need a strong identity foundation. This guide explores how combining AI with modern identity solutions accelerates development, strengthens security, and personalizes every user interaction. Learn more Whitepaper Build vs buy: Guide to evaluating identity management What is identity management and when should you build vs buy? Download this free comprehensive 22-page guide to learn about modern identity for different use cases and whether your current solution is hindering growth. Learn more Webinar Why development teams choose ready-made CIAM solutions Join us to explore how the build vs buy decision impacts development velocity, security, and total cost of ownership. Is building Customer Identity in-house really worth the investment? Learn more Ebook How to power consistent, multi-brand, omnichannel experiences This guide discusses the challenges businesses face in delivering seamless customer experiences across multiple brands and channels, while maintaining consistent security and user data management practices. Learn more Whitepaper The future of development: Why identity and AI are perfect partners Build smarter: Where identity meets AI. AI is transforming the way developers work—but to unlock its full potential, you need a strong identity foundation. This guide explores how combining AI with modern identity solutions accelerates development, strengthens security, and personalizes every user interaction. Learn more Whitepaper Build vs buy: Guide to evaluating identity management What is identity management and when should you build vs buy? Download this free comprehensive 22-page guide to learn about modern identity for different use cases and whether your current solution is hindering growth. Learn more Webinar Why development teams choose ready-made CIAM solutions Join us to explore how the build vs buy decision impacts development velocity, security, and total cost of ownership. Is building Customer Identity in-house really worth the investment? Learn more Webinar Unlock the power of custom user flows with Auth0 forms Join our webinar to discover how the Auth0 Forms for Action feature can revolutionize your onboarding process and help your business achieve compliance effortlessly. Learn more Video Auth0 introduction Using Auth0, developers can connect any application written in any language or stack, and define the external identity providers, as well as integrations, that they want to use. This short Auth0 product demo gives an overview of this process, touching upon Auth0’s unmatched extensibility and its applicability to B2B, B2C, and B2E use cases. Learn more Whitepaper The developer's guide to single sign-on (SSO) Single Sign-On sounds simple…until you're deep in SAML configs and OIDC flows. This practical guide from Auth0 walks you through what actually works, where to start, and how to make the right architecture calls. Learn more Whitepaper Fine-Grained Authorization (FGA): A technical primer In today's dynamic digital landscape, traditional access control methods often fall short of meeting the nuanced demands of modern applications. Fine-Grained Authorization (FGA) represents a sophisticated approach to access management, offering unprecedented precision in defining who can access what, when, and under what conditions. Learn more Webinar Unlock the power of custom user flows with Auth0 forms Join our webinar to discover how the Auth0 Forms for Action feature can revolutionize your onboarding process and help your business achieve compliance effortlessly. Learn more Video Auth0 introduction Using Auth0, developers can connect any application written in any language or stack, and define the external identity providers, as well as integrations, that they want to use. This short Auth0 product demo gives an overview of this process, touching upon Auth0’s unmatched extensibility and its applicability to B2B, B2C, and B2E use cases. Learn more Whitepaper The developer's guide to single sign-on (SSO) Single Sign-On sounds simple…until you're deep in SAML configs and OIDC flows. This practical guide from Auth0 walks you through what actually works, where to start, and how to make the right architecture calls. Learn more Whitepaper Fine-Grained Authorization (FGA): A technical primer In today's dynamic digital landscape, traditional access control methods often fall short of meeting the nuanced demands of modern applications. Fine-Grained Authorization (FGA) represents a sophisticated approach to access management, offering unprecedented precision in defining who can access what, when, and under what conditions. Learn more Whitepaper Time to think about customer identity Customers want to securely engage with your apps and services anytime and from any device. If you’re not providing this across every digital channel, then you’re already facing a steep challenge to win, retain, and entertain your customers. Learn more Ebook Make your UX dance with CIAM How CIAM can help you implement progressive profiling and take advantage of zero-party data (ZPD) Ways in which you can seamlessly secure your customers’ data with bot mitigation, MFA, and breached password detection How you can make account creation and subsequent logins as smooth and enjoyable as possible for customers Learn more Whitepaper Your one-stop buyers guide to Customer Identity Make your research a little easier. This guide has been created for developers, product owners, and engineering teams tasked with understanding Customer Identity and Access Management (CIAM) solutions. Learn more Ebook Build and scale your product faster This article will show how a CIAM platform can help you stay one step ahead: Clear, actionable strategies to help you build and scale your products faster Tips on how to streamline customer onboarding and improve the overall experience How Customer Identity can help you stay on top of security and compliance Learn more Whitepaper Time to think about customer identity Customers want to securely engage with your apps and services anytime and from any device. If you’re not providing this across every digital channel, then you’re already facing a steep challenge to win, retain, and entertain your customers. Learn more Ebook Make your UX dance with CIAM How CIAM can help you implement progressive profiling and take advantage of zero-party data (ZPD) Ways in which you can seamlessly secure your customers’ data with bot mitigation, MFA, and breached password detection How you can make account creation and subsequent logins as smooth and enjoyable as possible for customers Learn more Whitepaper Your one-stop buyers guide to Customer Identity Make your research a little easier. This guide has been created for developers, product owners, and engineering teams tasked with understanding Customer Identity and Access Management (CIAM) solutions. Learn more Ebook Build and scale your product faster This article will show how a CIAM platform can help you stay one step ahead: Clear, actionable strategies to help you build and scale your products faster Tips on how to streamline customer onboarding and improve the overall experience How Customer Identity can help you stay on top of security and compliance Learn more Ready to start securing AI agents, delivering amazing user experiences, or building the next big B2B app? Start building for free Talk to sales Developers Developer Hub Code Samples and Guides Blog posts Identity Unlocked - Podcasts Zero Index Newsletter Documentation Articles Quickstarts APIs SDK Libraries Changelog Blog Reports Webinars Support Center Community Support Knowledge Base Auth0 Marketplace Company Our Customers Compliance - Ensuring privacy and security Partners Careers We're hiring! About us Get Involved Events Auth0 Research Program Learning Learn Intro to IAM (CIAM) Blog Platform Auth0 for AI Agents Access Management Extensibility Security User Management Authentication Cloud deployments Fine-Grained Authorization Features Universal Login Single Sign-On Multifactor Authentication Actions Machine to Machine Passwordless Breached Passwords Token Vault © 2026 Okta, Inc. All Rights Reserved. Status • Legal • Privacy • Terms • Your Privacy Choices English Deutsch English Français Español Português 日本語 Status • Legal • Privacy • Terms • Your Privacy Choices English Deutsch English Français Español Português 日本語 © 2026 Okta, Inc. All Rights Reserved. | 2026-01-13T08:49:41 |
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https://www.tabnine.com | Tabnine AI Code Assistant | Smarter AI Coding Agents. Total Enterprise Control. OFFICE HOURS Learn From The Experts January 15 8 am PT Sign Up Now Loved by millions of developers G2 G2 InfoWorld Tabnine named a Visionary in the September 2025 Gartner® Magic Quadrant™ for AI Code Assistants. Read the report. The Tabnine Agentic Platform Tabnine is an AI coding platform that works in developers’ IDEs of choice, supports the models they prefer, and can be deployed wherever their code lives — SaaS, VPC, on-prem, or fully air-gapped. Tabnine is an AI coding platform that works in developers’ IDEs of choice, supports the models they prefer, and can be deployed wherever their code lives — SaaS, VPC, on-prem, or fully air-gapped. Enterprise Context for Smarter Agents Tabnine's Enterprise Context Engine is what makes AI coding truly enterprise-ready. Instead of guessing from generic training data, it learns your organization's unique architecture, frameworks, and coding standards. It adapts to your mixed stacks and legacy systems, ensuring every suggestion aligns with your security, compliance, and performance requirements. By embedding enterprise knowledge directly into the coding experience, Tabnine transforms AI from a novelty into a governed, context-aware teammate that codes the way your enterprise works. Learn More → Built for Mission-Critical and Highly Secure Environments Deploy anywhere — SaaS, on-prem, or fully air-gapped — and keep everything inside. Tabnine gives mission-critical teams the control and compliance to scale AI securely across the enterprise. Learn More → Your AI control plane for trusted software development. Tabnine gives you centralized visibility, granular access controls, policy enforcement, and full auditability across users, teams, and workspaces — all in one secure place. Learn More → Learn why millions of developers choose Tabnine and why Tabnine is a 2025 Gartner Magic Quadrant Visionary. Read the Magic Quadrant From our blog Tabnine Named a Visionary in the 2025 Gartner® Magic Quadrant™ for AI Code Assistants 3 min read / September 18, 2025 We’re proud to announce that Tabnine has been named a Visionary in the 2025 Gartner® Magic Quadrant™ for AI Code… Read more Tabnine Named a Leader in Omdia Universe 2025 Report: No-Low-Pro IDE Assistants 5 min read / May 13, 2025 We’re proud to share that Tabnine has been officially named a Leader in the Omdia Universe: No-Low-Pro IDE Assistants, 2025… Read more AI Code Assistant Buyer’s Guide 2 min read / January 23, 2025 The pressure to adopt generative AI is intense. Yet the field is so new, how do you choose which tool… Read more Tabnine is the original AI coding assistant trusted by millions of developers and thousands of companies // If it were not for this extension, my code wouldn't be where it's at right now, and I would be 500% slower. Great extension. // Jeviaun { } // It is truly incredible. I was rewriting my configuration system and as soon as I activated it felt like it was reading my mind. // Luna L. JetBrains Marketplace review { } // Excellent extension and better than Copilot, IMHO. // Haim B. VS Code Marketplace review { } // Tabnine provides impressive code completion functionality and helps boost your development productivity. It works seamlessly with most of the popular modern IDEs. // Wisang Eom Managing Director, LG Electronics { } // The best AI assistant I've ever used. // shu JetBrains Marketplace review { } // Tabnine is the best AI coding assistant currently available. 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I refactored a React component and went to then use it and it automatically completed not just the name, but the correct props to it and they aren't common to anything else in the codebase. :mind-blown: // @fwiles X review { } // Love the help I get from Tabnine when coding. It is very useful. It also learns from my existing workspace which is a plus to maintain the same coding standards. // Jayeshkumar P. VS Code Marketplace review { } // I've been using @tabnine for a couple of days and I love how it can save me time by writing code automatically and avoiding me to go to search pages to remember how to do some things. // @skatox X review { } // 🔥Speaking of which — am loving @Tabnine's feature-set for source code completions: ✅ Fine-tuning models on repos/internal codebases. ✅ Self-hosting is supported (local servers or private cloud). ✅ On-demand statistics for how useful the extension has been. // @DynamicWebPaige X review { } // Tabnine is one of my favorite coding partners. 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Used it with VS Code. Helped me get more comfortable coding with JavaScript and React, as well as helped me learn how to condense/clean up my code. // Katie S. VS Code Marketplace review { } // Amazing product — it saves me so much time and is definitely getting better the more I use it. // cordial.gate7761 JetBrains Marketplace review { } // Really happy with this one, by far the best experience I got with code completion. // taigi100 JetBrains Marketplace review { } // Tabnine isn't just a plugin, but an indispensable asset for developers. // Jason I. JetBrains Marketplace review { } // It has been a fantastic experience. If you have a lot of code to work with, Tabnine does a much better job than GitHub Copilot in its custom suggestions. // Guy R. JetBrains Marketplace review { } // I am absolutely mind blown to witness this level of AI. It appears like Tabnine could read your mind, even for comments. It's extremely useful and the only autocomplete suggestion plugin that works in my experience. // Pablo D. JetBrains Marketplace review { } // Excellent tool for JS and Python coding. Tabnine Pro saves me hours each day! // Aliaksandr P. JetBrains Marketplace review { } // I like looking at Tabnine’s widget dashboard and seeing how much of my code was generated by Tabnine. The percentage is always insanely high, cause I just hit Tab, Tab, Tab and I’ve got my code. Love working with it. // Kevin Tuuri Solutions Architect, Sada { } // Tabnine has boosted developer productivity for CI&T: The company’s developers accept 90% of the tool’s single-line coding suggestions, resulting in an 11% productivity increase across projects. // Luis Ribiero Head of Engineering, CI&T { } // The (too big) latency was the main reason why we did not choose SourceGraph Cody as our AI tool for development. We had the Enterprise Cloud version. In the end we chose Tabnine as it had better results and significantly lower latency. // @_Codito_ X review { } // Tabnine has become an absolute game changer for me. I can't imagine programming without it anymore. Whether Tabnine has gotten significantly better, or I've just gotten better at utilizing its features, the results are undeniable. Huge kudos to your entire team for creating such a valuable tool. // Paul P. User review { } FAQ FAQ Does Tabnine understand my architecture? Yes. Tabnine maps dependencies, architecture, and workflows to deliver more relevant and accurate code suggestions. Can I control what context Tabnine uses? Yes. You can configure precise context settings to ensure Tabnine only uses information you approve. What types of context does Tabnine ingest? Tabnine can use your current file, open files, terminal output, and repository history to improve accuracy. What types of AI agents does Tabnine provide? Tabnine offers AI agents for every stage of the SDLC, from planning and code creation to testing and documentation. Can developers choose their preferred LLM? Yes. Tabnine supports multiple models and lets developers select the one they prefer. Is Tabnine Zero Trust–compliant? Yes. In air-gapped or secure environments, no data leaves your infrastructure. Tabnine About Careers Contact Us Partners Product Plans & Pricing Supported IDEs Documentation Resources Code Privacy Privacy Policy Terms of Use Trust Center Tabnine Cookie Policy Knowledge Center AI code generation Code refactoring Code debugging Code documentation Unit testing // Tabnine is the AI coding platform you can deploy anywhere, cloud, on-prem, or air-gapped, while accelerating software development and keeping your code private, secure, and compliant. // | 2026-01-13T08:49:41 |
https://popcorn.forem.com/new/netflix | New Post - 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 Join the Popcorn Movies and TV Popcorn Movies and TV is a community of 3,676,891 amazing enthusiasts Continue with Apple Continue with Google Continue with Facebook Continue with Forem Continue with GitHub 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 Popcorn Movies and TV? 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 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 | 2026-01-13T08:49:41 |
https://future.forem.com/hushuai_wang_29fb41896f72 | hushuai wang - Future Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Future Close Follow User actions hushuai wang 404 bio not found Joined Joined on Dec 29, 2025 More info about @hushuai_wang_29fb41896f72 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 I want people to document their entire lives from childhood to adulthood. hushuai wang hushuai wang hushuai wang Follow Dec 29 '25 I want people to document their entire lives from childhood to adulthood. # ai # productivity # education Comments Add Comment 5 min read 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 Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Future © 2025 - 2026. Stay on the cutting edge, and shape tomorrow Log in Create account | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/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 CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Variables On this page CLI: Variables Manage Once you have installed and authorized the CLI, select your relevant organization and project then run one of the following commands depending on your use case: To retrieve all variables for a project from the management API. dvc variables get You should be presented with something which looks like the following (which represents three existing variables named variable-alpha , variable-beta and feature-b with the first two active and the final archived.): [ { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "name" : "feature-b" , "key" : "feature-b" , "type" : "Boolean" , "status" : "archived" , "defaultValue" : false , "source" : "dashboard" , "_createdBy" : "google-oauth2|113009494912133793971" , "createdAt" : "2023-07-26T20:51:59.421Z" , "updatedAt" : "2023-07-26T21:01:17.592Z" } , { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "Variable Beta" , "key" : "variable-beta" , "description" : "New String Variable" , "type" : "String" , "status" : "active" , "source" : "cli" , "_createdBy" : "google-oauth2|q1w2e3r4t5" , "createdAt" : "2023-07-26T20:46:49.209Z" , "updatedAt" : "2023-07-26T21:07:23.402Z" } , { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "Variable Alpha" , "key" : "variable-alpha" , "description" : "" , "type" : "Boolean" , "status" : "active" , "source" : "dashboard" , "_createdBy" : "google-oauth2|q1w2e3r4t5t" , "createdAt" : "2023-07-26T20:28:03.057Z" , "updatedAt" : "2023-07-26T21:04:17.638Z" } ] To list the keys of all variable in a project enter: dvc variations list You should be presented with something which looks like the following: [ "feature-b" , "variable-beta" , "variable-alpha" ] Create Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc variables create You will be prompted to set a Name, Key, Description (Optional), Type of Variable (String, Boolean, Number or JSON) and the feature to which you would like to assign the variable. If successful you will receive something which resembles the following (which demonstrates creating a new string variable called variable-beta and adding it to the feature named feature-a ): { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "Variable Beta" , "key" : "variable-beta" , "description" : "New String Variable" , "type" : "String" , "status" : "active" , "source" : "cli" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6ui8" , "createdAt" : "2023-07-26T20:46:49.209Z" , "updatedAt" : "2023-07-26T20:46:49.209Z" } Update Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc variable update You will be prompted to select a variable you would like to update, and can update the name, description or associated feature (not current working), then will receive a response which resembles something like is found below (which demonstrates changing the name of a variable named Variable Beta to Variable Beta (Renamed) ): { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "Variable Beta (Renamed)" , "key" : "variable-beta" , "description" : "New String Variable" , "type" : "String" , "status" : "active" , "source" : "cli" , "_createdBy" : "google-oauth2|113009494912133793971" , "createdAt" : "2023-07-26T20:46:49.209Z" , "updatedAt" : "2023-07-26T21:06:30.024Z" } Edit this page Last updated on Jan 9, 2026 Previous Features Next Variations Manage Create Update DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://golf.forem.com/t/introductions#main-content | Introduction - Golf Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Golf Forem Close # introduction Follow Hide Create Post Older #introduction posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Golf.com: The Future Of LIV Duels: Grant Horvat And Bryan Bros Talk Exciting Developments YouTube Golf YouTube Golf YouTube Golf Follow Aug 25 '25 Golf.com: The Future Of LIV Duels: Grant Horvat And Bryan Bros Talk Exciting Developments # golf # recommendations # introduction # lessons Comments Add Comment 1 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Golf Forem — A community of golfers and golfing enthusiasts Home About Contact Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:49:41 |
https://www.fine.dev/blog/review-prs-efficiently#review-small-frequent-prs | 10 Tips for Reviewing PRs Effectively and Efficiently Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back 10 Tips for Reviewing PRs Effectively and Efficiently Table of Contents Understand the Context Review Small, Frequent PRs Focus on Functionality First Check for Consistency Prioritize Security and Performance Test the Changes Locally Provide Constructive Feedback Use Automated Tools Encourage Discussion Balance Thoroughness with Efficiency AI Coding Tools for PR Reviews 1. Understand the Context Before diving into the code, take a moment to understand the purpose of the PR. Read the description carefully, and if available, check out related tickets or documentation. Knowing the context helps you focus on the important aspects of the code. 2. Review Small, Frequent PRs Encourage submitting smaller, more frequent PRs rather than large, monolithic ones. Smaller PRs are easier to review, less prone to errors, and allow for quicker feedback and iteration. 3. Focus on Functionality First Start by reviewing the functionality. Does the code achieve the intended outcome? Ensure that the logic makes sense and that the feature works as described before delving into the finer details. 4. Check for Consistency Look for consistency in code style, naming conventions, and architecture. Consistent code is easier to read, maintain, and scale. Ensure that the changes align with the existing codebase's standards. 5. Prioritize Security and Performance Evaluate the code for potential security vulnerabilities and performance bottlenecks. Consider how the changes might impact the overall system's security and efficiency. 6. Test the Changes Locally If possible, pull the branch and test the changes locally. Running the code yourself can help you spot issues that aren't immediately obvious from the code alone, such as unexpected side effects or integration problems. 7. Provide Constructive Feedback When pointing out issues or suggesting changes, be constructive and specific. Offer explanations and alternatives rather than just highlighting problems. This fosters a positive, collaborative environment. 8. Use Automated Tools for AI Code Review Leverage automated tools to catch common issues such as syntax errors, formatting problems, and simple bugs. Tools like linters, static analysis tools, and automated tests can save time and ensure consistency. AI-powered tools like Fine are great options for catching such issues automatically, giving you more time to focus on functionality and design. 9. Encourage Discussion Use the PR review process as an opportunity to discuss the code with the author and other team members. Engage in meaningful conversations about design decisions, potential improvements, and alternative approaches. 10. Balance Thoroughness with Efficiency Aim to be thorough in your review, but also be mindful of the time it takes. Focus on critical areas first and avoid getting bogged down by minor issues that can be addressed in subsequent PRs. Remember that the goal is to improve the codebase, not to achieve perfection in a single review. AI Coding Tools for PR Reviews By connecting AI tools to your tech stack, the process of reviewing PRs becomes much easier. To start off with, have the AI create a summary of every PR before you review it. That way, no matter how long or short the PR is, you’ll know what it’s meant to do and how, before you begin. Next, you can have the AI Coding tool review the PR before you do. This can help on both ends of the spectrum: On the one hand, it will catch basic fixes, allowing the developer to fix them before your final review, saving your time as a manager. On the other hand, it will identify edge cases that you may not have considered, thereby improving the quality of your code. Fine is an AI Coding tool that not only reviews and summarizes PRs when directly asked to, but also offers automated workflows. Set it up so that any time a new PR is created (in your codebase or a specific repository), it reviews and summarizes it, sending you a Slack message when it’s done and ready for your sign-off. Here’s how it works . 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 | 2026-01-13T08:49:41 |
https://open.forem.com/t/webdev#main-content | Web Development - Open Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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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 Open Forem Close Web Development Follow Hide Because the internet... Create Post submission guidelines Be nice. Be respectful. Assume best intentions. Be kind, rewind. Older #webdev posts 1 2 3 4 5 6 7 8 9 … 75 … 5409 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) Yogendra Prajapati Yogendra Prajapati Yogendra Prajapati Follow Jan 9 How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) # webdev # beginners # tools # business Comments Add Comment 8 min read Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) N Nash N Nash N Nash Follow Jan 5 Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) # tools # programming # webdev # ai 4 reactions Comments Add Comment 4 min read sharp & Founder core Divyansh singh Divyansh singh Divyansh singh Follow Jan 6 sharp & Founder core # discuss # help # webdev Comments Add Comment 1 min read 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. 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Harly Harly Harly Follow Jan 4 Debugging a Hardware Leak: Need a "Hotfix" for my Kitchen Sink! # webdev Comments 2 comments 1 min read How to Test Your Microphone Online – A Simple Guide Sohail Akhter Sohail Akhter Sohail Akhter Follow Dec 27 '25 How to Test Your Microphone Online – A Simple Guide # microphone # webdev # test # testing Comments Add Comment 2 min read The Christmas Clarity Calendar – Finding Focus, Calm, and Momentum Before the New Year Per Starke Per Starke Per Starke Follow Dec 24 '25 The Christmas Clarity Calendar – Finding Focus, Calm, and Momentum Before the New Year # christmas # webdev # clarity # momentum Comments Add Comment 6 min read Aerospace Inspection as Risk Management in Aviation AMREP Inspect AMREP Inspect AMREP Inspect Follow Dec 22 '25 Aerospace Inspection as Risk Management in Aviation # discuss # webdev Comments Add Comment 5 min read My North Star as an AI Founder (And Why I’m Not Changing It) Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Dec 18 '25 My North Star as an AI Founder (And Why I’m Not Changing It) # webdev # ai # beginners # productivity 15 reactions Comments 3 comments 3 min read Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) Vipul Gupta Vipul Gupta Vipul Gupta Follow Dec 16 '25 Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) # productivity # ai # digitaltransformation # webdev Comments Add Comment 3 min read 🚀 How I Got 25,000+ Views in 2 Days on a YouTube Short Menula De Silva Menula De Silva Menula De Silva Follow Dec 4 '25 🚀 How I Got 25,000+ Views in 2 Days on a YouTube Short # socialmedia # webdev # productivity # beginners 1 reaction Comments Add Comment 3 min read Seeking Guidance: A 21-Year-Old’s Fight to Build a Future in Tech yahya karakaya yahya karakaya yahya karakaya Follow Dec 3 '25 Seeking Guidance: A 21-Year-Old’s Fight to Build a Future in Tech # webdev # career # learning # leadership Comments Add Comment 1 min read Looking for a Blockchain Developer to Upgrade Our Web Game (EVM Integration) Elony James Elony James Elony James Follow Dec 1 '25 Looking for a Blockchain Developer to Upgrade Our Web Game (EVM Integration) # gamedev # software # webdev # career Comments Add Comment 1 min read Which Tally Version Is Best for 2025? A Practical View for Indian Businesses Candies Tech Candies Tech Candies Tech Follow Nov 25 '25 Which Tally Version Is Best for 2025? A Practical View for Indian Businesses # discuss # webdev # ai # community Comments Add Comment 2 min read Ai Philemon Adaghe Philemon Adaghe Philemon Adaghe Follow Dec 24 '25 Ai # webdev # ai # beginners # python 2 reactions Comments Add Comment 1 min read How AI will change website development — and whether it will affect pricing Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 18 '25 How AI will change website development — and whether it will affect pricing # ai # webdev # productivity # programming Comments 1 comment 3 min read Instagram & WhatsApp Invisible Text Tricks: Creative Uses You Haven't Tried blankspacecopy blankspacecopy blankspacecopy Follow Nov 17 '25 Instagram & WhatsApp Invisible Text Tricks: Creative Uses You Haven't Tried # webdev Comments Add Comment 2 min read A Declaration of Digital Independence frw community frw community frw community Follow Nov 15 '25 A Declaration of Digital Independence # discuss # opensource # webdev Comments Add Comment 4 min read Website savings: where to cut and where to stop Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 19 '25 Website savings: where to cut and where to stop # webdev # ai # productivity # programming Comments Add Comment 2 min read What are the best candle scent families for creating a calming and relaxing atmosphere at home? Sysan Sysan Sysan Follow Dec 16 '25 What are the best candle scent families for creating a calming and relaxing atmosphere at home? # webdev Comments 2 comments 1 min read Lighting Is More Than Brightness: Practical Lessons from a Small Project emmma emmma emmma Follow Dec 15 '25 Lighting Is More Than Brightness: Practical Lessons from a Small Project # led # webdev # ai # beginners 1 reaction Comments 2 comments 1 min read My Playbook: Turning Personal Productivity Into Global Leverage Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Dec 10 '25 My Playbook: Turning Personal Productivity Into Global Leverage # ai # productivity # beginners # webdev 15 reactions Comments 3 comments 3 min read 1 MateBook D（2017款）重装系统SOP Dr.JasonLiu Dr.JasonLiu Dr.JasonLiu Follow Nov 6 '25 1 MateBook D（2017款）重装系统SOP # webdev Comments Add Comment 2 min read How to Organize Your Notes Using Printable Lined Paper — A Simple Productivity Hack Bakhat Yar|SEO Specialist Bakhat Yar|SEO Specialist Bakhat Yar|SEO Specialist Follow Dec 8 '25 How to Organize Your Notes Using Printable Lined Paper — A Simple Productivity Hack # webdev # productivity # beginners # devops Comments Add Comment 2 min read Life was really hard growing up... so I became a philanthropist. Here's what I wish I knew... Free Game Brian Kim Brian Kim Brian Kim Follow Nov 29 '25 Life was really hard growing up... so I became a philanthropist. Here's what I wish I knew... Free Game # webdev # ai # programming # productivity 2 reactions Comments 1 comment 4 min read loading... trending guides/resources How to Organize Your Notes Using Printable Lined Paper — A Simple Productivity Hack Debugging a Hardware Leak: Need a "Hotfix" for my Kitchen Sink! What are the best candle scent families for creating a calming and relaxing atmosphere at home? 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https://vibe.forem.com/seridarivus_13/pli-710-bypassing-ai-knowledge-cutoffs-with-auto-data-synthesis-31pd#comments | PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis - Vibe Coding Forem Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account Vibe Coding Forem Close 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 seridarivus 13 Posted on Jan 10 PLI 7.10 - Bypassing AI Knowledge Cutoffs with Auto-Data Synthesis # ai # devops # api # tdd Hey everyone, I’m a student developer working on an alternative search/intelligence interface called PLI 7.10. The goal is to kill the SEO noise of modern search engines and the "knowledge cutoff" of standard LLMs. I’ve just implemented a "Self-Healing" logic that I’d love some architectural feedback on. The Logic: Instead of the AI simply saying "I don't know" when asked about recent events (e.g., Luke Littler’s 2026 stats), the backend now detects the failure and auto-triggers a @data layer. It fetches, translates (via Google API), and ranks Wikipedia + YouTube context in one loop. Tech Specs & Trade-offs: Stack: Next.js / Node.js / Vercel. Latency: It’s about 20% slower than a standard hallucinating chat, but the accuracy for "live" data is significantly higher. Data Source: Uses a multi-language Wikipedia ranker to find the most "dense" info regardless of the user's language. Current Hurdles: Vercel Cold Starts: The multi-step scraping/translation layer is hitting some latency on the first hit. UX: Does a "3+1" card layout (Wiki + Video context) feel intuitive for a dev-tool, or is it too cluttered? Link: https://pli7.vercel.app/ 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 seridarivus 13 Follow Founder and developer of PLI 7 and more Joined Jan 7, 2026 More from seridarivus 13 Why I built a search engine that limits results to exactly 4 items?! # api Why I built a search engine that limits results to exactly 4 items # ai # devops # api 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Vibe Coding Forem — Discussing AI software development, and showing off what we're building. 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https://popcorn.forem.com/popcorn_movies/ringer-movies-how-to-save-movies-with-the-ceo-of-amc-theatres-the-town-4fko | Ringer Movies: How To Save Movies With the CEO of AMC Theatres | The Town - 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 Sep 1, 2025 Ringer Movies: How To Save Movies With the CEO of AMC Theatres | The Town # movies # streaming # netflix # analysis How To Save Movies With the CEO of AMC Theatres Matt Belloni heads to LA’s El Rey theater with Bloomberg’s Lucas Shaw and AMC chief Adam Aron to unpack the state of moviegoing—from why theaters litter the screen with ads and trailers to how AMC’s cozying up to Netflix and what the big-screen biz needs to evolve. They sketch a roadmap for keeping cinemas alive: loyalty perks, snack upgrades, smarter showtimes and strategic streaming partnerships designed to rekindle that communal magic only theaters can deliver. 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 | 2026-01-13T08:49:41 |
https://dev.to/devteam/congrats-to-the-frontend-challenge-june-celebrations-winners-5dd1 | Congrats to the Frontend Challenge: June Celebrations Winners! - 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 dev.to staff for The DEV Team Posted on Jul 10, 2025 Congrats to the Frontend Challenge: June Celebrations Winners! # frontendchallenge # devchallenge # webdev # css Today's the day! We are excited to announce the winners of Frontend Challenge: June Celebrations . Reviewing submissions for this challenge was an absolute joy as we witnessed the community celebrate the rich tapestry of June festivities. From adorable interactive experiences for Hug Your Cat Day to vibrant cultural celebrations of Brazilian Festa Junina traditions, participants embraced the theme's all-encompassing spirit. This only happens on the rarest of occasions but we've decided to pick two winners for each prompt. We've also included an honorable mention for a project we just loved! Congratulations To… CSS Art: June Celebrations @jarvisscript brings Father's Day celebration to life with a delightfully crafted "Dad's Canned Jokes" root beer can. Dad's Canned Jokes - June CSS Art Challenge Chris Jarvis ・ Jun 28 #frontendchallenge #devchallenge #css You should also check out the companion landing page for a hearty laugh! @axrisi delivers a delightful tribute to National Donut Day with this purely CSS-driven frosted donut complete with colorful sprinkles. It's a DONUT! Nikoloz Turazashvili (@axrisi) ・ Jun 6 #frontendchallenge #devchallenge #css The gentle "bobbing" animation makes this piece of art all the more fun! Perfect Landing: June Celebrations @sneha_2004 creates a vibrant digital space with QueerStation, a Pride zine that channels punk aesthetics and queer joy into an interactive web experience. QueerStation - A Digital Pride Zine Revolution Sneha Das ・ Jun 7 #frontendchallenge #devchallenge #css #webdev This project stands out for its bold design and meaningful content. @eoinmcg takes us on a space journey celebrating World Asteroid Day with an interactive landing page that perfectly balances learning and fun. Frontend Challenge: World Asteroid Day, 30th June Eoin McGrath ・ Jun 23 #devchallenge #frontendchallenge #css #javascript We loved the asteroid field, space travel elements, and engaging educational content. Our four winners will each receive a DEV++ Membership , and an exclusive DEV badge. All participants will receive a completion badge for rising to the challenge! Honorable Mention Finally, we'd be remiss if we didn't give special recognition to @_boweii for creating the "Juneteenth Freedom Clock," a beautifully crafted art piece honoring this pivotal moment in American history. Juneteenth Freedom Clock - A CSS Art Celebration Tombri Bowei ・ Jun 10 #frontendchallenge #devchallenge #css While it included JavaScript beyond our CSS Art guidelines, the project's meaningful celebration of Juneteenth, intricate animations, and thoughtful historical context deserve acknowledgment. What's next? Our next Frontend Challenge is already live and ready for you to jump right into: Join Our Newest Frontend Challenge: Office Edition! Sponsored by Axero with $3,000 in Prizes 💸 Jess Lee for The DEV Team ・ Jul 2 #frontendchallenge #devchallenge #webdev #css We hope you had fun, felt challenged, and maybe added a thing or two to your professional profile. See you next time! Interested in being a volunteer judge for future challenges? Learn more here ! Top comments (19) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Chris Jarvis Chris Jarvis Chris Jarvis Follow Fullstack developer with a passion for UX. @jarvisscript@hachyderm.io Location Nashville Education Bootcamp Grad Pronouns He/Him Work Fullstack Developer Joined Mar 5, 2017 • Jul 10 '25 Dropdown menu Copy link Hide Thank you! I am so honored! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Jess Lee The DEV Team Jess Lee The DEV Team Jess Lee Follow Building DEV and Forem with everyone here. Interested in the future. Email jess@forem.com Location USA / TAIWAN Pronouns she/they Work Co-Founder & COO at Forem Joined Jul 29, 2016 • Jul 10 '25 Dropdown menu Copy link Hide Love the creativity @jarvisscript , @axrisi , @sneha_2004 , @eoinmcg , @_boweii !! Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Sneha Das Sneha Das Sneha Das Follow Hey there 👋 I’m Sneha Das, a 2nd-year B.Tech student madly in love with solving problems, building smart tech, and creating beautiful things—from UIs to clean code. Pronouns She/her Joined Apr 20, 2024 • Jul 12 '25 Dropdown menu Copy link Hide Thank you Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Nikoloz Turazashvili (@axrisi) Follow Founder & CTO at NikoLabs LLC, building Axrisi—an AI-powered browser extension for seamless on-page text processing and productivity. Opened Chicos restaurant in Tbilisi, Georgia. Email turazashvili@gmail.com Location Tbilisi, Georgia Education EXCELIA La Rochelle Pronouns He/Him Work Founder & CTO at NikoLabs LLC and Axrisi Joined May 30, 2025 • Jul 11 '25 Dropdown menu Copy link Hide Yay! Thanks for making these challenges. Happy to participate, Happy to win! Love ya all. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Chris Jarvis Chris Jarvis Chris Jarvis Follow Fullstack developer with a passion for UX. @jarvisscript@hachyderm.io Location Nashville Education Bootcamp Grad Pronouns He/Him Work Fullstack Developer Joined Mar 5, 2017 • Jul 27 '25 Dropdown menu Copy link Hide How do the winners activate the DEV++ membership? Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Kiruthik Kumar Kiruthik Kumar Kiruthik Kumar Follow Full stack dev, is on the way! Looking for freelancing, jobs Location Salem, India Education Self Employed, looking for jobs Pronouns He/Him Work Student Joined Feb 11, 2023 • Jul 11 '25 • Edited on Jul 11 • Edited Dropdown menu Copy link Hide Congrats on winning Guys!!!! @jarvisscript , @axrisi , @sneha_2004 , @eoinmcg , @_boweii ❤️✨ Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Sneha Das Sneha Das Sneha Das Follow Hey there 👋 I’m Sneha Das, a 2nd-year B.Tech student madly in love with solving problems, building smart tech, and creating beautiful things—from UIs to clean code. Pronouns She/her Joined Apr 20, 2024 • Jul 12 '25 Dropdown menu Copy link Hide Thank you Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sneha Das Sneha Das Sneha Das Follow Hey there 👋 I’m Sneha Das, a 2nd-year B.Tech student madly in love with solving problems, building smart tech, and creating beautiful things—from UIs to clean code. Pronouns She/her Joined Apr 20, 2024 • Jul 12 '25 • Edited on Jul 12 • Edited Dropdown menu Copy link Hide Thank you so much!! It's an honour for me. Congratulations to the other winners!! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Eztosin Eztosin Eztosin Follow I'm a passionate student studying Mathematics Education at Lagos State University and a proud graduate of the ALX Africa Software Engineering Program. I have a deep love for technology and writing! Location Lagos, Nigeria Education Lagos State University, Nigeria Work Front-end Engineer, Technical Writer Joined Jul 29, 2023 • Jul 11 '25 Dropdown menu Copy link Hide Congratulations! ❤️ Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Futuritous Futuritous Futuritous Follow Life is a canvas, we all draw on it together. Location USA Joined Jan 18, 2025 • Jul 11 '25 Dropdown menu Copy link Hide Lovely projects. Congrats on winning! Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Abir Kolin Abir Kolin Abir Kolin Follow Joined Dec 3, 2024 • Jul 15 '25 Dropdown menu Copy link Hide Wow Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Willam Abroy Willam Abroy Willam Abroy Follow Joined Jun 30, 2025 • Jul 16 '25 Dropdown menu Copy link Hide Congrats to the June Frontend Challenge winners! Great job! 🎉 Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Comment deleted Collapse Expand Chris Jarvis Chris Jarvis Chris Jarvis Follow Fullstack developer with a passion for UX. @jarvisscript@hachyderm.io Location Nashville Education Bootcamp Grad Pronouns He/Him Work Fullstack Developer Joined Mar 5, 2017 • Jul 11 '25 Dropdown menu Copy link Hide There's some going on right now. The frontend Challenge is about Office culture. Dev.to/challenges Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand matador168 matador168 matador168 Follow A passionate game developer for Matador168 crafting immersive, fast-paced, and community-driven experiences. Focused on gameplay and innovation, we build games that players love to come back to. Location Indonesia Work CTO at Matador168 Joined Jul 15, 2025 • Jul 15 '25 Dropdown menu Copy link Hide congratulations bro! Like comment: Like comment: 2 likes Like Comment button Reply View full discussion (19 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 The DEV Team Follow The hardworking team behind DEV ❤️ Want to contribute to open source and help make the DEV community stronger? 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Contribute to Forem More from The DEV Team Congrats to the AI Agents Intensive Course Writing Challenge Winners! # googleaichallenge # devchallenge # ai # agents Join the Algolia Agent Studio Challenge: $3,000 in Prizes! # algoliachallenge # devchallenge # agents # webdev Join the New Year, New You Portfolio Challenge: $3,000 in Prizes + Feedback from Google AI Team (For Winners and Runner Ups!) # devchallenge # googleaichallenge # career # gemini 💎 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/cli-guides/environments | Environments | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Environments On this page CLI: Environments Manage Once you have installed and authorized the CLI, select your relevant organization and project then run one of the following commands depending on your use case: To retrieve all environment information for a project from the management API. dvc environments get You will be prompted to select an existing environment and should be presented with something which looks like the following (which represents the development environment for project): { "_id" : "1qw2e3r4t5y6y" , "_project" : "6y5t4r3e2w" , "name" : "Development" , "key" : "development" , "type" : "development" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6y6" , "createdAt" : "2023-07-26T16:28:16.186Z" , "updatedAt" : "2023-07-26T16:28:16.186Z" , "sdkKeys" : { "mobile" : [ { "key" : "dvc_mobile_abc12345" , "createdAt" : "2023-07-26T16:28:16.183Z" , "compromised" : false , "compromised_url" : "" } ] , "client" : [ { "key" : "dvc_client_abc12345" , "createdAt" : "2023-07-26T16:28:16.182Z" , "compromised" : false , "compromised_url" : "" } ] , "server" : [ { "key" : "dvc_server_abc12345" , "createdAt" : "2023-07-26T16:28:16.183Z" , "compromised" : false , "compromised_url" : "" } ] } , "readonly" : false } To list the keys of all environments in a project enter: dvc environments list You should be presented with something which looks like the following: [ "development" , "production" , "staging" ] Create Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc environments create You will be prompted to set a Name, Key, Description (Optional), and the type of environment (Development, Staging, Production or Disaster Recovery). If successful you will receive something which resembles the following (which demonstrates creating a new disaster_recovery environment called Disaster Recovery Environment ): { "_id" : "1234asdfg" , "_project" : "5431234123sdfsdfsdf" , "name" : "Disaster Recovery Environment" , "key" : "disaster-recovery-environment" , "type" : "disaster_recovery" , "description" : "" , "_createdBy" : "google-oauth2|q1w2e3rt5y6" , "createdAt" : "2023-07-26T21:52:03.250Z" , "updatedAt" : "2023-07-26T21:52:03.250Z" , "sdkKeys" : { "mobile" : [ { "key" : "dvc_mobile_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.249Z" , "compromised" : false , "compromised_url" : "" } ] , "client" : [ { "key" : "dvc_client_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.248Z" , "compromised" : false , "compromised_url" : "" } ] , "server" : [ { "key" : "dvc_server_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.249Z" , "compromised" : false , "compromised_url" : "" } ] } , "readonly" : false } Update Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc environments update You will be prompted to select an environment you would like to update, and can update the name ,and description . If the change is successful you should receive a response which resembles something like is found below (which demonstrates changing the name of Disaster Recovery Environment to Disaster Recovery ): { "_id" : "1234asdfg" , "_project" : "5431234123sdfsdfsdf" , "name" : "Disaster Recovery" , "key" : "disaster-recovery-environment" , "type" : "disaster_recovery" , "description" : "" , "_createdBy" : "google-oauth2|q1w2e3rt5y6" , "createdAt" : "2023-07-26T21:52:03.250Z" , "updatedAt" : "2023-07-26T21:52:03.250Z" , "sdkKeys" : { "mobile" : [ { "key" : "dvc_mobile_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.249Z" , "compromised" : false , "compromised_url" : "" } ] , "client" : [ { "key" : "dvc_client_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.248Z" , "compromised" : false , "compromised_url" : "" } ] , "server" : [ { "key" : "dvc_server_abcdefg1234" , "createdAt" : "2023-07-26T21:52:03.249Z" , "compromised" : false , "compromised_url" : "" } ] } , "readonly" : false } Edit this page Last updated on Jan 9, 2026 Previous Projects Next SDK Keys Manage Create Update DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
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https://docs.devcycle.com/cli-guides/variations | Variations | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Variations On this page CLI: Variations Manage Once you have installed and authorized the CLI, select your relevant organization and project then run one of the following commands depending on your use case: To retrieve variations for a feature from the management API dvc variations get You will be prompted to select the relevant feature, and should be presented with something which looks like the following (for a feature with two variations of variation-on and variation-off ): [ { "_id" : "abcdefg1234567" , "key" : "variation-on" , "name" : "Variation On" , "variables" : { "variable-a" : 1 } } , { "_id" : "gfedcba7654321" , "key" : "variation-off" , "name" : "Variation Off" , "variables" : { "variable-a" : 0 } } ] To list the keys of all variations in a feature run: dvc variations list You will be prompted to select the relevant feature, and should be presented with something which looks like the following (for a feature with two variations of variation-on and variation-off ): [ "variation-on" , "variation-off" ] Create Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc variations create You will be prompted to set a Name, Key and Variable Value for the selected feature and will receive something which resembles the following (which demonstrates creating a new variation called new-variation and setting the value to true for the variable named variable-alpha ): { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "source" : "dashboard" , "type" : "release" , "name" : "feature-a" , "key" : "feature-a" , "description" : "" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6y" , "createdAt" : "2023-07-26T19:49:33.004Z" , "updatedAt" : "2023-07-26T20:23:57.035Z" , "variations" : [ { "_id" : "d3df4g5h6j7j8k8k" , "key" : "variation-on" , "name" : "Variation On" , "variables" : { "variable-alpha" : true } } , { "_id" : "a1s2d3f4g5h6j7" , "key" : "variation-off" , "name" : "Variation Off" , "variables" : { "variable-alpha" : true } } , { "_id" : "l9k8kj6h5g4f3" , "key" : "new-variation" , "name" : "New Variation" , "variables" : { "variable-alpha" : true } } ] , "controlVariation" : "variation-on" , "variables" : [ { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "variable-alpha" , "key" : "variable-alpha" , "type" : "Boolean" , "status" : "active" , "source" : "dashboard" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6y" , "createdAt" : "2023-07-26T20:28:03.057Z" , "updatedAt" : "2023-07-26T20:28:03.057Z" } ] , "tags" : [ ] , "readonly" : false , "settings" : { "optInEnabled" : false , "publicName" : "" , "publicDescription" : "" } , "sdkVisibility" : { "mobile" : true , "client" : true , "server" : true } } Update Once you have installed and authorized the CLI, select your relevant organization and project then run the following command: dvc variations update You will be prompted to select a feature and variation you would like to update, and can update the name, key or variable, then will receive a response which resembles something like is found below (which demonstrates changing the value of new-variation for variable-alpha from true to false ): { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "source" : "dashboard" , "type" : "release" , "name" : "feature-a" , "key" : "feature-a" , "description" : "" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6y" , "createdAt" : "2023-07-26T19:49:33.004Z" , "updatedAt" : "2023-07-26T20:23:57.035Z" , "variations" : [ { "_id" : "d3df4g5h6j7j8k8k" , "key" : "variation-on" , "name" : "Variation On" , "variables" : { "variable-alpha" : true } } , { "_id" : "a1s2d3f4g5h6j7" , "key" : "variation-off" , "name" : "Variation Off" , "variables" : { "variable-alpha" : true } } , { "_id" : "l9k8kj6h5g4f3" , "key" : "new-variation" , "name" : "New Variation" , "variables" : { "variable-alpha" : true } } ] , "controlVariation" : "variation-on" , "variables" : [ { "_id" : "q1w2e3r4t5y6u7i" , "_project" : "p0o9i8u7y6t5" , "_feature" : "e3r4t5y6u7u7" , "name" : "variable-alpha" , "key" : "variable-alpha" , "type" : "Boolean" , "status" : "active" , "source" : "dashboard" , "_createdBy" : "google-oauth2|q1w2e3r4t5y6y" , "createdAt" : "2023-07-26T20:28:03.057Z" , "updatedAt" : "2023-07-26T20:28:03.057Z" } ] , "tags" : [ ] , "readonly" : false , "settings" : { "optInEnabled" : false , "publicName" : "" , "publicDescription" : "" } , "sdkVisibility" : { "mobile" : true , "client" : true , "server" : true } } Edit this page Last updated on Jan 9, 2026 Previous Variables Next Targeting Rules Manage Create Update DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-mcp/mcp-getting-started/#next-steps | MCP Getting Started | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation MCP On this page DevCyle MCP Getting Started The DevCycle Model Context Protocol (MCP) Server is based on the DevCycle CLI, it enables AI-powered code editors like Cursor and Windsurf, or general-purpose tools like Claude Desktop, to interact directly with your DevCycle projects and make changes on your behalf. Quick Setup The DevCycle MCP is hosted so there is no need to set up a local server. We'll walk you through installation and authentication with your preferred AI tools. Direct Connection: For clients that natively support the MCP specification with OAuth authentication, you can connect directly to our hosted server: https://mcp.devcycle.com/mcp Protocol Support : Our MCP server supports both SSE and HTTP Streaming protocols, automatically negotiating the best option based on your client's capabilities. Alternative Endpoint : If your client has issues with protocol negotiation, use the SSE-only endpoint: https://mcp.devcycle.com/sse MCP Registry : If you're using registry.modelcontextprotocol.io , the DevCycle MCP is listed as: com.devcycle/mcp info These instructions use the remote DevCycle MCP server. For installation of the local MCP server, see the reference docs . Configure Your AI Client Cursor VS Code Claude Code Claude Desktop Windsurf Codex CLI Gemini CLI 📦 Install in Cursor To open Cursor and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your ~/.cursor/mcp_settings.json file. To learn more, see the Cursor documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in Cursor: After configuration, you'll see DevCycle MCP listed as "Needs login" with a yellow indicator Click on the DevCycle MCP server to initiate the authorization process This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to Cursor with the server now active 📦 Install in VS Code To open VS Code and automatically add the DevCycle MCP, click the install button above. Alternatively, add the following to your .continue/config.json file. To learn more, see the Continue documentation . { "mcpServers" : { "DevCycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Authentication in VS Code: After configuration, open the MCP settings panel in VS Code Find the DevCycle MCP server and click "Start Server" VS Code will show a dialog: "The MCP Server Definition 'DevCycle' wants to authenticate to mcp.devcycle.com" Click "Allow" to proceed with authentication This opens a browser authorization page at mcp.devcycle.com Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com You'll be redirected back to VS Code with the server now active Step 1: Open Terminal Open your terminal to access the Claude CLI. Step 2: Add DevCycle MCP Server claude mcp add --transport http devcycle https://mcp.devcycle.com/mcp Step 3: Manage MCP Connection In the Claude CLI, enter the MCP management interface: /mcp Step 4: Authentication You'll see the DevCycle server listed as "disconnected • Enter to login": Select the DevCycle server and press Enter to login Follow the CLI prompts to initiate the Authentication process This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Code where the server will show as connected For more details, see the Claude Code MCP documentation . Step 1: Access MCP Configuration Option 1: Through Claude Desktop Settings (Recommended) Open Claude Desktop and go to Settings Navigate to Developer → Local MCP servers Click "Edit Config" to open the configuration file directly Option 2: Manual Configuration File Alternatively, locate and edit your Claude Desktop configuration file: macOS : ~/Library/Application Support/Claude/claude_desktop_config.json Windows : %APPDATA%\Claude\claude_desktop_config.json Step 2: Add DevCycle Configuration Add or merge the following configuration: { "mcpServers" : { "devcycle" : { "command" : "npx" , "args" : [ " [email protected] " , "https://mcp.devcycle.com/mcp" ] } } } Step 3: Restart Claude Desktop Close and reopen Claude Desktop for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, Claude Desktop will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Claude Desktop where the MCP tools will be active Step 1: Access MCP Configuration Open Windsurf and go to Settings > Winsurf Settings Scroll to the Cascade section Click "Manage MCPs" Step 2: Edit Raw Configuration In the "Manage MCP servers" interface, click "View raw config" Add the following configuration to the JSON file: { "mcpServers" : { "DevCycle" : { "serverUrl" : "https://mcp.devcycle.com/mcp" } } } Step 3: Refresh and Authenticate Save the configuration file Click "Refresh" in the "Manage MCP servers" interface The DevCycle server will appear and prompt for authentication Follow the authentication flow: Browser opens at mcp.devcycle.com for authorization Click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to Windsurf where DevCycle will show as "Enabled" with all tools available which can be configured independently Step 1: Access MCP Configuration Locate and edit your OpenAI Codex CLI configuration file: All platforms : ~/.codex/config.toml Step 2: Add DevCycle MCP Server Add the following TOML configuration to enable the DevCycle MCP server: [mcp_servers.devcycle] url = "https://mcp.devcycle.com/mcp" Step 3: Restart Codex CLI Restart your Codex CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Codex CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Codex CLI where the DevCycle MCP tools will be active For more details, see the OpenAI Codex MCP documentation . Step 1: Access MCP Configuration Locate and edit your Gemini CLI settings file: All platforms : ~/.gemini/settings.json Step 2: Add DevCycle MCP Server Add or merge the following configuration to enable the DevCycle MCP server: { "mcpServers" : { "devcycle" : { "url" : "https://mcp.devcycle.com/mcp" } } } Step 3: Restart Gemini CLI Restart your Gemini CLI session for the changes to take effect. Step 4: Authentication When you first use DevCycle MCP tools, the Gemini CLI will prompt for authentication This will open a browser page at mcp.devcycle.com for authorization Review and click "Allow Access" to grant permissions If you have multiple organizations, select your desired organization at auth.devcycle.com Return to the Gemini CLI where the DevCycle MCP tools will be active For more details, see the Gemini CLI MCP documentation . Available Tools The DevCycle MCP Server provides comprehensive feature flag management tools organized into 6 categories : Category Tools Description Feature Management list_features , create_feature , update_feature , update_feature_status , delete_feature , cleanup_feature , get_feature_audit_log_history Create and manage feature flags Variable Management list_variables , create_variable , update_variable , delete_variable Manage feature variables Project Management list_projects , get_current_project , select_project Project selection and details Self-Targeting & Overrides get_self_targeting_identity , update_self_targeting_identity , list_self_targeting_overrides , set_self_targeting_override , clear_feature_self_targeting_overrides Testing and overrides Results & Analytics get_feature_total_evaluations , get_project_total_evaluations Usage analytics SDK Installation install_devcycle_sdk SDK install guides and examples Try It Out Once configured, try asking your AI assistant: "Create a new feature flag called 'new-checkout-flow'" "List all features in my project" "Enable targeting for the header-redesign feature in production" "Show me evaluation analytics for the last 7 days" Next Steps MCP Reference - Complete tool documentation with all parameters CLI Reference - Learn about the underlying CLI commands Getting Help GitHub Issues : GitHub Issues General Documentation : DevCycle Docs DevCycle Community : Discord Support : Contact Support Edit this page Last updated on Jan 9, 2026 Previous CLI User Guides Next MCP Getting Started Quick Setup Configure Your AI Client Available Tools Try It Out Next Steps Getting Help DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://popcorn.forem.com/popcorn_movies/amc-theatres-looks-to-shorten-ad-preshow-following-studios-ire-1g34#comments | AMC Theatres Looks To Shorten Ad Preshow Following Studios' Ire - 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 Aug 12, 2025 AMC Theatres Looks To Shorten Ad Preshow Following Studios' Ire # movies # boxoffice # cinema # filmindustry AMC Theatres Planning To Shorten Pre-Show After Uproar AMC Theatres is looking at shortening its ad preshows after drawing the ire of Hollywood's studios deadline.com AMC’s been under fire from major studios for beefing up its ad-packed preshow, so the No.1 theater chain is quietly plotting to trim that time down. Insiders say AMC hopes to shave off a few minutes of pre-film promos by year’s end. Details are still under wraps, but this move shows AMC wants to calm Hollywood’s complaints and keep moviegoers happier (and maybe a tad less hungry by the time the feature rolls). 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 | 2026-01-13T08:49:41 |
https://docs.devcycle.com/cli-guides/targeting | Targeting Rules | DevCycle Docs Skip to main content Home SDKs APIs Management API Bucketing API Integrations CLI / MCP Best Practices Community Blog Discord Search Sign Up CLI / MCP Overview CLI CLI Reference CLI User Guides Projects Environments SDK Keys Features Variables Variations Targeting Rules Self-Targeting CLI User Guides MCP MCP Getting Started MCP Reference MCP User Guides Incident Investigation CLI CLI User Guides Targeting Rules On this page CLI: Targeting Rules Manage Once you have installed and authorized the CLI, select your relevant organization then run the following command: dvc targeting get You will be prompted to select a feature and environment. If successful you will receive a response which resembles the following (which selected a feature named feature-a and the Development environment): └─ Development └─ status └─ enabled To enable a targeting rule for a Feature, you will follow a similar process to above but using the command dvc targeting enable If successful you will receive a response which resembles the following (for enabling the targeting rules for the Staging environment of a feature): └─ Staging ├─ status │ └─ enabled └─ rules └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On To disable a targeting rule for a Feature, you will follow a similar process to above but using the command dvc targeting disable If successful you will receive a response which resembles the following (for disabling the targeting rules for the Staging environment of a feature): └─ Staging ├─ status │ └─ disabled └─ rules └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On Create Once you have installed and authorized the CLI, select your relevant organization then run the following command: dvc targeting update You will be prompted to select a feature, environment and what you would like to update (status or targets). For this case you should select only targets . You should then select Add Targeting Rule and will be prompted to define a Name, Variations to serve and a filter. For this case, if you have not yet created any filters, you should select Add Filter . Here you will be prompted to select a definition of all (for all users), user (to target a specific user based on an identifier like email, country, etc.) or audienceMatch (see Audiences) . info Looking to reuse an audience in user targeting for features? Be sure to check out the our documentation explaining how to create and manage Audiences via our API or within the DevCycle dashboard . Once you have chosen your relevant definition select Continue (twice) when prompted. If successful you should see a flow which resembles the following (which represents added a new targeting rule to feature-a in the Staging Environment for any users with the email address that contains devcycle and will serve them a variation named New Variation ): ? Which feature? feature-a ? Which environment? Staging (staging) ? Which fields are you updating targets 🤖 Manage your Targeting 🤖 Current Targeting Rules: └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On ? Select an action: Add Targeting Rule ? Name: New Targeting Rule ? Variation to serve New Variation (new-variation) 🤖 No existing Filters. ? Select an action: Add Filter ? Type for definition user ? Subtype for definition email ? Comparator for definition contain ? List of comma separated values for definition: devcycle 🤖 Manage your filters 🤖 Current Filters: └─ Email └─ contains └─ devcycle ---------------------------------------- ? Select an action: Continue 🤖 Manage your filters 🤖 Current Filters: └─ Email └─ contains └─ devcycle ---------------------------------------- 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ contains │ └─ devcycle └─ serve └─ new-variation ---------------------------------------- ? Select an action: Continue 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ contains │ └─ devcycle └─ serve └─ new-variation ---------------------------------------- └─ Staging ├─ status │ └─ enabled └─ rules ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ contains │ └─ devcycle └─ serve └─ New Variation To enable a targeting rule for a Feature, you will follow a similar process to above but using the command dvc targeting enable If successful you will receive a response which resembles the following (for enabling the targeting rules for the Staging environment of a feature): └─ Staging ├─ status │ └─ enabled └─ rules └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On Update Once you have installed and authorized the CLI, select your relevant organization then run the following command: dvc targeting update You will be prompted to select a feature, environment and you should ensure that targets are selected when asked which fields you are updating. From here select Edit Targeting Rule , chose the relevant targeting rule you would like to update. You will then be prompted to change the Name and Variation to Serve (click enter if you would like to keep these the same). Next you will be prompted to Add, Edit or Remove Filters (known as Definitions on the dashboard). Click continue of you would not like to change these or select the appropriate option for your situation. If successful you will receive a response which resembles the following (which represents updating a targeting rule named New Targeting Rule on the Staging Environment for feature-a to show Variation Off to impact any users with the email address that does not contain devcycle .): ? Which feature? feature-a ? Which environment? Staging (staging) ? Which fields are you updating targets 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ contains │ └─ devcycle └─ serve └─ New Variation ? Select an action: Edit Targeting Rule ? Which Targeting Rule would you like to edit? New Targeting Rule ? Name: New Targeting Rule ? Variation to serve Variation Off (variation-off) 🤖 Manage your filters 🤖 Current Filters: └─ Email └─ contains └─ devcycle ? Select an action: Edit Filter ? Which Filter would you like to edit? {"type":"user","subType":"email","comparator":"contain","values":["devcycle"]} ? Which fields are you updating 🤖 Manage your filters 🤖 Current Filters: └─ Email └─ contains └─ devcycle ---------------------------------------- ? Select an action: Continue 🤖 Manage your filters 🤖 Current Filters: └─ Email └─ does not contain └─ devcycle ---------------------------------------- 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ variation-off --------------------------------------- ? Select an action: Continue 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ variation-off ---------------------------------------- └─ Staging ├─ status │ └─ enabled └─ rules ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ Variation Off Other update actions from the CLI include: Reordering a Targeting Rule Reordering a Filter (known as definition in the CLI) Delete Once you have installed and authorized the CLI, select your relevant organization then run the following command: dvc targeting update You will be prompted to select a feature, environment and you should ensure that targets are selected when asked which fields you are updating. Select Remove Targeting Rule from the options presented and chose the reelvant Targeting rule you would like to delete. Click continue. If successful you will receive a response which resembles the following (which represents removing a targeting rule named New Targeting Rule on the Staging Environment for feature-a .): ? Which feature? feature-a ? Which environment? Staging (staging) ? Which fields are you updating targets 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ Variation Off ? Select an action: Exit (Discard changes) └─ Staging ├─ status │ └─ enabled └─ rules ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ Variation Off @andrewdmaclean ➜ /workspaces/devcycle-docs (main) $ dvc targeting update ? Which feature? feature-a ? Which environment? Staging (staging) ? Which fields are you updating targets 🤖 Manage your Targeting 🤖 Current Targeting Rules: ├─ 1. All Users │ ├─ definition │ │ └─ All Users │ └─ serve │ └─ Variation On └─ 2. New Targeting Rule ├─ definition │ └─ Email │ └─ does not contain │ └─ devcycle └─ serve └─ Variation Off ? Select an action: Remove Targeting Rule ? Select the Targeting Rule you would like to delete: New Targeting Rule 🤖 Manage your Targeting 🤖 Current Targeting Rules: └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On ---------------------------------------- ? Select an action: Continue 🤖 Manage your Targeting 🤖 Current Targeting Rules: └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On ---------------------------------------- └─ Staging ├─ status │ └─ enabled └─ rules └─ 1. All Users ├─ definition │ └─ All Users └─ serve └─ Variation On A similar process should be applied for removing filters/definitions Edit this page Last updated on Jan 9, 2026 Previous Variations Next Self-Targeting Manage Create Update Delete DevCycle Dashboard Blog Privacy Policy Twitter Discord GitHub Copyright © 2026 DevCycle. All rights reserved. | 2026-01-13T08:49:41 |
https://popcorn.forem.com/popcorn_movies/mr-sunday-movies-the-sorcerers-apprentice-caravan-of-garbage-47eh | Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage - 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 Nov 29, 2025 Mr Sunday Movies: The Sorcerer's Apprentice - Caravan of Garbage # movies # reviews # analysis The Sorcerer’s Apprentice – Caravan of Garbage Disney’s on shaky ground: its once-unbeatable Marvel and Star Wars juggernauts are sputtering, and fresh offerings like Wish and Elio barely make a blip. But hey, this isn’t uncharted territory—Mickey’s house has weathered flops before. Over the next few weeks, the gang at The Weekly Planet will deep-dive into four colossal live-action disasters, kicking things off with 2010’s Nicolas Cage starrer The Sorcerer’s Apprentice (yes, magic and a giant bird are involved). Buckle up for a nostalgic roast! 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 | 2026-01-13T08:49:41 |
https://dev.to/exampro/the-fast-track-to-serverless-security-on-aws-53gb | The Fast Track to Serverless Security on AWS - 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 Andrew Brown 🇨🇦 for ExamPro Posted on Apr 19, 2019 The Fast Track to Serverless Security on AWS # serverless # security # aws # devops My AWS Security talk was popular and I was asked to do a Serverless Security talk for Serverless Toronto User Group and so here it is. Referenced Resources Serverless Toronto User Group OWASP Top 10 WAF AWS CloudFormation Template PureSec WhitePaper - Use AWS WAF to Mitigate OWASP’s Top 10 Web Application Vulnerabilities Snyk - Scan 3rd Party Dependencies for Vulnerabilities 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 ExamPro Follow We're AWS Obsessed! We are AWS Obsessed and create both free and paid learning material. We have study material for all 10 AWS Certifications on our custom LMS platform with flashcards, white paper summaries, journey paths and exam simulator. ExamPro More from ExamPro All the Clouds in AWS # aws # career # beginners # 100daysofcloud How to Create an AWS Account # aws # 100daysofcloud # beginners # career AWS Billing and Pricing # aws # 100daysofcloud # beginners # career 💎 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 | 2026-01-13T08:49:41 |
https://www.fine.dev/blog/cto-challenges#5-aligning-business-goals-with-technical-strategy | Top 7 Challenges CTOs Face in Startups (and How to Solve Them) Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Top 7 Challenges CTOs Face in Startups (and How to Solve Them) Being a startup CTO is exhilarating. You’re at the heart of innovation, solving complex technical challenges, and laying the foundations for your company’s growth. But it's not without its unique hurdles. Let's explore the top seven challenges faced by CTOs in startups, along with actionable solutions to navigate them effectively. Table of Contents Scaling Technology Under Limited Resources Balancing Speed with Technical Debt Recruiting Top Talent in a Competitive Market Maintaining Product Quality at High Speed Aligning Business Goals with Technical Strategy Staying on Top of Security and Compliance Managing Team Morale and Burnout 1. Scaling Technology Under Limited Resources Scaling a tech stack is already challenging, but when resources are scarce, the difficulty multiplies. Startups often need to scale quickly, without the luxury of a big budget or large engineering teams. The key is focusing on smart scaling by leveraging cloud services and serverless technologies that grow with your needs without massive upfront investments. Start with solutions like AWS Lambda or Google Cloud Run to minimize costs until your usage justifies a bigger architecture. However, it's also important not to invest too heavily in scaling too early when you have only a few users, as this can waste valuable resources. Instead, focus on keeping your infrastructure lean during the early stages, and optimize for growth only when demand starts to increase. Additionally, consider using managed services to offload maintenance tasks. For example, managed databases like Amazon RDS or Google Cloud SQL can save significant time and effort, allowing your team to focus on core product development rather than infrastructure management. Another strategy is to implement auto-scaling to ensure that your application can handle fluctuating loads efficiently without overspending. Planning for scalability from day one, even with a basic MVP, helps avoid costly re-architectures down the line. Embrace a microservices architecture if feasible, as it allows different parts of the application to scale independently, thus optimizing resource allocation and reducing the risk of bottlenecks. Finally, prioritize monitoring and observability tools to gain insights into performance and resource usage, enabling proactive adjustments and cost control as you scale. 2. Balancing Speed with Technical Debt Startups need to move fast, but speed can lead to shortcuts that accumulate technical debt. Managing this balance requires setting clear priorities. Not every piece of tech debt needs immediate fixing—some can wait. Adopting agile practices and scheduling dedicated tech debt reduction sprints can ensure your team doesn't drown in unresolved issues while maintaining momentum. AI can help by taking on the task of reducing technical debt, allowing developers to maintain their momentum with innovation. Take advantage of tools such as Fine whilst reducing technical debt. If you're identifying redundant code Fine can help search the codebase to make sure it's not needed for something you've missed. Fine can also suggest improvements and even fixing minor issues autonomously. Delegating these tasks to AI ensures that technical debt is addressed continuously without pulling developers away from creative problem-solving and building new features. This way, your team can focus on pushing forward innovative ideas while ensuring that technical debt doesn't stack up and slow progress. When utilizing AI, assigning 5% of developer time to technical debt should be enough to ensure you're moving forwards without dropping the ball. 3. Recruiting Top Talent in a Competitive Market The demand for great developers is fierce. Startups need to attract talent without competing directly on salary with larger corporations. Building a compelling mission, offering meaningful equity, and emphasizing the opportunity for hands-on growth are key levers for startup CTOs. Create a culture where developers feel their impact—highlight how their work drives the company's success. Everyone needs to pay the bills but there are other ways to ensure you're competitive as an employer. Good developers are experts and want to feel as such - if they're not appreciated, making a difference, challenged or listened to, they may move on to other employers. 4. Maintaining Product Quality at High Speed Startups need to iterate quickly to fit market needs, but rapid iteration can lead to quality issues. Implementing automated testing and adopting continuous integration/continuous delivery (CI/CD) pipelines can help maintain quality without slowing down. Tools like Jenkins, GitHub Actions, or CircleCI allow your team to ship often, but with confidence. Combining these tools with an AI such as Fine means you can allow yourself to ship faster, knowing that you've got a robust set of tests in place and can quickly iterate fixes if something fails. 5. Aligning Business Goals with Technical Strategy CTOs must act as the bridge between the business and technical worlds. Early-stage startups need to adapt constantly, which requires a technical roadmap that’s agile enough to change course when needed. Regular cross-functional meetings with product and sales teams ensure alignment between tech decisions and business priorities, reducing the risk of building features that don’t meet market needs. 6. Staying on Top of Security and Compliance Security can be overwhelming for startup CTOs, given the lack of dedicated resources. A good starting point is building security into your development pipeline—adopt practices like regular vulnerability scanning , encryption, and using secure coding standards. Many tools, such as Snyk and Dependabot, can help automate this process, making security a habit rather than an afterthought. 7. Managing Team Morale and Burnout The high-paced startup environment can easily lead to burnout. CTOs need to foster a sustainable culture by encouraging reasonable work hours and focusing on results over hours spent. Offer flexible schedules and create an environment where the team can openly discuss their workload. A culture of empathy, combined with setting realistic goals, helps retain top talent and prevents burnout. Try to strike a balance within your team - so no one developer is just working on endless minor fixes, but nor are they months stuck on one large issue. Many minor tasks that take a developer 15-30 minutes can be delegated to AI and complete in under 10, including a review by a developer. Similarly, large projects can be broken down into tasks suited for AI to complete. Conclusion Navigating the challenges of a startup CTO requires a unique mix of technical and leadership skills. From scaling with limited resources to ensuring your team is motivated and aligned, the key is adaptability and a proactive approach to both people and technology. Stay focused on aligning your technical efforts with the company's evolving needs, and remember: you don’t need to have all the answers, but you need the flexibility to find them quickly. Embrace tools, processes, and a culture that empower your team to grow—that’s how startups succeed. Are you facing these challenges and looking for ways to empower your development team? Fine is here to help streamline development workflows, allowing your team to focus on what truly matters. Discover more about Fine's AI-driven coding solutions . 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 | 2026-01-13T08:49:41 |
https://innovationgraph.github.com/global-metrics/licenses | Licenses | GitHub Innovation Graph Skip to content Skip to content Economies Methodology Insight reports Innovation Graph Licenses The licenses metric represents the most popular software licenses in a given economy. It gives the total count of unique developers making at least one git push to a repository with a given license. Note that NOASSERTION in the data or Other (displayed) means a license file was found but could not be identified with high confidence, or multiple licenses were present in a repository. See our documentation for Licenses for more information about how we classify repositories by license. License Rankings Globally Selected economies All Africa Asia Europe EU North America Oceania South America How to read this chart Each data point corresponds to the rank of a license based on the count of unique developers who uploaded code to a repository subject to the terms of that license during a given quarter. Licenses with a greater count of unique developers appear higher on the chart and later values appear farther to the right. Note that NOASSERTION in the data or Other (displayed) means a license file was found but could not be identified with high confidence, or multiple licenses were present in a repository. Methodological note Metrics for economies are only reported when there are 100 or more unique developers performing the relevant activity within the time period. See the datasheet in our repository for more on the metrics, definitions, representativeness, and limitations of the GitHub Innovation Graph. Unsatisfied with our limited selection of filters? Access the complete CSV file for licenses along with the rest of the dataset in our repository . GitHub on X GitHub on GitHub GitHub on LinkedIn GitHub on YouTube GitHub on Facebook GitHub on Twitch GitHub on TikTok GitHub on Instagram © 2025 GitHub. All rights reserved. | 2026-01-13T08:49:41 |
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