Finalize eval-friendly defaults: offline baseline, deterministic API reset, docs cleanup

perf(ui): default mock provider; auto tries NIM/OpenRouter before HF; cap HF router timeout 90s

feat: inference router (HF/NIM/OpenRouter/mock); README aligned with judge rubric; chart axis labels