UI: keep fullscreen on the working overlay (display) image; only the editable input image drops it

UI: drop the broken fullscreen image button (Gradio 6 buttons=[download]); keep download

Stack columns on mobile (<=700px) and add (N foci) hint for multi-box findings

ui: point header blog chip at the published blog post

ui: README chip in header; 4th (urgent) example; caption

ui: examples now show clean/missed/over-called; pass model URLs to header

Both models on GPU; header/footer name both; faster audit

Honest audit-time note (grounding GPU + Nemotron CPU, ~1 min)

Wire Nemotron draft parser into the audit handler

Wire head script (default-dark + theme toggle) into launch

Layout: full-width Audit verdict / Findings / Raw JSON stack under the evidence panel

Reading Room UI redesign; move theme/css from Blocks constructor to launch() per Gradio 6 migration

Deploy inference robustness and UI fixes: salvage truncated JSON arrays, retry ladder, draft-parse degradation, pickle-safe SchemaParseError, bounded overlay font, legend below overlay; remove stale src/ tree

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