Give every tab a headline; restore tab 3's section rule; drop the conditional

Make tab 3 reachable on mobile; restyle the tab bar; rename tabs

Move the conformal chart above its interpretation; fix two Tab 3 errors

Lead both audit tabs with the figure, demote methodology to a footnote

Publish the notebook and walkthrough under notebook/

Correct superseded conformal claims

Update docstrings for the renamed notebook

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

Soften remaining provable language; final consistency pass

Note the non-monotone loss precondition of the CRC theorem

Soften unvalidated-vs-disproven language to match the measured confound

Replace estimated contiguity figures with measured ones

Credit the course diagnostics that caught both findings

Expand the conformal risk control explanation

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

Restructure to 3 tabs: classify/explain, the artifact trick, what actually holds up

Pin Space to light theme (white-background result figures clash with dark shell)

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

Update framing: this is now Group 8's official Problem #10 submission

Fix: align README sdk_version with a modern gradio, drop conflicting requirements.txt pin

Fix: pin gradio==5.31.0 (older gradio imports removed huggingface_hub.HfFolder API)

Fix: add audioop-lts backport for Python 3.13 (pydub/gradio dependency)

Deploy Problem 10 explainable/auditable defect detection demo

initial commit