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+# Karpathy's LLM Wiki Pattern — Original Reference
+
+Source: https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f
+
+## Core Insight
+
+"The wiki is a persistent, compounding artifact. The knowledge is compiled once and then kept current, not re-derived on every query."
+
+Human curates sources and asks questions; LLM maintains the knowledge system. Obsidian becomes the IDE, the LLM becomes the programmer, and the wiki becomes the codebase.
+
+## Why This Beats RAG
+
+Traditional RAG rediscovers knowledge on every query — it searches raw sources, pulls relevant chunks, and synthesizes an answer from scratch. The LLM Wiki compiles knowledge once into maintained pages, so queries hit pre-synthesized, cross-referenced content.
+
+## Key Operations
+
+| Operation | What it does | When to use |
+|---|---|---|
+| **Ingest** | Read new sources, extract key information, update 10-15 wiki pages, maintain consistency | When new documents arrive |
+| **Query** | Answer questions against compiled wiki with citations | When the user asks something |
+| **Lint** | Identify contradictions, orphaned pages, stale claims, missing cross-references | Periodic maintenance |
+
+## Recommended Tools
+
+- **Obsidian** — IDE for browsing and exploring the wiki
+- **Web Clipper** — Browser extension for converting articles to markdown
+- **Marp** — Markdown-based slide decks from wiki content
+- **Dataview** — Obsidian plugin for querying page metadata
+- **qmd** — Local search engine with BM25/vector hybrid search
+
+## Applications
+
+- Personal tracking (goals, psychology, self-improvement)
+- Research (building comprehensive understanding over weeks/months)
+- Book annotation (companion wikis with characters, themes, plot connections)
+- Team/business (wikis from Slack threads, meeting transcripts)
+- Due diligence, competitive analysis, trip planning
+
+## Community Extensions Worth Knowing
+
+- **Provenance tracking** — Record which source files produced each claim, detect staleness through content hashing
+- **Hierarchical inheritance** — Parent-child page relationships instead of flat indexing
+- **Decision records** — Capture why the wiki evolved, not just what changed
+- **Two-tier LLMs** — Local models for sensitive data, cloud for the rest
+- **Graph databases** — Typed ontologies instead of markdown links