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# learning-harness
A standalone learning harness built on the [pi](https://github.com/earendil-works/pi-mono) agent SDK: a teacher agent, durable session artifacts, and a derived knowledge graph of what the learner knows, what they only think they know, and what to learn next.
Design + architecture: [`docs/architecture.md`](docs/architecture.md). Lineage: built up from the Obsidian-based POC (`~/Desktop/Obsidian/vault/π/learn`) — same teaching methodology, own interface and data pipeline.
## Commands
```bash
npm install # once
npm run teach # launch an interactive teaching session (full pi TUI)
npm run doctor # non-interactive smoke test of the teacher wiring
npm run ingest -- <session.jsonl> # Stage 1: normalize a session into the canonical doc
npm run graph # ledger stats
```
## Layout
```
teacher/system-prompt.md the teacher's entire behavior (teach methodology + tool guidelines)
extensions/ quiz.ts, ask-user-question.ts (hermetic copies)
src/teacher/ pi SDK bootstrap (isolated agent, TUI)
src/schema.ts knowledge-graph data model
src/ledger.ts append-only JSONL ledgers
src/extract/ normalize (✅) · extract · merge (stubs, specified)
src/derive.ts derived state (known-set now; understanding parked)
src/queries/ what-next (stub)
data/agent/ hermetic pi agentDir (auth + model store are symlinks to ~/.pi/agent)
data/sessions/ session JSONLs
data/graph/ ledgers + canonical documents
```
Pi is a library dependency here (pinned in package.json) — this is a separate pi from any global install. Credentials and the model catalog are shared read-mostly via symlinks; everything else is the harness's own.