feat(space): wire Qwen2.5-VL-7B via hf_local provider (stage 2)

feat(backend): resilience — timeouts, bounded retry, clean errors

feat(backend): retry once when an interpretation reads flat

docs(backend): record proven ZeroGPU pattern, resolve spaces.GPU risk

feat(backend): add pluggable LLM oracle for image and fragment input