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+# /understand-knowledge — Personal Knowledge Base Plugin Design
+
+## Overview
+
+A new `/understand-knowledge` skill within the existing Understand Anything plugin that takes any folder of markdown notes and produces an interactive knowledge graph visualized in the existing dashboard.
+
+Inspired by Andrej Karpathy's LLM Wiki pattern — where an LLM compiles and maintains a structured wiki from raw sources — this plugin goes further by adding typed relationship discovery and interactive graph visualization that tools like Obsidian and Logseq cannot provide.
+
+### Goals
+
+- Accept any markdown-based knowledge base (Obsidian vault, Logseq graph, Dendron workspace, Foam, Karpathy-style LLM wiki, Zettelkasten, or plain markdown)
+- Auto-detect the format and adapt parsing accordingly
+- Use LLM analysis to discover implicit relationships beyond explicit links
+- Produce a knowledge graph with typed nodes and edges
+- Visualize in the existing dashboard with knowledge-specific layout, sidebar, and reading mode
+
+### Non-Goals
+
+- Real-time sync with the knowledge base tool (Obsidian, Logseq, etc.)
+- Replacing the user's existing PKM tool — this is a visualization/analysis layer on top
+- Supporting non-markdown formats (PDFs, bookmarks) in v1
+
+---
+
+## Schema Extensions
+
+### New Node Types (5)
+
+Added to the existing `NodeType` union (currently 16 types):
+
+```typescript
+export type NodeType =
+  // existing (16)
+  | "file" | "function" | "class" | "module" | "concept"
+  | "config" | "document" | "service" | "table" | "endpoint"
+  | "pipeline" | "schema" | "resource"
+  | "domain" | "flow" | "step"
+  // knowledge (5 new → 21 total)
+  | "article" | "entity" | "topic" | "claim" | "source";
+```
+
+| Type | What it represents | Example |
+|------|-------------------|---------|
+| `article` | A wiki/note page — the primary content unit | "LLM Knowledge Bases.md" |
+| `entity` | A named thing: person, tool, paper, org, project | "Andrej Karpathy", "Obsidian" |
+| `topic` | A thematic cluster grouping related articles | "Personal Knowledge Management" |
+| `claim` | A specific assertion, insight, or takeaway | "RAG loses context at chunk boundaries" |
+| `source` | Raw/reference material that articles are compiled from | A paper URL, a raw PDF reference |
+
+### New Edge Types (6)
+
+Added to the existing `EdgeType` union (currently 29 types):
+
+```typescript
+export type EdgeType =
+  // existing (29)
+  | ...
+  // knowledge (6 new → 35 total)
+  | "cites" | "contradicts" | "builds_on"
+  | "exemplifies" | "categorized_under" | "authored_by";
+```
+
+| Type | Direction | Meaning |
+|------|-----------|---------|
+| `cites` | article → source | References or draws from |
+| `contradicts` | claim → claim | Conflicts or disagrees with |
+| `builds_on` | article → article | Extends, refines, or deepens |
+| `exemplifies` | entity → concept/topic | Is a concrete example of |
+| `categorized_under` | article/entity → topic | Belongs to this theme |
+| `authored_by` | article → entity | Written or created by |
+
+### New Metadata Interface
+
+```typescript
+export interface KnowledgeMeta {
+  format?: "obsidian" | "logseq" | "dendron" | "foam" | "karpathy" | "zettelkasten" | "plain";
+  wikilinks?: string[];
+  backlinks?: string[];
+  frontmatter?: Record<string, unknown>;
+  sourceUrl?: string;
+  confidence?: number; // 0-1, for LLM-inferred relationships
+}
+```
+
+Added as an optional field on `GraphNode`:
+
+```typescript
+export interface GraphNode {
+  // ...existing fields
+  knowledgeMeta?: KnowledgeMeta;
+}
+```
+
+### Graph-Level Kind Flag
+
+```typescript
+export interface KnowledgeGraph {
+  version: string;
+  kind: "codebase" | "knowledge"; // NEW
+  project: ProjectMeta;
+  nodes: GraphNode[];
+  edges: GraphEdge[];
+  layers: Layer[];
+  tour: TourStep[];
+}
+```
+
+The `kind` field tells the dashboard which layout, sidebar, and visual styling to use. For backward compatibility, graphs without a `kind` field default to `"codebase"`.
+
+---
+
+## Format Detection & Format Guides
+
+### Auto-Detection Logic
+
+Scans the target directory for signature files/patterns. Priority order (first match wins):
+
+| Priority | Signal | Detected Format |
+|----------|--------|----------------|
+| 1 | `.obsidian/` directory | Obsidian |
+| 2 | `logseq/` + `pages/` directories | Logseq |
+| 3 | `.dendron.yml` or `*.schema.yml` | Dendron |
+| 4 | `.foam/` or `.vscode/foam.json` | Foam |
+| 5 | `raw/` + `wiki/` + `index.md` | Karpathy |
+| 6 | `[[wikilinks]]` + unique ID prefixes in filenames | Zettelkasten |
+| 7 | Fallback | Plain markdown |
+
+### Format Guides
+
+Located at `skills/understand-knowledge/formats/`. Each guide tells the LLM agents how to parse that format:
+
+```
+skills/understand-knowledge/
+  SKILL.md
+  formats/
+    obsidian.md        — [[wikilinks]], [[note|alias]], [[note#heading]],
+                         #tags, YAML frontmatter, .obsidian/ config,
+                         dataview annotations, canvas files
+    logseq.md          — block-based outliner, ((block-refs)),
+                         journals/YYYY_MM_DD.md, pages/,
+                         property:: value syntax, TODO/DONE states
+    dendron.md         — dot-delimited hierarchy (a.b.c.md),
+                         .schema.yml for structure validation,
+                         cross-vault links, refactoring rules
+    foam.md            — [[wikilinks]] + link reference definitions
+                         at file bottom, .foam/config, placeholder links
+    karpathy.md        — raw/ → wiki/ pipeline, index.md master map,
+                         log.md append-only record, _meta/ state,
+                         LLM-maintained cross-references
+    zettelkasten.md    — atomic notes, unique ID prefixes (timestamps),
+                         typed semantic links, one idea per note
+    plain.md           — standard [markdown](links), folder hierarchy,
+                         heading structure, no special conventions
+```
+
+Each format guide covers:
+- How to parse links (wikilinks vs standard vs block refs)
+- Where metadata lives (frontmatter vs inline properties vs block properties)
+- What the folder structure means (journals/ = daily notes, pages/ = permanent notes)
+- What conventions to respect vs what to infer
+
+### Format Guide Authoring Process
+
+Format guides must be research-backed. During implementation, the agent building each format guide must:
+1. Read the official documentation for that format (Obsidian Help, Logseq docs, Dendron wiki, Foam docs, etc.)
+2. Study real-world examples of that format's structure
+3. Write the guide based on verified behavior, not assumptions
+
+---
+
+## Agent Pipeline
+
+```
+knowledge-scanner → format-detector → article-analyzer → relationship-builder → graph-reviewer
+```
+
+### Agent Definitions
+
+| Agent | Input | Output | Model |
+|-------|-------|--------|-------|
+| `knowledge-scanner` | Target directory path | File manifest: all `.md` files with paths, sizes, first 20 lines preview | `inherit` |
+| `format-detector` | File manifest + directory structure | Detected format + format-specific parsing hints | `inherit` |
+| `article-analyzer` | Individual `.md` file + format guide | Per-file nodes (article, entities, claims) + explicit edges (wikilinks, tags) | `inherit` |
+| `relationship-builder` | All per-file results | Cross-file implicit edges (builds_on, contradicts, categorized_under) + topic clustering + layers | `inherit` |
+| `graph-reviewer` | Assembled graph | Validated graph — deduped entities, consistent edge weights, orphan detection | `inherit` |
+
+### Key Differences from Codebase Pipeline
+
+- **No tree-sitter** — markdown parsing is simpler, mostly regex + LLM interpretation
+- **format-detector** replaces framework detection — picks the right format guide
+- **article-analyzer** replaces file-analyzer — extracts knowledge concepts instead of code structure
+- **relationship-builder** is the heavy LLM step — discovers implicit connections across files that explicit links miss
+- **graph-reviewer** stays similar — validates the assembled graph for consistency
+
+### Intermediate Files
+
+Same pattern as codebase analysis:
+
+```
+.understand-anything/intermediate/
+  knowledge-manifest.json      — scanner output
+  format-detection.json        — detected format + hints
+  article-*.json               — per-file analysis
+  relationships.json           — cross-file edges
+  knowledge-graph.json         — final assembled graph
+```
+
+Intermediate files are cleaned up after graph assembly (same as codebase flow).
+
+### Incremental Mode (`--ingest`)
+
+When the user runs `/understand-knowledge --ingest path/to/new-source.md`:
+
+1. **knowledge-scanner** — runs on just the new file(s)
+2. **format-detector** — skipped (format already known from initial scan)
+3. **article-analyzer** — processes only new/changed files
+4. **relationship-builder** — runs on new nodes against the existing graph, finds connections to what's already there
+5. **graph-reviewer** — validates the merged result
+
+Existing nodes are preserved; only new nodes/edges are added or updated.
+
+---
+
+## Dashboard Changes
+
+All changes are scoped to graphs with `"kind": "knowledge"`.
+
+### Vertical Flow Layout
+
+- Default to top-down vertical layout (like existing domain/business flow view)
+- Topics at top → articles in middle → entities/claims/sources at bottom
+- Reads like a knowledge hierarchy: broad themes flow down into specifics
+- User can still switch to horizontal or force-directed layout via controls
+
+### Knowledge Sidebar
+
+Replaces NodeInfo when a knowledge graph is loaded:
+
+| Selection | Sidebar Shows |
+|-----------|---------------|
+| Nothing selected | ProjectOverview: format detected, total articles/entities/topics/claims/sources |
+| Article node | Title, summary, tags, frontmatter metadata, backlinks list (clickable), outgoing links, related topics |
+| Entity node | Name, type (person/tool/paper/org), articles that mention it, relationships to other entities |
+| Topic node | Description, child articles, child entities, cross-topic connections |
+| Claim node | Assertion text, supporting articles, contradicting claims (if any), confidence score |
+| Source node | Original URL/path, articles that cite it, ingestion date |
+
+### Reading Mode
+
+- Clicking an article node triggers a reading panel that slides up from the bottom (same pattern as current code viewer overlay)
+- Shows the full compiled markdown rendered as HTML
+- Includes a mini backlinks sidebar within the panel
+- Clicking a `[[wikilink]]` or entity reference in the reading panel navigates the graph to that node
+
+### Node Visual Styling
+
+| Node Type | Shape | Color Accent |
+|-----------|-------|-------------|
+| `article` | Rounded rectangle | Warm amber |
+| `entity` | Circle | Soft blue |
+| `topic` | Large rounded rectangle | Muted gold |
+| `claim` | Diamond | Green/red depending on contradictions |
+| `source` | Small square | Gray |
+
+### Edge Visual Styling
+
+| Edge Type | Style |
+|-----------|-------|
+| `cites` | Dashed line |
+| `contradicts` | Red line |
+| `builds_on` | Solid with arrow |
+| `categorized_under` | Thin gray |
+| `authored_by` | Dotted blue |
+| `exemplifies` | Dotted green |
+
+---
+
+## Skill Interface
+
+### Usage
+
+```bash
+# Full scan — first time or rescan
+/understand-knowledge
+
+# Point at a specific directory
+/understand-knowledge path/to/my-notes
+
+# Incremental ingest — add new sources to existing graph
+/understand-knowledge --ingest path/to/new-note.md
+/understand-knowledge --ingest path/to/new-folder/
+```
+
+### Behavior
+
+1. Auto-detects format (Obsidian, Logseq, Karpathy, etc.)
+2. Announces: "Detected Obsidian vault with 342 notes. Scanning..."
+3. Runs the agent pipeline (scanner → detector → analyzer → relationship-builder → reviewer)
+4. Writes `knowledge-graph.json` to `.understand-anything/` with `"kind": "knowledge"`
+5. Auto-triggers `/understand-dashboard` after completion
+
+### File Structure
+
+```
+skills/understand-knowledge/
+  SKILL.md                     — skill entry point, orchestration logic
+  formats/
+    obsidian.md
+    logseq.md
+    dendron.md
+    foam.md
+    karpathy.md
+    zettelkasten.md
+    plain.md
+```
+
+### Coexistence with `/understand`
+
+- `/understand` produces `"kind": "codebase"` graphs
+- `/understand-knowledge` produces `"kind": "knowledge"` graphs
+- Both write to `.understand-anything/knowledge-graph.json`
+- Running one replaces the other
+- To scope knowledge analysis to a subdirectory (e.g., `docs/` within a code repo), use `/understand-knowledge path/to/docs`
+
+---
+
+## What This Enables That Nothing Else Does
+
+| Existing Tools | Limitation | Our Advantage |
+|---------------|-----------|---------------|
+| Obsidian graph view | Untyped edges — all links look the same | Typed edges: cites, contradicts, builds_on |
+| Logseq graph | Only shows explicit links | LLM discovers implicit relationships |
+| All PKM tools | Single-format only | Cross-format support with auto-detection |
+| Karpathy LLM Wiki | Flat text wiki, no visualization | Interactive graph dashboard with guided tours |
+| None | No knowledge graph tours | Tour mode walks through a knowledge base step by step |