# Tasks

- [x] 1. Create initial PRD for job-seeker-first tutoring.
- [x] 2. Create initial architecture note for workflow, LLM, memory, ontology,
  and visual assets.
- [x] 3. Add OpenSpec capability specs for the first product baseline.
- [x] 4. Incorporate game-design learning loop and progression planning.
- [x] 5. Add repository engineering principles and code-size constraints.
- [x] 6. Lock Go backend and internalized agent-farm workflow direction.
- [x] 7. Choose the first interview track and canonical concept seed list.
- [x] 8. Define typed JSON contracts for diagnostic, grading, memory extraction,
  ontology gap detection, and asset prompt generation.
- [x] 9. Create Phase 1 GSD context, research, and plan artifacts.
- [ ] 10. Draft the first `agent-farm-go` YAML workflow package.
- [x] 11. Validate the OpenSpec change.
- [x] 12. Implement evidence-backed learner memory ingestion and readback.