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

Deploy FitCheck: engine + Nemotron model brick on ZeroGPU