Per-position accent borders on the use-case pills

GPU spam guard (serialize + button lock), live progress tickers, describe-first layout, real-machine bindings, chart fix for custom VRAM

Fix spec-parser GPU window; clearer chart colours, unclipped label

Paste box goes live: fine-tuned spec parser fills the form from messy text

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

Deploy FitCheck: engine + Nemotron model brick on ZeroGPU

Deploy FitCheck: engine + Nemotron model brick on ZeroGPU

Deploy FitCheck UI brick