add measured failure modes -- card audit

point to the v2 retrain

bootstrap the padding gain: real overall and for sleeve/collar/skirt, noise elsewhere

add derived 13-group nickname sub-taxonomy

document part-vs-garment scale split and nickname co-occurrence structure

add measured crop-padding curve and multi-crop TTA findings (+5.2% mAP, no retraining)

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initial commit