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2 posts analyzed·Updated 3/11/2026

Key Highlights

  • A developer created a planning pipeline in OpenCode using three plugins: Plannotator for visual review, Octto for structured context collection, and Subtask2 for command orchestration. 1 post

  • The pipeline allows a single command '/generate-plan' to automate the entire planning process from idea to review, improving efficiency and code quality. 1 post

  • The Drift to Determinism (DriDe) philosophy advocates using AI to initially solve novel tasks, then systematically replace AI with deterministic code for repeatable parts to reduce costs and improve reliability. 1 post

Main Topics (2)

Latest posts

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Congrats to the GitHub Copilot CLI Challenge Winners!

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The results are in! Thank you all so much for your patience as we reviewed over 400 submissions for this challenge. We're going to jump right in because our full list of winners and runner-ups is quite long. Regardless of whether or not you were shortlisted, we hope you're proud of yourself for ris

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Multi-Agent Cognition Protocol – Collaborative cognition for AI agents

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MACP – Collaborative cognition for AI agents https://macp.dev https://github.com/multiagentcognition/macp Multi-Agent Cognition Protocol for real-time cognitive collaboration between AI agents during active execution. MACP is an open protocol and reference implementation for that coordination layer.

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Criei uma pipeline de planejamento no OpenCode e olha no que deu

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Você é como eu e vem buscando formas de otimizar o uso de ferramentas como o OpenCode? Talvez este conteúdo te ajude a ter novas ideias e até mesmo entender alguns fluxos dessa e de outras ferramentas. Enquanto eu estudava a documentação do OpenCode, encontrei a aba de plugins feitos pela comunidade

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3 words worth a billion dollars: Drift to Determinism (DriDe)

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I doubt I am the first to come up with this concept, but I am probably the first to name it. Drift to Determinism (DriDe - as in "DRY'd" - Don't Repeat Yourself) is what everyone will be doing in 2 years, and I am telling you to start today. And if you want the one liner explanation: I am proposing

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Supercharging Open Source Projects With Free AI Code Reviews

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Scaling High Quality Code in the AI Era Open source software has always depended on human judgment. Maintainers review pull requests not just to catch bugs, but to preserve architectural intent, enforce project norms, and protect long-term maintainability. That model is now under strain. Open sour

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Join the 2026 WeCoded Challenge and Celebrate Underrepresented Voices in Tech Through Writing & Frontend Art 🎨!

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We’re excited to announce the launch of the 2026 WeCoded Challenge! This year marks our ninth year celebrating the voices of underrepresented and marginalized developers on DEV. Our journey began in 2017 with Nevertheless, She Coded, a movement centered on solidarity and storytelling. Since then, we

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How to Scale Claude Code with an MCP Gateway (Run Any LLM, Centralize Tools, Control Costs)

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Claude Code is one of the most capable terminal-based coding agents available today. It can read your repository, execute commands, edit files, commit changes, run tests, resolve Git conflicts, and create pull requests, all inside your CLI. On its own, it’s powerful. But the moment you start connect

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What was your win this week?

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👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small 🎉 Examples of 'wins' include: Getting a promotion! Starting a new project Fixing a tricky bug Treating yourself to a fancy meal 🫔🍛🍤 Happy Friday!

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The Real Skill in Programming Is Debugging. Everything Else Is Copy-Paste

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I have a feeling this statement is even more true in the age of AI and coding agents. Sure, today we often write prompts instead of code. But if we’re honest, isn’t that just an extremely fast version of copy-paste? When people imagine programmers, the picture is usually quite dramatic. In the most

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How I Prepare for Software Engineering Interviews in 6 Days (Without Burning Out)

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I’ve failed interviews I was technically qualified for. A few years ago, when I had an interview coming up, I didn’t look for shortcuts. I went back to the basics. Not because it sounded noble. And if there’s one thing I’ve learned as a web developer, it is: No AI tool, cheat sheet, or crash course

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The Secret Life of Claude Code: Skill Is Not What You Think It Is

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What AI-Assisted Coding Actually Means for Your Career — and Why the News Is Better Than You Think 🎧 Audio Edition: Prefer to listen? Check out the expanded AI podcast version of this deep dive on YouTube. 📺 Video Edition: Prefer to watch? Check out the 7-minute visual explainer on YouTube. Margar

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How My "Illegal" Visit to Tech Show London Turned Into a Summer Internship Win

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I officially became a "Tech Outlaw" today. 😂 Don't worry I didn't do anything malicious. I just happened to be in the right place at the "wrong" time. This year, I made a personal vow to stop being such an introvert. I decided to move past the workstation in my room and actually see the opportuniti

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Share, Embed, and Curate Agent Sessions on DEV [Beta]

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Authors can now upload Agent Session transcripts to their DEV account. Those transcripts can be curated, sliced up, shared publicly, and embedded into posts. This is a beta feature, and we are actively looking for feedback! Every day, more people are creating software for the first time. Some have l

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Congrats to the Algolia Agent Studio Challenge Winners!

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The results are in! Thank you all for your patience. We saw a wide range of submissions and are thrilled to announce our winners for the Algolia Agent Studio Challenge. While we wish we could recognize every submission, today we're highlighting the winners that stood out the most. See if you made th

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Join the Notion MCP Challenge: $1,500 in Prizes!

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We're excited to announce our newest challenge in partnership with Major League Hacking (MLH) and Notion! Running through March 29, the Notion MCP Challenge welcomes you to centralize your workflow with AI-powered docs, projects, and notes. Scale side hustles or empires with "human-in-the-loop" syst

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Welcome Thread - v367

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Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Bad

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I Created An Enterprise MCP Gateway

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When you start building AI applications beyond simple experiments, everything changes. Models need access to files, databases, APIs, and internal services. That's where the Model Context Protocol (MCP) comes in. But managing dozens of MCP servers, tools, and integrations in production quickly become

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Gemini 3.1 Flash-Lite: Developer guide and use cases

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Gemini 3.1 Flash-Lite is the high-volume, affordable powerhouse of the Gemini family. It’s purpose-built for large-scale tasks where speed and cost-efficiency are the main priorities, making it the ideal engine for background processing. Whether you're handling a constant stream of user interactions

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i built a social platform where everything vanishes after 24 hours

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genjutsu is a fast-paced, developer-focused social network where everything vanishes every 24 hours. share code, connect with fellow builders, and stay in the loop without the clutter of a permanent history. live link: genjutsu-social.vercel.app source code: github.com/iamovi/genjutsu in a wo

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I Deleted Half My Codebase and Nobody Noticed

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Last quarter, I deleted 48% of our backend code. No new bugs. And no one noticed. That was the moment I realized something uncomfortable: Most code exists to make developers feel safe, not to make products better. We had a “mature” codebase: Service layers Repository patterns DTO transformers Event

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Gemini Mechanic: Fixing Your Gadgets with AI

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This is a submission for the Built with Google Gemini: Writing Challenge I created a project called Gemini Mechanic. It is a smart assistant that helps people fix broken hardware and electronics. Many people feel lost when a gadget stops working. My web app lets users take a photo of the problem or

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What should I do and learn in 2026?

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I blinked and it's March. That's not entirely true, January was 100 years long, then February showed up, and at least here in Central Texas, that meant it was harshly cold for like 48 hours and now it's summer. "That's false Spring!" No... we don't have Spring here. Anyway, it's March and you might

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Missing My Coworker Jason Today

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I was going to write something technical this week. But instead, I’ve been thinking about Jason. Jason left 20 days ago. And ever since, the office feels… different. Not quieter. Jason was one of those rare developers who looked like a senior on paper — years of experience, big projects, scars from

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DevStretch: The Antiburnout Protocol for Devs Who Forgot They Have Bodies

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The Community Let’s be honest: most of us treat our physical bodies like a deprecated legacy dependency. It’s still running, it’s technically functional, but it hasn't had an update in years, and we’ve been ignoring the STIFF_NECK_WARNING in the logs for six hours. I built this for the community o

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Know Your Rights, Find Your Support — Built for Brent

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This is a submission for the DEV Weekend Challenge: Community Brent is one of London's most diverse and deprived boroughs. 340,000 residents. 130+ languages spoken. A 27% child poverty rate, one of the highest in the capital. The people who live here are not short of resilience or community spirit.