Bake metrics narrative into submission notebook (§2.4–§2.6, §3.3, §4.1, §11.2) (#29)

checkpoint-3: comparison report, FastAPI, Gradio, HF Space deploy

Refactor: extract utils + base pipeline, expand docs

Initial commit: end-to-end car damage + repair-cost predictor