Deploy MLPMetricFull v2 (47k models, with ID emb)

Surface modality filter on the UI: family column + status line showing required capability and eligible-candidate count

Add task-modality sanity filter: drop LLMs from image-gen / ASR / VQA results

Expand official-pretrained filter: ~60 orgs + bare-name foundation pattern (StepFun, THUDM, Moonshot, Baichuan, InternLM, ByteDance, etc.)

Deploy ModelLens v1: BYOK OpenAI key, size filter, official-only filter, 47k HF model pool