Rework player award ratings, swap weak photos, and rewrite copy for a more human tone

Add flags to Track Record table and lighten player stat meters

Stop retrying a failed local LLM extractor on every scenario request

Force player-photo to 56x56 with !important

Refine player photos via Wikidata P18 and lock photo/badge box sizes

Make player card photo/badge shapes match and lighten the OVR badge

Add player photos to award cards and spacing between stacked cards

Add country flags throughout the UI

Redesign UI for information presentation: plain-language hero, How-it-works accordion, Methodology tab, and forecaster comparisons

Fix result-check automation: skip scoreless FINISHED matches, decouple overdue gate

Redesign Player Awards as EA FC-style player cards

Add Player Awards section (Golden Ball/Boot/Glove, Best Young Player)

Make most-likely-score consistent with win/draw/loss probabilities

Finalize forecast tracking and result automation

Finalize forecast integrity and evaluation gates

Update forecasting methodology copy

Remove scalar tuning runtime dependency

Show Dixon-Coles top scorelines

Calibrate forecasts and add market blend gate

Tune recency and add ensemble evaluation

Refine mobile team-name typography

Fix mobile forecast card overflow

Publish hashed pre-kickoff forecast proof

Finalize public release and live forecast proof tooling

Fix forecast view toggle and performance scorecard

Complete forecasting release gates and official bracket

Fit and validate World Cup forecast model

Lighten the Space shell

USA-flag redesign: Sora font, glassmorphism, upcoming matches first

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

Phase 0: submission-critical work

Reject zero-weight model hallucinations

Preload small model without startup race

Use fast small model and real World Cup Elo ratings

Recover honestly from missed scenario factors

Keep extraction within CPU Space limits

Use chat template for scenario extraction

Build live World Cup 2026 forecaster

Switch Space to light theme

Harden dataset evaluation and expose runtime fallback

Build Underdog Lab forecasting hackathon app