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Zeitgeist — a spike by Chris Gathercole
  1. Creators/
  2. Cole Medin — AI Agents & Agentic Coding/

The Ultimate Knowledge Base: Bring YouTube Into Your AI Second Brain

YouTube · YouTube

  • Converts an entire YouTube channel’s transcripts into a single markdown knowledge base that drops directly into Obsidian, extending the Karpathy “LLM wiki” pattern to any channel, not just Cole’s own.
  • Adopts Google’s Open Knowledge Format (OKF), the emerging LLM-wiki standard, so an agent can immediately learn how to navigate the knowledge base without bespoke instructions.
  • Identifies “canonicalization” — collapsing dozens of videos covering the same idea into one clean page — as the hardest part of the pipeline.
  • Ships 3 Claude Code skills and a public example repo (cole-medin-knowledge-base) so viewers can build the same pipeline for any channel with a single prompt.
  • Takeaway: channel-to-knowledge-base conversion is now a repeatable, agent-ready pipeline (transcript extraction + canonicalization + OKF), lowering the cost of tracking many creators at once.