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Correct superseded conformal claims

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

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

Deploy Problem 10 explainable/auditable defect detection demo