Speed predictions with receipts: bandwidth roofline, real-runs chart, honest provenance

Multi-goal checks (union buying advice), fix vision/audio quality bars, honest niche fallback

Real catalogue: 83 verified models, buy-advice mode, live model lookup, license-aware cards