Commit Graph
575 Commits
Author SHA1 Message Date
Paul Bakaus fa1dfd0c43 Tests: note what plugin-e2e validates before and after the generated-output sync
Prepared with AI assistance (Claude Code).
2026-08-31 20:00:04 -07:00
Paul Bakaus 65ef0c7fe7 Tests: point the skill-behavior harness at the launcher and engine binary
The bash tool exports IMPECCABLE_BIN so the staged skill's launcher runs
without a download; scenarios assert on 'impeccable context' instead of
context.mjs and skip without a binary.

Prepared with AI assistance (Claude Code).
2026-08-31 20:00:04 -07:00
Paul Bakaus 77eeecd26b Tests: run new-work-e2e through the engine's serve-question and generate-image verbs
Prepared with AI assistance (Claude Code).
2026-08-31 20:00:04 -07:00
Paul Bakaus 166a78ad3d Tests: drive the live-e2e orchestrator through the engine binary
The session, fake-agent loop, steer test, and manual-edit probe spawn
<binary> <verb> (live-server, live, live-inject, live-wrap, live-insert,
live-accept, live-poll, live-complete) resolved by tests/lib/engine-bin.mjs
instead of node skill/scripts/live-*.mjs; the completion typing the agent
imported from the deleted live/completion.mjs is a small local helper. The
live-e2e helper unit tests move back into the default live suite (the steer
loop skips without a binary).

Prepared with AI assistance (Claude Code).
2026-08-31 19:59:50 -07:00
Paul Bakaus 4f7fdeca6b Build: ship launcher-only release zips by default
IMPECCABLE_BUNDLE_ENGINE=1 opts in to staging the engine binaries into the
dist skill copies. Bundling every target into every provider copy put
dist/universal.zip near 340 MB, past the 25 MB Cloudflare Pages file cap
that impeccable install downloads through.

Prepared with AI assistance (Claude Code).
2026-08-31 19:59:21 -07:00
Paul Bakaus 567b3cfd8c Oracle: re-golden 46 cases for the engine's own command names; record them in DELTAS.md
Prepared with AI assistance (Claude Code).
2026-08-31 19:59:20 -07:00
Paul Bakaus 27b727a92f Tests: tighten the hook command guard assertion
Prepared with AI assistance (Claude Code).
2026-08-31 19:59:20 -07:00
Paul Bakaus b6a34de55a Tests: gate behavior on the oracle and the engine binary
Unit tests of the deleted Node scripts and the JS detector are removed;
their behavior is pinned by tests/oracle goldens (frozen JS behavior plus
reviewed deltas) and the engine's own tests. tests/oracle.test.mjs replays
the corpus against the binary (IMPECCABLE_BIN or skill/scripts/bin/<target>/,
via tests/lib/engine-bin.mjs) and skips cleanly without one; the framework
fixture sweep drives live-inject, live-wrap, and detect-csp through the
binary the same way. record.mjs learns --bin. The function-level vectors
under tests/oracle/vectors/calls are committed as the frozen snapshot they
can no longer be regenerated from. Suites: core trimmed to build and
transformer tests, oracle added to the default run, detector/live reduced to
packaging and reference checks, the live-e2e helper tests move to the opt-in
live-e2e lane pending its retarget, cli-remote-e2e is an empty placeholder.

Prepared with AI assistance (Claude Code).
2026-08-31 19:59:20 -07:00
Paul Bakaus 11a1ea64a6 Build: ship the launcher instead of bundling the JS engine
readSourceFiles no longer copies cli/engine into the skill; the scripts
payload is the launcher (executable bit preserved through dist, plugin/, and
universal.zip), impeccable.cmd, VERSION (synced from ENGINE_VERSION on every
build), the page JS, and command-metadata.json. Hook manifests call
`<scripts>/impeccable hook` behind an existence guard (Codex adds a
commandWindows sibling calling impeccable.cmd; Cursor runs hook-before-edit;
GitHub keeps the git rev-parse form; Grok mirrors Claude); the Node probe and
systemMessage notice are gone. build:release fetches the pinned engine for
every target (lenient) and stages bin/<os-arch>/ into the dist skill copies
after root harness dirs and plugin/ were synced, so git-delivered trees stay
launcher-only. The detection-rule count check reads the vendored
extension/detector/antipatterns.json and is skipped when absent.
build:browser is a stub; the codex prefix rewrite leaves
`{{scripts_path}}/impeccable` alone.

Prepared with AI assistance (Claude Code).
2026-08-31 19:57:32 -07:00
Paul Bakaus 1054202eeb Oracle: normalize the hook-admin command in both runtimes' forms and audit chars
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus d58ef7ab5c detect: set process.exitCode instead of exiting after the final write
process.exit() right after a large piped stdout write truncated JSON output
at the pipe buffer boundary; found by the oracle harness. Re-record the six
directory-scan goldens that had captured the truncation.

Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus d1135b9764 Oracle: mask the binary path before HOME; export launcher env to the binary
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus 577dce4323 Oracle: live-mode cases and goldens (roots, inject, wrap, insert, accept, session, manual edits, daemon)
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus 0304059988 Oracle: context/doctor/pin/surface-brief/critique/palette/embed/signals/csp/seed/genimg/question cases and goldens
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus 43435b12ef Add docs/CLI-CONTRACT.md: observable behavior of every impeccable verb
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus bff0841f52 Oracle: hook, hook-before-edit, hook-admin cases and goldens
Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Paul Bakaus 57c1fccf73 Add oracle harness: verb goldens and function-level vectors
Records stdout/stderr/exit/files for every impeccable verb over a fixed
corpus and replays them against an alternate implementation. Adds a loader
hook that captures per-function call vectors from the pure engine modules.

Prepared with AI assistance (Claude Code).
2026-08-31 19:56:22 -07:00
Abdul WahabandGitHub 5211bdf4b1 Fix: critique snapshot close path (#660)
Preserve critique trend history while closing the exact processed snapshot. Track target identity and content freshness for local files and URLs, isolate colliding streams, and prevent legacy snapshots from resurfacing after a modern close.

Validated with 50 focused tests, a clean 17-provider build, 834 core tests, passing GitHub CI and Cursor Bugbot, Greptile 5/5, and zero unresolved review threads.

AI-assisted maintainer repair: implemented and reviewed with Codex under @pbakaus direction.
2026-08-31 22:42:44 -04:00
Abdul WahabandGitHub bfafc7dbcb Fix plugin script path resolution (#535)
Makes plugin instructions execute the installed plugin copy, safely quotes paths containing spaces, removes the broad Node pre-approval, and ships guarded generated plugin output.\n\nAI-assisted maintainer conflict resolution, review, and validation by Codex under maintainer direction.
2026-08-31 20:16:04 -04:00
Abdul WahabandGitHub 4fb66a15e7 Fix prompt embedding for install paths with spaces (#676)
Resolves the embed helper with a filesystem path, reports fallback accurately, and adds regression coverage while leaving generated harness output to the post-merge sync.\n\nAI-assisted maintainer repair, review, and validation by Codex under maintainer direction.
2026-08-31 20:10:41 -04:00
oleg kovalandGitHub f3df3ffe40 Add Veto harness support (#675)
Adds Veto detection, provider transforms, installation paths, documentation, and regression coverage.\n\nAI-assisted maintainer repair, review, and validation by Codex under maintainer direction.
2026-08-31 19:52:46 -04:00
Paul Bakaus 405998ad51 Normalize sheriff exemption labels
AI-assisted: implemented and validated by Codex under maintainer direction.
2026-08-31 16:43:21 -07:00
Paul BakausandGitHub 8c59bc7fb0 Centralize image prompt parsing (#641)
Centralize raster prompt lookup and PNG chunk parsing while preserving read, scan, replacement, and sidecar behavior.

AI-assisted merge: reviewed and executed by Codex under explicit interactive maintainer direction.
2026-08-31 19:34:07 -04:00
Abdul WahabandGitHub 2cfd60765a Fix: do not flag Roboto in system font stacks (#678)
Treat the leading system face as primary so later Roboto fallbacks do not trigger overused-font, while named web-font primaries still flag.

AI-assisted merge: reviewed and executed by Codex under maintainer direction.
2026-08-31 19:20:51 -04:00
MorganandGitHub 1130d00ebc Fix: keep direction contracts out of production output (#673)
Store direction contracts in development-only surface briefs and guard against browser-delivered leakage with regression coverage.

AI-assisted merge: reviewed and executed by Codex under maintainer direction.
2026-08-31 19:07:44 -04:00
Paul Bakaus ee1442d7af Improve PR sheriff queue flow
Make policy and merge-conflict blockers age as contributor work, keep maintainer-policy decisions out of ready state, auto-close regular contributors unless explicitly exempted, and mark new or reopened issues for triage.

AI-assisted change: implemented and validated by Codex under maintainer direction.
2026-08-31 15:47:32 -07:00
Abdul WahabandGitHub fc442be223 Fix: make hooks reset remove installed manifest entries (#668)
Fixes #512 and resolves the verified reproduction in #667.\n\nAI-assisted change: reviewed and merged by Codex under maintainer direction.
2026-08-31 18:21:34 -04:00
Abdul WahabandGitHub 2b1804deaa Fix: ignore review and questions dirs in README gitignore (#677)
Fixes #669.\n\nAI-assisted change: reviewed and merged by Codex under maintainer direction.
2026-08-31 18:20:58 -04:00
Paul Bakaus f1e8d4e70e Simplify named rule extraction
AI-assisted by OpenAI Codex under maintainer pbakaus's scheduled-refactor authorization.
2026-08-31 12:59:53 -07:00
Paul Bakaus 9434dde9af Merge main: skipScan visual-contrast coverage, live overlay waivers, generated output sync
The generated browser bundle is rebuilt from the merged engine sources in the next commit's build step (both branches had regenerated it).

AI-assisted (Claude Code).
2026-08-28 16:01:35 -07:00
Paul Bakaus 0d2df39339 Root-relative stylesheet hrefs resolve against the project, not the drive root
Bugbot on #599: path.resolve treated /assets/hero.css as filesystem-absolute. Both the working directory and the artifact's directory are tried; unreadable candidates skip.

AI-assisted (Claude Code).
2026-08-28 15:32:22 -07:00
Paul Bakaus 64001fe213 unreferencedPlates follows the artifact's linked stylesheets by name
Greptile's third P1 on the same seam: a stylesheet linked from the artifact but outside the bounded walk's root, depth, or file limit was still invisible. The hrefs the artifact itself declares are resolved against its directory and joined to the corpus, which closes every variant.

AI-assisted (Claude Code).
2026-08-28 15:26:28 -07:00
Paul Bakaus 18e8c287b5 unreferencedPlates: an explicit artifact joins the source corpus instead of replacing it
Greptile's follow-up P1 on #599: with --artifact set, only that HTML file was read, so a plate referenced exclusively from a linked stylesheet still read as unused. The bounded source walk now runs either way.

AI-assisted (Claude Code).
2026-08-28 15:17:09 -07:00
Paul Bakaus 09ddc1758e sourceFiles walks assets/: a stylesheet there may be the one reference to a plate
Greptile P1 on #599: unreferencedPlates read a plate referenced only from assets/hero.css as unused and the hero gate refused a valid build. The extension filter already keeps binaries out of the walk.

AI-assisted (Claude Code).
2026-08-28 15:04:57 -07:00
Paul Bakaus 7edc5a43da font-match: a browser module without its binary is the same as no browser
CI resolves playwright but has no downloaded chromium; launch threw instead of falling back to the catalog ranking, and every spec gate downstream failed. Launch failures now return the no-browser path (and the browser test skips instead of asserting).

AI-assisted (Claude Code).
2026-08-28 14:47:21 -07:00
Paul Bakaus c75f9f1086 Above the bar, hero readings advise instead of block; spec escape hatches persist and announce; font-match tolerates an unwritable /tmp
Paul's decision on the tenth sweep's design question: hard vetoes (missing region, contradicted plate or text, SVG illustration, clipped plate, invented ink) stay unconditional; at overall >= HERO_MIN the numeric readings (ink colour, letter-spacing, line pitch, strip heights, box positions) print as advisories with the pass and belong to the polish pass. Every sweep-10 sample closes its hero under this condition, which settles 07 without another paid round.

Ninth-sweep defects: codeDrawn / container / bleed now persist into spec.json with WARN lines (an overridden refusal used to vanish from the record); font-match probes os.tmpdir() and points TMPDIR at .impeccable/tmp when the sandbox /tmp is unwritable (every ninth-sweep rank silently fell back to the catalog).

AI-assisted (Claude Code).
2026-08-28 14:41:47 -07:00
00095adb26 Fix: skipScan must cover the visual contrast stage too
Bugbot on PR #665: the skipScan guard emptied only the analytic
collectBrowserFindings pass, and scan()'s detached visual-contrast
stage then repopulated an ignoreFiles-waived page with contrast
markers and a second non-zero results post. Hoist the guard into
skipScanActive() and honor it in scan() and the async collector;
regenerate the browser bundle.

Adds a browser-backed regression test that reproduces the leak
(second results post carrying low-contrast findings) and pins the
zero contract; drops a tautological assert flagged in review.

AI-assisted change: implemented with Claude Code under maintainer
direction.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 18:38:36 +05:00
152d6940b0 Fix: harden live overlay detector waivers (#639 follow-up)
Read waiver config from every live root (appRoot, contextRoot, repoRoot),
so monorepo projects whose config lives at the repo root reach the
overlay; serialize served roots and page identities repo-relative there.

Resolve each page URL to its actual serving file via the inject config's
resolved page list before applying file-scoped waivers; ambiguous URLs
keep the conservative common-ancestor fallback (PR #645 review
discussion r3840011436).

Honour detector.ignoreFiles: a wholly waived page now scans to zero
findings in the overlay, matching the CLI and the edit hook.

Guard the resolver call so a throwing resolver degrades to an unfiltered
scan instead of breaking the detect toggle.

Match design-system-color waivers by color value across hex and rgb()
spellings, and stop extracting font values for bounce-easing findings,
mirroring extractFindingIgnoreValue. Regenerate the browser bundle.

AI-assisted change: reviewed, planned, and implemented with Claude Code
under maintainer direction.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 18:38:36 +05:00
cbd7870159 Address review: collision-resistant slugs, os.homedir() tilde expansion
- The per-project state dir key is now the readable separator-mapped
  slug plus an 8-hex sha256 of the resolved project path. The readable
  part alone is lossy (/x/my.app and /x/my-app both mapped to -x-my-app
  and shared hook state); the digest keeps distinct projects' cache and
  pending state apart while the dir name stays human-scannable.
- Tilde roots now expand via os.homedir() instead of HOME/USERPROFILE
  with a '.' fallback. When no home dir can be determined, expansion is
  rejected and state falls back to the project-local default rather
  than anchoring under the hook process's working directory.
- Tests updated to the digest-suffixed slug via a mirrored slugFor()
  helper, plus two new cases: colliding readable slugs get distinct
  state dirs, and the tilde form resolves identically to the explicit
  homedir-joined form.

Prepared with AI assistance (Claude Code) under direction of
0xDarkMatter, per the maintainer-approved issue #422.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 15:14:49 +05:00
30b3628f5b Expand a leading ~ in IMPECCABLE_CACHE_ROOT against the home dir
Env files and settings JSON hand '~/caches' to Node unexpanded; without
this it would resolve to a literal '~' directory under the process cwd.
Mirrors the exact treatment IMPECCABLE_HOOK_LOG already gets in
writeAuditLog (HOME || USERPROFILE fallback), plus the Windows '~\'
spelling.

Prepared with AI assistance (Claude Code) under direction of
0xDarkMatter, per the maintainer-approved issue #422.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 15:14:49 +05:00
5c82d58b7e Harden IMPECCABLE_CACHE_ROOT edges: normalization, opt-in gate, failure path
- hookStateDir now trims the env value (stray whitespace in env files)
  and path.resolve()s both the root and the cwd, so trailing separators
  and relative segments slug to the same per-project dir.
- The #344/#305 persist gate also treats an existing (possibly
  redirected) cache file as the opted-in marker. Without this, once
  state relocated, clean-edit editCount bumps stopped persisting because
  the project-local .impeccable/ dir never appears. No-op under stock
  paths, where the cache file lives inside .impeccable/.
- New tests: slug normalization equivalences, whitespace trim, graceful
  persistCache failure on an unusable root, and three runHook
  end-to-end cases (findings persist + dedup through the redirect,
  clean-edit editCount persistence, and the no-footprint no-op gate
  holding under redirect).

Prepared with AI assistance (Claude Code) under direction of
0xDarkMatter, per the maintainer-approved issue #422.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 15:14:49 +05:00
77a2eae861 Add IMPECCABLE_CACHE_ROOT to relocate hook state out of project roots (#422)
Honor an optional IMPECCABLE_CACHE_ROOT env var in getCachePath() /
getPendingPath(): when set, hook.cache.json and hook.pending.json land
under $IMPECCABLE_CACHE_ROOT/<project-slug>/ (slug = project path with
[:\/.] mapped to hyphens, mirroring Claude Code's ~/.claude/projects/
convention). Unset or blank env keeps stock project-local behavior.
User-authored config (config.json, config.local.json, design.json)
deliberately stays project-local - only disposable state relocates.

Also clears ambient IMPECCABLE_CACHE_ROOT at the top of hook.test.mjs so
a developer running the suite with the redirect active still gets
deterministic stock-path assertions; the new suite sets and restores the
var explicitly.

Prepared with AI assistance (Claude Code) under direction of
0xDarkMatter, per the maintainer-approved issue #422.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 15:14:49 +05:00
Paul BakausandAbdul Wahab 08b03e8763 Centralize live path glob matching
AI-assisted change prepared by Codex under scheduled architecture-simplification authorization from maintainer pbakaus.
2026-08-28 15:01:21 +05:00
Paul BakausandAbdul Wahab 3df4c4b10d Simplify CI test plan routing
Collapse the nightly alternate plan into the shared event routing while preserving every GitHub output and schedule behavior. Strengthen the nightly characterization for all deterministic suites.\n\nAI assistance: prepared by OpenAI Codex under maintainer pbakaus's standing scheduled-refactor authorization.
2026-08-28 15:00:56 +05:00
45943c3b1f Fix: assert only the common ancestor of the glob roots as a URL prefix
Cursor's review caught the previous commit over-correcting. One tree listed
at two depths (prototype/*.html plus prototype/library/**/*.html) derived
two roots, and requiring a waiver to match under both stopped a normal
project-relative waiver like prototype/index.html from applying anywhere.

The rule both reviews were circling is simpler: one live session is served
by one server, so a single document root must sit at or above every
configured page. The only prefix the resolver can safely assert is the
deepest common ancestor of the glob roots. Nested roots collapse to their
shared tree, so normal waivers keep applying. Disjoint roots (src/ and
public/) share nothing, so no prefix is asserted and only the URL path
itself matches, which keeps the earlier fix intact: a src/foo.html waiver
still cannot hide a finding on a page served from public/foo.html.

This also deletes the match-under-every-root machinery from the previous
commit; with a single asserted prefix, plain matching is enough.

Also switches the new test file to derive the repo root from
import.meta.url rather than process.cwd(), per review.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 07:13:43 +05:00
ce1c9f8dad Fix: a waiver scoped to one served root must not hide findings on another
Greptile's review found a real bug in the new resolver. When the live config
lists pages under more than one folder (src/**/*.html and public/**/*.html),
the overlay treated a URL like /foo.html as src/foo.html and public/foo.html
at the same time. A waiver written only for src/foo.html could then hide a
finding on the page actually served from public/foo.html. That fails in the
worst direction: a real finding disappears and nothing says so.

The overlay can never look up the right file. The live server does not serve
the pages; the project's own dev or static server does, and its URL-to-file
mapping is invisible from here. So the fix stops guessing: a file-scoped
waiver now applies only when it matches the URL path itself, which is true
whichever folder serves the page, or when it matches under every configured
folder, so no possible reading disagrees. Anything ambiguous shows the
finding, which is also what the CLI reports for the file really being served.

With a single configured root, the common case, nothing changes: the new
rule reduces to the old behaviour exactly. Multi-root projects keep three
ways to write a waiver that still applies: name the file under each folder,
use the bare path, or use **/.

Two new unit tests pin the ambiguous case and the safe spellings.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 07:13:43 +05:00
5330fa358e Fix: honour .impeccable detector ignores in the live overlay (#639)
The live overlay's detect scan ran unfiltered: requestDetectScan() posted
only { scanId }, so detector.ignoreRules and detector.ignoreValues in
.impeccable/config.json reached impeccable detect and the edit hook but
never the surface a designer actually watches.

The server now serializes the project's detector waivers into the /live.js
prelude (window.__IMPECCABLE_PROJECT_IGNORES__), read per request through
hook-lib's readConfig so config.local.json wins and edits land on the next
tab reload. A new script part, live-browser-ignores.js, resolves that
config against the page URL when a scan starts: ignoreRules suppress
outright, wildcard ignoreValues suppress their rule in the files their
globs name, and the remaining entries ride along as disabledValues for the
detector to match on each finding's own value. The detector bundle applies
those where the findings are assembled, since the overlay draws its own
markers from the collected findings.

Scope resolution mirrors cli/lib/impeccable-config.mjs deliberately: the
same glob dialect (globToRegex, including {a,b} alternation), the same
path-suffix matching as findingMatchesScopedIgnoreFile, and the same
refusal to apply an unscoped wildcard entry. The served-root prefixes that
bridge project-relative globs and site-relative URLs come from the inject
config's own files globs, never from the ignore globs; deriving them from
the ignore globs lets one entry scoped to prototype/library/** lend its
prefix to every page and suppress site-wide, which looks like success
because the numbers go down.

Known gaps, recorded in the detector comment: the motion value extractor
is not mirrored, so a value-scoped bounce-easing waiver only matches when
the finding carries ignoreValue directly, and design-system-color matches
on the normalized string without the CLI's color-equality fallback.

Tests: unit tests for the resolver part (stale globals, string ignoreRules,
malformed entries, directory URLs, percent-escapes, glob metacharacters,
the roots trap), an extension-mode puppeteer test that disabledValues
suppress exactly the waived findings, and the live-browser regression pin
now asserts the new scan config shape instead of { scanId }.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-08-28 07:13:43 +05:00
Paul BakausandAbdul Wahab bef185360f build-phase.mjs scaffold: the measured layout as CSS custom properties and a reference page
A reference, not the page: --r-<id>-x/y/w/h in % of the comp (plus cap height, font-size, family, weight where measured) to bind to any markup, and hero-reference.html with every region at its box and every plate placed with object-fit: contain, as a check on positions. Attacks the most common execution failure of weaker builders (badly positioned, overflowing, pushed below the fold) without dictating structure to strong ones; overlapping boxes are overlapping boxes and the gate reads pixels regardless.

AI-assisted (Claude Code).
2026-08-28 06:13:59 +05:00
Paul BakausandAbdul Wahab 2debb7078f Hero refuses inline SVG illustrations; finish cannot record ship over an open phase; the comp-led path names its model tier
From the human review's most repeated pin ('terrible svg instead of asset', on every model) and from sessions that wrote 'ship' with the hero open. Icons, arrows, chevrons, and runtime data charts stay code; diagrams, notation, and leader lines are plates.

AI-assisted (Claude Code).
2026-08-28 06:13:59 +05:00
Paul BakausandAbdul Wahab 38170564c6 Plates gate refuses a comp crop shipped as a plate; text readings include letter-spacing
From the final review batch: 'bad asset crop (crops are never allowed)' twice, 'letter spacing way too wide'. A crop resampled to the region scores 99.8% structure against the raw region; a produced plate scores 30-60.

AI-assisted (Claude Code).
2026-08-28 06:13:59 +05:00