OA
FreeIntermediate14 lessons1h 3m

Supercharging Context & Memory

Turn your AI from a forgetful assistant into a compounding knowledge engine. Build LLM-powered knowledge bases using Karpathy's wiki pattern, Obsidian, and Claude Code — so every conversation makes your AI smarter.

Course Content

Module 1: The Context Bottleneck
9 min

Why AI forgets everything between sessions, and why solving this is the single biggest unlock for orchestrators.

  • The Smart New Hire Problem3 min
  • From Assistants to Agents: The Memory Gap3 min
  • Module Quiz+25 XP
Module 2: Karpathy's LLM Wiki Pattern
10 min

The three-layer architecture that turns raw documents into a self-maintaining, interlinked knowledge base.

  • The Three-Layer Architecture3 min
  • Ingest, Query, and Lint Workflows4 min
  • Module Quiz+25 XP
Module 3: Building Your Knowledge Base with Obsidian
9 min

Set up Obsidian as your visual knowledge management layer — interlinked notes, graph view, and local-first ownership.

  • Why Obsidian for LLM Knowledge Bases3 min
  • Obsidian Plugins for AI Workflows3 min
  • Module Quiz+25 XP
Module 4: Claude Code as Your Wiki Engine
9 min

Configure Claude Code to read, write, and maintain your knowledge base — CLAUDE.md schema, custom commands, and automated workflows.

  • Writing Your Schema (CLAUDE.md)3 min
  • Custom Commands for Knowledge Workflows3 min
  • Module Quiz+25 XP
Module 5: Interlinking & Cross-Reference Strategies
9 min

The art of connecting knowledge — wikilinks, backlinks, graph density, and avoiding hallucinated references.

  • The Link Graph: Why Connections Matter More Than Content3 min
  • Practical Linking Patterns and Pitfalls3 min
  • Module Quiz+25 XP
Module 6: Scaling Your Knowledge Base
9 min

Handle large wikis — index strategies, selective context loading, team collaboration, and when to add RAG on top.

  • When Your Wiki Outgrows the Context Window3 min
  • Team Knowledge Bases and Collaboration3 min
  • Module Quiz+25 XP
Module 7: Capstone: Build Your AI Second Brain
8 min

Put it all together — build a complete, working knowledge base from scratch and prove it compounds.

  • Project Setup and First Ingest2 min
  • The 30-Day Compound Test3 min
  • Module Quiz+25 XP

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