55 tasks across 8 phases, organized by 8 user stories (US1-US8). TDD order: tests first → models → services → routers per story. Includes parallel execution guide and incremental delivery strategy.
Generated plan.md, research.md, data-model.md, contracts/api.md, quickstart.md, and CLAUDE.md agent context via /speckit-plan.
- 8 user stories (P1-P3): text triple extraction, image quadruple extraction, video frame extraction, video-to-text, QA generation (text/image), finetune management, health check - 18 functional requirements covering all 8 API endpoints - 9 success criteria with measurable metrics - Technical environment section: Python 3.12.13, FastAPI, conda label env - Quality checklist: all items pass
