Replaces dual-agent demo with a full personal knowledge base system where Claude reads source documents and incrementally builds and maintains a structured, interlinked wiki of markdown pages. - tools/ingest.py: reads a source, extracts knowledge, updates wiki pages - tools/query.py: queries the wiki with Claude, optionally files answers back - tools/lint.py: health-checks the wiki (orphans, contradictions, gaps) - tools/build_graph.py: two-pass graph builder (wikilinks + Claude inference) with Louvain community detection and vis.js interactive HTML output - CLAUDE.md: schema and workflow instructions for the LLM - wiki/: starter index, log, and overview pages - raw/, graph/: directory scaffolding Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
161 lines
4.5 KiB
Markdown
161 lines
4.5 KiB
Markdown
# LLM Wiki Agent — Schema & Workflow Instructions
|
||
|
||
This document defines how Claude maintains this wiki. Follow these conventions exactly in every session.
|
||
|
||
## Directory Layout
|
||
|
||
```
|
||
raw/ # Immutable source documents — never modify these
|
||
wiki/ # Claude owns this layer entirely
|
||
index.md # Catalog of all pages — update on every ingest
|
||
log.md # Append-only chronological record
|
||
overview.md # Living synthesis across all sources
|
||
sources/ # One summary page per source document
|
||
entities/ # People, companies, projects, products
|
||
concepts/ # Ideas, frameworks, methods, theories
|
||
graph/ # Auto-generated graph data — regenerate with build_graph.py
|
||
tools/ # CLI scripts
|
||
```
|
||
|
||
## Page Format
|
||
|
||
Every wiki page uses this frontmatter:
|
||
|
||
```yaml
|
||
---
|
||
title: "Page Title"
|
||
type: source | entity | concept | synthesis
|
||
tags: []
|
||
sources: [] # list of source slugs that inform this page
|
||
last_updated: YYYY-MM-DD
|
||
---
|
||
```
|
||
|
||
Use `[[PageName]]` wikilinks to link to other wiki pages. These are parsed by build_graph.py.
|
||
|
||
---
|
||
|
||
## Ingest Workflow
|
||
|
||
Triggered when user runs: `python tools/ingest.py <source-path>`
|
||
|
||
Steps (in order):
|
||
1. Read the source document fully
|
||
2. Write `wiki/sources/<slug>.md` — title, date, key claims, key quotes, tags, links to entity/concept pages
|
||
3. Update `wiki/index.md` — add entry under the correct section
|
||
4. Update `wiki/overview.md` — revise synthesis if the source adds new perspectives, themes, or contradicts prior conclusions
|
||
5. Update existing entity pages that this source mentions; create new entity pages if needed
|
||
6. Update existing concept pages that this source discusses; create new concept pages if needed
|
||
7. Flag any contradictions with existing wiki content in the log entry
|
||
8. Append to `wiki/log.md` with this prefix format: `## [YYYY-MM-DD] ingest | <Title>`
|
||
|
||
### Source Page Format
|
||
|
||
```markdown
|
||
---
|
||
title: "Source Title"
|
||
type: source
|
||
tags: []
|
||
date: YYYY-MM-DD
|
||
source_file: raw/...
|
||
---
|
||
|
||
## Summary
|
||
2–4 sentence summary.
|
||
|
||
## Key Claims
|
||
- Claim 1
|
||
- Claim 2
|
||
|
||
## Key Quotes
|
||
> "Quote here" — context
|
||
|
||
## Connections
|
||
- [[EntityName]] — how they relate
|
||
- [[ConceptName]] — how it connects
|
||
|
||
## Contradictions
|
||
- Contradicts [[OtherPage]] on: ...
|
||
```
|
||
|
||
---
|
||
|
||
## Query Workflow
|
||
|
||
Triggered when user runs: `python tools/query.py "<question>"`
|
||
|
||
Steps:
|
||
1. Read `wiki/index.md` to identify relevant pages
|
||
2. Read the relevant pages
|
||
3. Synthesize an answer with inline citations as wikilinks: `[[PageName]]`
|
||
4. Ask the user if they want the answer filed as a new synthesis page in `wiki/`
|
||
|
||
---
|
||
|
||
## Lint Workflow
|
||
|
||
Triggered when user runs: `python tools/lint.py`
|
||
|
||
Check for:
|
||
- **Orphan pages** — wiki pages with no inbound `[[links]]` from other pages
|
||
- **Contradictions** — claims that conflict across pages
|
||
- **Stale summaries** — pages not updated after newer sources changed the picture
|
||
- **Missing entity pages** — entities mentioned in 3+ pages but lacking their own page
|
||
- **Broken links** — `[[WikiLinks]]` pointing to pages that don't exist
|
||
- **Data gaps** — important questions the wiki cannot answer — suggest new sources to find
|
||
|
||
Output a lint report as markdown.
|
||
|
||
---
|
||
|
||
## Graph Workflow
|
||
|
||
Triggered when user runs: `python tools/build_graph.py`
|
||
|
||
- Pass 1: Parse all `[[wikilinks]]` in wiki pages → deterministic edges tagged `EXTRACTED`
|
||
- Pass 2: Call Claude API to infer implicit relationships not captured by wikilinks → edges tagged `INFERRED` with confidence score
|
||
- Tag ambiguous relationships as `AMBIGUOUS`
|
||
- Use Louvain community detection to cluster nodes
|
||
- Output `graph/graph.json` and `graph/graph.html`
|
||
- Cache by SHA256 of page content — only reprocess changed pages
|
||
|
||
---
|
||
|
||
## Naming Conventions
|
||
|
||
- Source slugs: `kebab-case` matching the source filename
|
||
- Entity pages: `TitleCase.md` (e.g. `OpenAI.md`, `SamAltman.md`)
|
||
- Concept pages: `TitleCase.md` (e.g. `ReinforcementLearning.md`, `RAG.md`)
|
||
- Source pages: `kebab-case.md`
|
||
|
||
## Index Format
|
||
|
||
```markdown
|
||
# Wiki Index
|
||
|
||
## Overview
|
||
- [Overview](overview.md) — living synthesis
|
||
|
||
## Sources
|
||
- [Source Title](sources/slug.md) — one-line summary
|
||
|
||
## Entities
|
||
- [Entity Name](entities/EntityName.md) — one-line description
|
||
|
||
## Concepts
|
||
- [Concept Name](concepts/ConceptName.md) — one-line description
|
||
|
||
## Syntheses
|
||
- [Analysis Title](syntheses/slug.md) — what question it answers
|
||
```
|
||
|
||
## Log Format
|
||
|
||
Each entry starts with `## [YYYY-MM-DD] <operation> | <title>` so it's parseable:
|
||
|
||
```
|
||
grep "^## \[" wiki/log.md | tail -10
|
||
```
|
||
|
||
Operations: `ingest`, `query`, `lint`, `graph`
|