AI Code That Fixes Itself (An MCP You Can Try Now)

From the creator

AI coding assistants (even the best ones like Claude Code) constantly make frustrating mistakes - wrong function names, incorrect syntax, endless debugging loops. Here I introduce a breakthrough solution that is still very experimental: indexing open source projects into knowledge graphs that enable AI to self-correct in real-time. Instead of guessing at APIs/SDK syntax and getting stuck in infinite debugging loops, AI coding assistants can now query exact syntax, validate its code against actual codebases, and heal itself automatically. I even give a live demonstration showing how this knowledge graph approach eliminates hallucinations and creates truly reliable AI coding. This isn't just incremental improvement - it's the foundation for taking AI coding assistants to the next level of reliability and usefulness. ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Check out Director to easily create browser automations in real time with natural language (get started for free!): https://browserbase.plug.dev/h04lnzt Director and the open source Stagehand browser automation framework are both created by Browserbase: https://browserbase.plug.dev/JpoDwdP ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Crawl4AI RAG MCP Server: https://github.com/coleam00/mcp-crawl4ai-rag Archon (V2 Overhaul Coming Soon): https://github.com/coleam00/Archon ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ 00:00 - Fixing AI Coding Hallucinations with Knowledge Graphs?! 01:19 - What's in the Knowledge Graph? 02:44 - Detecting Hallucinations in Action 06:56 - When this Strategy is Useful (or not) 11:51 - Hallucination Detection in the Crawl4AI RAG MCP Server 15:38 - Knowledge Graphs + Claude Code = $$$ 20:04 - Results of One Shotting an AI Agent with Our Strategy 22:40 - Final Thoughts ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Join me as I push the limits of what is possible with AI. I'll be uploading videos weekly - Wednesdays at 7:00 PM CDT!

Stop watching · start building
Matched to AI Agents

Makers residency 4th edition

Your idea can be anything. At our last workshops, people built plant-based nutrition businesses, a way to measure planetary resilience, crochet headwear and a way to connect lonely people living in the same building. An asset manager went on to raise an additional £25M on their fund within nine months. The fourth workshop is a full day at KOKO with Nick Sarafa, learning to build with Claude Code. Bring the thing you keep meaning to start. We’ll bring the pizza.

◆ Fri 13 Nov 2026 ◆ KOKO, London
Makers residency 4th edition
Live event
Makers residency 4th edition
Fri 13 Nov 2026

More like this

Running one yourself?

List your AI event,
wherever it is.

A meetup, a workshop, a hackathon, a conference. Any city, or online. Tell us about it and it lands in front of people already learning this stuff.