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Merge open branches into main: fix stack (#54+#55+#56+#58), docs refresh (#57), nightly audit doc - #59

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slittycode merged 11 commits into
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May 17, 2026
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Merge open branches into main: fix stack (#54+#55+#56+#58), docs refresh (#57), nightly audit doc#59
slittycode merged 11 commits into
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Summary

Lands six branches into main in a single PR. Three merge commits, no conflicts during merge, full UI verify gate green (lint + 603 unit tests + production build).

Merged

  1. fix/quick-hits — head of the stacked fix/* audit series. Since each stack PR is a single commit on top of the previous, this one merge brings:
  2. claude/gifted-cerf-SjEU5docs: refresh stale items against current architecture #57 docs: refresh stale items against current architecture (9ad1c4a) — CHANGELOG / CLAUDE.md / AGENTS.md / docs/* sync.
  3. claude/nightly-audit-2026-05-16audits: nightly 2026-05-16 — 5 issues (26aca23) — adds the audit doc only.

When this PR lands, GitHub will auto-close the four stacked PRs (#54, #55, #56, #58) and #57.

Skipped — orphan / dead branches

Five remote branches were evaluated and skipped. All but one have no common ancestor with main (separate root commits), and merging them would delete 65k-74k lines of main while adding 10k-17k lines of older snapshots that include binary artifacts (sqlite DBs, .pptx, .docx, .mp3). Their feature work has already shipped in main via earlier PRs.

Branch Reason skipped
codex/ground-truth-readme Zero commits ahead of main; branch HEAD is older than main. Nothing to merge.
ci-fix-main-workflows Orphan history. The only meaningful diff is a CI workflow that removes the wrong-interpreter pyc check from .github/workflows/ci.yml. Not a fix to land.
claude/awesome-brahmagupta Orphan history. "Phase 1 hardening — full pipeline end-to-end" — but the equivalent features (genre profiles, MixDoctor, detectors, hardened spectral fields) are already in main per BACKLOG.md.
claude/elegant-swanson Orphan history. Contains a PLAN-phase1-hardening.md planning doc + snapshot. Plan was superseded by the work in main.
codex/fix-spectral-detail-and-chord Orphan history. Older parallel codebase including planning docs (Plan stereo detail expansions, Draft plan for analyze.py updates); also includes a "fix: update subproject commit reference for awesome-brahmagupta" gitlink commit. Work shipped via other PRs.

These branches are good candidates for deletion in a follow-up — not done here to preserve the option of cherry-picking anything still useful.

Test plan

  • cd apps/ui && npm run lint — TypeScript clean.
  • npm run test:unit — 603/603 passing across 48 test files (includes the 30+ new tests from the fix stack: citationHeadline.test.ts, confidenceBand.test.ts, confidenceBandBadge.test.ts, phase2ConsistencyReport.test.ts, and the expanded analysisResultsUi.test.ts / analysisResultsViewModel.test.ts / phase2Validator.test.ts).
  • npm run build — Vite production build succeeds, 2146 modules, bundle sizes nominal.
  • Backend tests not run — no backend code touched by any merged branch (PR docs: refresh stale items against current architecture #57 touched apps/backend/AGENTS.md / ARCHITECTURE.md docs only).
  • Smoke (Playwright) not run in this CI-style environment — was verified per-PR by the original authors against saved run 855f1376-ec1e-4e3e-b145-bbf6eb479296.

Reviewer notes

  1. Three merge commits, no squash. Each merge uses --no-ff with a descriptive message so the PR series is preserved in git log --graph. Each underlying commit (a1218f0, 2f2fd86, 2bba337, 3d91a3f, 9ad1c4a, 26aca23) is still individually reviewable.
  2. No conflicts arose during merge. CLAUDE.md and apps/ui/src/App.tsx had touching changes from multiple branches that auto-merged cleanly via the ort strategy.
  3. PR fix(ui): audit quick-hits bundle (StickyNav, Mix Chain, Mix Doctor, header) #58 was the head of the fix stack at the moment of merging. If the original author lands the stack via GitHub afterward (rebasing each PR's base as it goes), expect the no-op merges to collapse.
  4. docs/LAYER2_EVALUATION.md is added from the fix stack (originally from fix/phase2-content-leaks); not a separate change.

Generated by Claude Code

slittycode and others added 11 commits May 16, 2026 01:01
3 vitest decision_gate.*.live.test.ts failures (missing /tmp snapshot
gating), 1 Playwright upload-estimate-phase1.spec.ts timeout, and one
mixDoctor.estimatePlr fallback flagged for human boundary review. No
Phase 1 ground-truth mutations found.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Closes four orientation gaps in CLAUDE.md: a top-of-Architecture map
that flags advisory/, experiments/, docs/, and tests/ground_truth/ as
off-path; a Scripts-at-a-glance section covering scripts/ and
apps/backend/scripts/; a pointer from the Phase 3 paragraph to
SamplePlayback.tsx + sampleGenerationClient.ts; and a curl example
plus allowlisted field paths on the csv_export.py module entry.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-Authored-By: Oz <oz-agent@warp.dev>
Removes four classes of broken/placeholder content that made the Phase 2
recommendations read as engine output instead of producer-facing advice
(audit finding #1).

1. Mix Chain card role text — `buildRoleSentence` used to fabricate
   "{stage phrase} by {verb}" by lowercasing the first letter of
   Gemini's `reason`. Because `reason` is a present-tense clause, every
   card produced ungrammatical splices like "Controls bass energy by
   ensures the extreme low-end mono…". Now renders the reason verbatim
   with a capitalized first letter and trailing period; HIGH-END cue
   suffix preserved as "(for …)".

2. Patch Framework `patchRole` — was a 7-key category-keyed fallback
   (`mapPatchRole`) that stamped duplicated placeholders ("Primary tone
   generator" on every SYNTHESIS card). Removed the field, the
   fallback, the JSX paragraph, and the contribution to the
   `inferProcessingGroup` text-concat. The category chip + per-card
   `whyThisWorks` already carry the bucket and explanation.

3. Patches/Mix Chain overlap — `buildPatchCards` now case-insensitively
   filters out devices that also appear in `mixAndMasterChain` so the
   Patches section stops re-listing chain devices. Synthetic fallbacks
   (Stereo Width, MIDI Clip Guide) are built from Phase 1 only and
   bypass the filter intentionally.

4. Interpretation Caution raw-JSON dump — the panel rendered
   `originalValue` verbatim, which for dropped recommendations is a
   JSON-dumped `AbletonRecommendation` (see `_stringify_warning_value`
   in `server_phase2.py`). Added `formatDroppedValue` helper that
   parses JSON-shaped values and renders a compact "device: X ·
   parameter: Y · value: Z" summary. Non-JSON strings pass through;
   invalid JSON falls back to a truncated raw string. Also resolves
   the `$Saturator` symptom — Gemini's hallucinated `$`-prefixed
   device name now surfaces as a readable summary line instead of
   leaking through a raw JSON dump.

5. System Diagnostics dev-only leak — `validateNewFieldCoverage`
   emits "Phase 1 field 'X' is present… this warning is benign"
   coverage signals meant for the engine team, not producers. Added
   optional `audience?: 'dev' | 'user'` to `ValidationViolation`,
   marked `NEW_FIELD_UNCITED` as dev, and updated
   `Phase2ConsistencyReport` to filter dev-audience violations from
   the rendered table AND from the header counts (so the header
   doesn't read "5 warnings shown" above an empty table). The
   underlying `ValidationReport` still carries every violation for
   tests and offline analysis.

Tripwire note: the backend grammar fix
`_apply_phase2_grammar_fixes` in `server_phase2.py` only runs on the
legacy `/api/phase2` endpoint, not the analysis-runs path the UI
uses. After this change it becomes a redundant no-op against the new
render shape; left untouched.

Tests: 16 new unit cases across viewModel, UI rendering, validator,
and consistency report. `npm run verify` passes (lint + 565 unit
tests + build + 44 smoke tests).

Live UI verified against saved run 855f1376… — all nine text-leak
probes (`by ensures`, `by ducks`, `by generates`,
`Primary tone generator`, `Texture and movement stage`,
`Stereo placement stage`, raw `\$Saturator`, `this warning is
benign`, "is present in the measurement payload but no Phase 2…")
return false.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Audit Finding #3 — "the chain-of-custody citation, the product's whole
differentiator, renders as a footnote."

Adds a one-line `CitationHeadline` primitive inside the collapsed header
of every Mix Chain / Patch / Sonic Element card so producers see the
measurement evidence at scan-time without expanding. The expanded
CitationBlock stays in the body unchanged — this is the collapsed-state
companion, not a replacement.

Each headline reads `{label} {value} →` with the arrow pointing into
the device h4/h3 that follows in the title row, making the implicit
"measurement justified device" statement visible — exactly the audit's
literal example "Crest factor 8.2 dB → Glue Compressor."

Confidence sibling pills (Solid / Workable / Rough / Unreliable, same
ladder as ConfidenceBandBadge) ride alongside the value when the
primary field has a paired *Confidence sibling. This preserves the
chain-of-custody invariant: low-confidence measurements visibly hedge
in the collapsed view too, not just after expansion.

Implementation:
1. `CitationHeadline` added as a sibling export in
   `apps/ui/src/components/CitationBlock.tsx`. Shares the file's
   imports, the `CONFIDENCE_PILL_CLASSES` map, and the audit lineage.
   Composes existing pure helpers (`pickPhase1Value`,
   `formatCitedValue`, `humanizeFieldPath`,
   `pickPhase1Confidence`, `getConfidenceBand`,
   `formatBandPillLabel`) — no new resolver logic.
2. Mount points in `AnalysisResults.tsx`:
   - Mix Chain card header (~line 2056): between the title row and
     the role paragraph.
   - Patch card header (~line 2215): between the title row and the
     MetaBadgeList.
   - Sonic Element card header (~line 1912): between the title row
     and the summary paragraph.
3. Each mount is guarded by `card.phase1Fields.length > 0`. Cards
   without cited fields fall back to today's exact layout.

Live verification against saved run 855f1376… (the audit reproducer):
all 10 Mix Chain cards, 2 Patch cards, and 7 Sonic Element cards
render the headline correctly with appropriate confidence pills
(PUMPING STRENGTH 47% [ROUGH SKETCH 30%], SUPERSAW DETECTED
[WORKABLE DRAFT 78%], ACID BASS DETECTED [SOLID SCAFFOLD 99%],
NOTE TRANSCRIPTION 61% [WORKABLE DRAFT 61%], KEY C Minor
[SOLID SCAFFOLD 93%], TEMPO 145 BPM [SOLID SCAFFOLD 100%]).

Mobile (375px) verified — headlines fit, pills stay aligned, no
overflow.

Tests: 15 new cases — 10 in `tests/services/citationHeadline.test.ts`
(mirrors `citationBlock.test.ts`) covering label/value/arrow render,
null fallback, confidence-pill bands, value formatter parity,
typography hooks. 5 in `analysisResultsUi.test.ts` covering Mix Chain
/ Patch / Sonic integration, empty-fields fallback, and the
low-confidence Unreliable-band path.

`npm run verify` passes: lint + 575 unit tests + build + 44 smoke.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
…ladder

Audit Finding #4 — the producer used to see five competing vocabularies
for "how much should I trust this number?" — HIGH/MED/LOW pills on
Detected Characteristics cards, High/Moderate/Low chips on Confidence
Notes, bare CONF X% text on Key/Character metric cards, SCORE X.XX
badges on the BPM card (two render paths), and the canonical four-band
ladder used only by the Session Musician panel. The chain-of-custody
invariant in PURPOSE.md requires low-confidence measurements to produce
visibly hedged advice — five vocabularies fragment that signal so the
producer can't build a single mental model of trust.

This PR promotes the existing four-band ladder
(apps/ui/src/services/sessionMusician/confidenceBand.ts) to the canonical
primitive across every confidence surface. Frontend-only; Gemini still
emits HIGH/MED/LOW and the UI converts locally via a new
`toConfidenceBand` normalizer.

What changed:

1. New normalizer `toConfidenceBand(value)` in `confidenceBand.ts`
   accepts numeric 0-1 floats, 0-100 integers, Gemini string enums
   (HIGH/MED/LOW + High/Moderate/Low variants), and percent strings
   ("62%"). Returns the matching `ConfidenceBand` or null for
   unparseable input. The string enums map to band-mid values (HIGH→0.9,
   MED→0.6, LOW→0.3) so `formatBandPillLabel` reads as honest hedges.

2. `ConfidenceBandBadge` gains:
   - `variant: 'full' | 'compact'` — `compact` omits the copy paragraph
     so the pill can sit inline in card corners and metric-card footers.
     `full` (default) preserves the Session Musician panel behavior
     unchanged.
   - `band?: ConfidenceBand` override prop — when supplied, skips the
     `getConfidenceBand` round-trip. Useful when the caller pre-converts
     a string enum.

3. V1: Detected Characteristics cards (AnalysisResults.tsx ~1650) —
   bespoke HIGH/MED/LOW ternary pill replaced with `<ConfidenceBandBadge
   variant="compact" band={toConfidenceBand(item.confidence)} />`.
   `characteristicPillClass` helper kept alive only for the unrelated
   characteristic-name chips on the Character metric card (line 1000);
   flagged as a follow-up.

4. V2: Confidence Notes chips (AnalysisResults.tsx ~1187) —
   `toConfidenceBadges` viewModel return shape changed from
   `{ label, level }` (3-level legacy enum) to `{ label, band }`
   (canonical four-band ladder). `confidenceClass` helper deleted.

5. V3: Plain `CONF X%` text (3 sites) — replaced with
   `<ConfidenceBandBadge variant="compact" confidence={...} />` in:
   - AnalysisResults.tsx Key card footer
   - AnalysisResults.tsx Character card footer
   - MeasurementDashboard.tsx alternate Key card

6. V4: `SCORE X.XX` badges (2 sites) — replaced with band pills in
   AnalysisResults.tsx Tempo card and MeasurementDashboard.tsx Tempo
   card. `formatBpmScore` deleted from both files. Cross-Check ✓/✗
   StatusBadge in MeasurementDashboard preserved — that's an agreement
   signal (do multiple BPM detectors agree?), not confidence.

7. Dead code retired: `normalizeConfidenceLevel`,
   `parseConfidenceScalar`, `confidenceClass`, two copies of
   `formatBpmScore`. `ConfidenceLevel` type and
   `MelodyInsightsViewModel.confidenceLabel` kept alive — they drive
   non-pill key/value text rows in Sonic Element melody insights
   (flagged for follow-up migration).

3-level → 4-band mismatch documented as an intentional refinement: the
old `normalizeConfidenceLevel` mapped scalar 0.5-0.79 AND "medium" both
to "Moderate"; the new normalizer maps "medium" to 0.6 → workable
(consistent), and scalar 0.25-0.49 to "Rough sketch" (more granular
than the old "Low" bucket).

Tests: 20 new cases across 4 files —
1. `confidenceBand.test.ts` — 9 cases for `toConfidenceBand`
   (null/undefined fallback, 0-1 floats, 0-100 integers, all string
   enum variants, percent strings, NaN/Infinity, negative clamping).
2. `confidenceBandBadge.test.ts` — 4 cases for the compact variant
   and the `band` override prop (label-only when no confidence, tone
   override, Gemini-string routing).
3. `analysisResultsViewModel.test.ts` — rewrote the existing
   `toConfidenceBadges` shape assertion; added a `band: null`
   fallback case.
4. `analysisResultsUi.test.ts` — 5 integration cases proving each
   V1-V4 site renders band pill text and not the old vocabularies.

Live UI verified against saved run 855f1376… — 36 band pills visible
across the page (21 Solid scaffold, 7 Workable draft, 5 Rough sketch,
3 Unreliable). Zero `CONF X%` leakage. Detected Characteristics cards
show the chain-of-custody hedge working as designed (Detuned Supersaw
renders WORKABLE DRAFT in orange while the other 4 detections render
SOLID SCAFFOLD in green). Cross-Check ✓/✗ structurally preserved (the
saved run doesn't populate bpmAgreement, so it doesn't render, but the
code path is untouched).

`npm run verify` passes: lint + ~600 unit + build + 44 smoke.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
CHANGELOG.md "Unreleased" was missing nine shipped features (Phase 3
audition samples, URL ingest, admin DELETE bypass, source-audio route,
CSV export, publicStatus, reassigned spectrogram, chain-of-custody audit
overhaul, BatchedBandpass centralization, hosted runtime foundation,
backend monolith split). Added them.

CLAUDE.md's analyze.py CLI example only listed four flags; expanded to
match the full surface (--standard, --pitch-note-only, --stem-dir,
--stem-output-dir, --pitch-note-backend). Expanded the Frontend key
service files list from 9 to 16 entries to cover the services that
landed during the audit overhaul (httpClient, sampleGenerationClient,
appliedRecommendations + userLabels, phase1Picker + phaseLabels,
audioFile, fieldAnalytics + diagnosticLogs, sessionMusician helpers).

apps/ui/AGENTS.md File Map likewise expanded from 4 to 14 service
entries against the same list.

docs/SAMPLE_GENERATION.md's "Snapshot integration" section claimed an
`AnalysisRunSnapshot.stages.sampleGeneration` shape that does not exist
in apps/ui/src/types/backend.ts — the snapshot tracks only measurement,
pitchNoteTranslation, and interpretation. Replaced the stale TS block
with a description that matches the actual on-demand artifact path
(consistent with the doc's own line 47).

apps/backend/AGENTS.md and apps/backend/ARCHITECTURE.md now flag
symbolic_extract.py as orphaned and broken — it imports a removed
BasicPitchBackend symbol from analyze.py, would raise ImportError at
load, and is not referenced from any other module. Slated for removal.

docs/history/README.md had `library-review-torchfx-2026-05-13.md`
listed twice; removed the duplicate.

docs/ARCHITECTURE_STRATEGY.md "Last updated" stamp bumped to May 2026
with a note that no shifts to the three-layer thesis or library
decisions accompanied the recent feature work.

Date stamps in apps/backend/AGENTS.md and apps/ui/AGENTS.md refreshed
to 2026-05-17.

https://claude.ai/code/session_01QEmFAUJSoRgTqPcFTfcnYW
…eader)

Closes six items from the audit's "Quick hits (low ROI, real)" list.
Each is independent; bundled into one PR because they're all small
surgical fixes.

1. QH1 — StickyNav clipped "MEASUREMENTS" at 1440px. Was
   overflow-x-auto + min-w-max, which produced an invisible horizontal
   scroll (macOS hides scrollbars by default; last pill looked clipped
   with no scroll affordance). Switched to flex-wrap so pills flow onto
   multiple rows at narrow widths; whitespace-nowrap prevents intra-
   label wrap.

2. QH2 — Mix Chain card-number order badges removed. Cards are grouped
   by processing stage AFTER ordering, so the order numbers appeared
   out-of-sequence within each group ("1, 6, 8, 9 / 2, 4 / 5, 7 / 3 /
   10"), which read as a presentation bug. The visual sequence within
   each group is already meaningful; the badge added confusion without
   information. Dropped.

3. QH4 — Mix Doctor Band Diagnostics table now shows the target
   range alongside the optimal. Previously the column rendered only
   the optimal dB (e.g. "-22.0"), so two bands with similar Delta dB
   could land in different Issue buckets without the producer being
   able to see why. The Issue is determined by absolute thresholds
   (target.minDb / maxDb), not by the diff from optimal. Showing the
   range makes the verdict legible at a glance — Sub Bass -6.4 norm,
   range -16 to -8, exceeds the upper bound by 1.6 dB → TOO-LOUD;
   Low Mids -14.5 norm, range -26 to -14, sits at the boundary →
   OPTIMAL. Threshold logic itself was correct; this is a display fix.

4. QH5 — "Dense DAW Lab" link removed from the header. A prior audit
   pass had de-emphasized it to muted text, but the new audit re-
   flagged it for sitting in the primary flow's header without context
   for what it is. Route stays accessible via direct URL (the
   getAppViewHref helper is preserved for future re-introduction
   behind a settings menu, and main.tsx still routes to the
   DenseDawConcept component when activeView === 'daw-concept').

5. QH6 — header model selector visually demoted. Dropped the
   "Interpretation Model" label and shrank the styling from a bordered
   dropdown to a discreet text-secondary inline select. The audit
   flagged the prior styling as foregrounding an AI-model choice an
   intermediate producer has no basis to make. Selector stays
   accessible (smoke spec requires it visible at desktop viewport;
   `responsive-layout.spec.ts` and `upload-estimate-phase1.spec.ts`
   both guard the `phase2-model-desktop` testid) but now reads as
   background metadata. Aria-label + title attribute carry the long-
   form context for assistive tech and hover discoverability.

6. QH7 — Mix Doctor section title renamed from "MixDoctor" to
   "Mix Doctor". The audit flagged that the section header rendered
   as "Mixdoctor" with a lowercase 'd', inconsistent with every other
   section name. Root cause: `formatWord` in `utils/displayText.ts`
   case-normalizes single-token CamelCase to sentence case, so
   "MixDoctor" was rendering as "Mixdoctor". Two words ("Mix Doctor")
   matches every other section name's pattern (Style Profile, Project
   Setup, Track Layout, Mix & Master Chain, Patch Framework, etc.)
   and renders cleanly through the existing pipeline.

`npm run verify` passes: lint + ~600 unit + build + 44 smoke. Live UI
verified against saved run 855f1376… with probes confirming all six
fixes:
- StickyNav.overflow-x-auto wrapper gone (pills wrap to 2 rows)
- Zero Mix Chain order badges in #section-mix-chain
- "Target (range)" header present, "Target dB" header gone
- "Dense DAW Lab" text absent from page
- "Interpretation Model" label absent from page
- "Mix Doctor" section title present, "Mixdoctor" absent

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
…dline, unified confidence, quick-hits

Includes the four-PR audit stack:
- #54 fix(ui): stop Phase 2 results surface from leaking engine output
- #55 feat(ui): surface primary citation in collapsed card headers
- #56 feat(ui): unify five confidence vocabularies onto the canonical band ladder
- #58 fix(ui): audit quick-hits bundle (StickyNav, Mix Chain, Mix Doctor, header)
… architecture

Refresh stale docs against current code:
- CHANGELOG.md Unreleased: add ~10 shipped features since PR #32
- CLAUDE.md: complete CLI flag list, add ~7 missing service files
- apps/ui/AGENTS.md: complete File Map
- docs/SAMPLE_GENERATION.md: drop nonexistent AnalysisRunSnapshot.stages.sampleGeneration
- apps/backend/{AGENTS,ARCHITECTURE}.md: flag symbolic_extract.py as orphaned/broken
- docs/history/README.md: dedupe torchfx review entry
- Date stamps: bump to 2026-05-17
Adds audits/nightly-2026-05-16.md tracking 5 issues (4 test failures + 1 review item):
- 3 vitest decision_gate.*.live.test.ts failures (missing /tmp snapshot gating)
- 1 Playwright upload-estimate-phase1.spec.ts timeout
- 1 mixDoctor.estimatePlr fallback flagged for human boundary review

No Phase 1 ground-truth mutations.
@slittycode
slittycode merged commit 627172a into main May 17, 2026
2 checks passed
@slittycode
slittycode deleted the claude/merge-branches-to-main-pIUEr branch May 17, 2026 21:23

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Verdict: APPROVE

Summary

Five frontend-only branches (UI fixes, docs refresh, nightly audit doc) landing in one merge commit. No backend code touched. All 603 unit tests pass; TypeScript is clean. The three substantive changes — unifying confidence vocabulary onto the four-band ladder, surfacing primary citations in collapsed card headers, and suppressing dev-only validator noise from the System Diagnostics panel — each have targeted test coverage.

Findings

Blocking: none.

Should fix: none.

Worth considering:

  • report.summary.errorCount / warningCount in ValidationReport still include dev-audience violations, while Phase2ConsistencyReport.tsx correctly renders userErrorCount / userWarningCount from a filtered userVisible array. The design is intentional and documented. If a second render site ever consumes report.summary, update summary to carry user-visible counts separately rather than patching the new consumer. Fine at one call site.

  • formatDroppedValue is unexported and lives inside AnalysisResults.tsx. Covered by analysisResultsUi.test.ts (JSON-object case + plain-string passthrough). If a second call site emerges, move it to a utility module.

Test results

603 / 603 pass (48 test files). tsc --noEmit clean.

Phase boundary check

Clean. Phase 1 measurements are never mutated or re-derived. The buildPatchCards deduplication filters abletonRecommendations against mixAndMasterChain — both Phase 2 sources. The buildRoleSentence rewrite is actually a boundary improvement: the old code spliced Gemini's reason clause into a hardcoded {prefixMap[group]} by {lowercased reason} template; the new version renders reason verbatim and only appends the (for …) suffix when Phase 1 high-end cues are present.


Generated by Claude Code

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