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!

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AI Maker Residence 3

The third AI workshop taught by our legendary teacher, Nick Sarafa. This is a full-day hands-on training workshop for purposeful co-creation with AI using Claude Code. Imagine having access to hundreds of billions of dollars of computing power and knowing exactly how to make it work for you through the power of super intelligence.

◆ Fri 09 Oct 2026 ◆ KOKO Cafe, London ◆ With Nick Sarafa
AI Maker Residence 3
Live event
AI Maker Residence 3
Fri 09 Oct 2026

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