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ARCHITECTURE.md step 0. eval/chapter-truth.json holds the 38 occurrences the user walked crop by crop on the 19:44 run of 2026-08-12, and audit_registry.py now prints purity per cluster and fragmentation per person against it. All six baseline numbers reproduce. Rows key on page-space geometry, purity is a share, and fragmentation is a count of ids, so nothing in the file names a panel_id or a character_id. The fifth cycle re-crops and calls /characters/reset, and the file survives both. That was the ordering trap in the handoff. NEXT.md said 2 of woman B's 9 crops were really woman A and never said which. They are panel_order 31 and 33, identified from p030 and p032. Four fixes to the audit itself, all pre-existing: - 20 characters counted where 14 are live and 6 are merge losers kept on purpose - the assignment spread keyed on name, so the two Seonhos summed into one line - the default worked example was panel_index 7, a panel vision skips. NEXT.md's "panel 7" is panel_order 7, one lower - nothing about skipped panels. 41 of 116 are skip=True, four checked and all four correct, and they hold 28 of the chapter's 122 dialogue lines That last count is the measured case for an offscreen speaker_ref kind: 23% of dialogue sits on panels with no character to attribute to. Checks: audit_registry.py --selftest covers the IoU match, the greedy tie-break and the purity maths with no database. ruff check . exits 0. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>