The latest articles on DEV Community by Only Games (@adrianlpz211). https://dev.to/adrianlpz211 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3987695%2Fd762930f-5239-49fc-b320-d3f0ffc9eafd.png https://dev.to/adrianlpz211 en Only Games Tue, 16 Jun 2026 16:11:19 +0000 https://dev.to/adrianlpz211/i-built-an-autonomous-dev-pipeline-that-learns-from-your-project-agentic-kdd-1lo https://dev.to/adrianlpz211/i-built-an-autonomous-dev-pipeline-that-learns-from-your-project-agentic-kdd-1lo <p>Every time you start a new session with Cursor or Claude Code, <br> your AI agent forgets everything. The error you fixed yesterday. <br> The pattern you established last sprint. The architectural decision <br> you made three weeks ago.</p> <p>You end up re-explaining your project constantly. Agents repeat <br> mistakes. Patterns get ignored. It slows everything down.</p> <p>I built Agentic KDD to solve this.</p> <h2> What it is </h2> <p>Agentic KDD is an autonomous development pipeline that sits inside <br> your project and works with Cursor or Claude Code. You type:</p> <p>And it runs completely — Orchestrator → Analyst → Front → Back → <br> QA with browser validation → Memory update. No supervision needed.</p> <h2> The KDD part </h2> <p>KDD stands for Knowledge-Driven Development — a methodology I <br> couldn't find anywhere else, so I defined it.</p> <p>The idea: the accumulated knowledge of your project actively guides <br> every development decision. Four layers:</p> <ul> <li> <strong>trabajo.md</strong> — what's happening right now</li> <li> <strong>errores.md</strong> — error patterns to avoid (written by agents, read before planning)</li> <li> <strong>patrones.md</strong> — rules the project has established (e.g. "persistent modals")</li> <li> <strong>decisiones.md</strong> — why things are the way they are</li> </ul> <p>Every agent reads these before acting. Every agent updates them after.<br> The system gets smarter with every task.</p> <h2> How to use it </h2> <ol> <li>Copy the files to your project root</li> <li>Open in Cursor or Claude Code</li> <li>Type: <code>aa: configurar</code> </li> <li>Start building with <code>aa: [your task]</code> </li> </ol> <p>Works with any stack — Next.js, Laravel, FastAPI, Vue, anything.</p> <h2> GitHub </h2> <p>→ github.com/Adrianlpz211/Agentic-KDD</p> <p>If it saves you time, a ⭐ goes a long way.</p> agents ai automation showdev