Finalize forecast tracking and result automation

Finalize forecast integrity and evaluation gates

Record verified release smoke checks

Publish hashed pre-kickoff forecast proof

Finalize public release and live forecast proof tooling

Complete forecasting release gates and official bracket

Final submission assets: social post links, Makefile matchday target

Phase 0 complete: benchmark, ship decision, track record, predictions

Phase 0: submission-critical work

Harden dataset evaluation and expose runtime fallback

Build Underdog Lab forecasting hackathon app

Align hackathon brief with semantic factor design

Add execution-ready implementation plan

Add Build Small Hackathon entry plan

Document football forecasting research methodology