Rebuild on clean 70/10/10/10 split; add deletion-test stability finding

Add header space to figures so the Gradio label chip stops covering them

Add planted-shortcut audit tab; correct served-model metric in header

Deploy Problem 10 explainable/auditable defect detection demo