- Load real projections, stats, roster, votes from data/ and mid_outputs/
- 161 FBref features merged per player (xg, passes, tackles, cards, etc.)
- All 12 models trained on real Serie A player pool
- Top projection: Malen (8.49), Martinez L. (8.06), Thuram (7.74)
- Rich player features: cards/90, fouls/90, xG, xA, progressive metrics
- Live Auction Simulator uses real QI/QA/FVM prices
- Dashboard live at http://localhost:8516
- New page 06_dev_preview.py: interactive ML model showcase
- All 12 models initialized from synthetic data with live charts
- Live Auction Simulator: bandit + opponent model + budget optimizer
- Tabbed UI: 6 tabs, one per phase
- Resilient warehouse: returns typed empty DataFrames when no data
- Dev Preview set as default landing page for demo mode
- Live at http://localhost:8507
ramseshk