Pre-deadline audit: honest sealed-test numbers in parse hint + model card, lookup timeout, roofline cache fix

Apple: grey out the VRAM box on Mac (unified memory only)

Apple: unified-memory label + chip options without misleading GB

Fix: re-parsing a machine without a GPU now clears the previous GPU selection

Buy advice: verified, dated prices with live price links per build

Fix buy advice: Minimum and Comfortable are now distinct builds

Polish buy-card 'What to look for' into an iconed spec sheet

Reskin: CRT-pixel technical-instrument UI (dense option table, roofline centerpiece, pixel icons, phosphor-green, no emoji/em-dash)

Audit remediation: XSS fix, pinned loaders, engine bug fixes, honest claims, head_dim KV, hackathon tags

Laptop/Mobile NVIDIA GPUs with correct VRAM and bandwidth

Honest non-LLM lookups, realistic speeds, clearer gauge, custom/URL coupling, runner icon

Full model-URL breakdowns, gauge clarity, CPU honesty, multi-platform buying guide, chart tooltips, runner icon

Interactive results, working priority, fine-tuning mode, honest custom + model lookup

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