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A pattern for building personal knowledge bases using LLMs.
This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.
Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.
- Primary artifact URL returns HTTP 200.
- Required appendix files exist: production brief, data model, acceptance tests, decision record, artifact URL record.
- D1 / D7 / D14 / D30 path exists.
- Purpose-to-purpose E2E maps review prediction to evidence, verdict, calibration, and next action.
- Every prediction bet has owner, due, expected outcome, confidence, and route.
- Verdict must be one of hit, partial, miss, unknown.
- Unknown verdicts must create a data_gap next action and cannot count as hit.
- Data model includes schema, API, permissions, sync, and audit.
| 70c375d07012ddcba4df7dfa836dde12edfa54861564123cd5248c92714090d9 @ 1779587012.1556623 |
| 70c375d07012ddcba4df7dfa836dde12edfa54861564123cd5248c92714090d9 @ 1779587011.1337273 |
| > @jleechanorg/[email protected] test /Users/jleechan/.worktrees/agent-orchestrator/ao-5893/packages/core | |
| > vitest run src/__tests__/worktree-git.test.ts src/__tests__/lifecycle-manager-area-lock.test.ts src/__tests__/session-manager-area-lock.test.ts | |
| [1m[46m RUN [49m[22m [36mv4.0.18 [39m[90m/Users/jleechan/.worktrees/agent-orchestrator/ao-5893/packages/core[39m | |
| [32m✓[39m src/__tests__/worktree-git.test.ts [2m([22m[2m11 tests[22m[2m)[22m[32m 16[2mms[22m[39m | |
| [32m✓[39m src/__tests__/lifecycle-manager-area-lock.test.ts [2m([22m[2m3 tests[22m[2m)[22m[32m 43[2mms[22m[39m | |
| [32m✓[39m src/__tests__/session-manager-area-lock.test.ts [2m([22m[2m4 tests[22m[2m)[22m[32m 211[2mms[22m[39m |
| <!DOCTYPE html> | |
| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8"> | |
| <meta name="viewport" content="width=device-width,initial-scale=1,maximum-scale=1,user-scalable=no"> | |
| <title>Goddess Noelle · Blaize Queen</title> | |
| <link rel="preconnect" href="https://fonts.googleapis.com"> | |
| <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> | |
| <link href="https://fonts.googleapis.com/css2?family=Cinzel+Decorative:wght@700;900&family=Cinzel:wght@400;700&family=Cormorant+Garamond:ital,wght@0,300;1,300;1,400&family=Bebas+Neue&family=Space+Grotesk:wght@300;400;500&display=swap" rel="stylesheet"> |
| Log uploaded on Sunday, May 24, 2026, 9:43:22 AM | |
| Loaded mods: | |
| Harmony(brrainz.harmony)[mv:2.4.2.0]: 0Harmony(2.4.1), HarmonyMod(2.4.2) | |
| Core(Ludeon.RimWorld): (no assemblies) | |
| Royalty(Ludeon.RimWorld.Royalty): (no assemblies) | |
| Ideology(Ludeon.RimWorld.Ideology): (no assemblies) | |
| Biotech(Ludeon.RimWorld.Biotech): (no assemblies) | |
| Anomaly(Ludeon.RimWorld.Anomaly): (no assemblies) | |
| Odyssey(Ludeon.RimWorld.Odyssey): (no assemblies) | |
| EdB Prepare Carefully(EdB.PrepareCarefully)[mv:1.6.2]: EdBPrepareCarefully(av:1.1.1,fv:1.6.2) |