Stage 1: repetition-penalty guard vs   loop; add /facts_from_image fallback endpoint

perf: lower GPU duration/max_new_tokens to fit ZeroGPU quota

fix: add torchvision (Qwen3-VL processor) + client API endpoints

OCR Lab: NuExtract3 on ZeroGPU (markdown + KVT4)

initial commit