Extends WIP title-tagging to lower-precision cues (sketch/doodle/scribble) safely.
- wip_title.py: soft matcher (word-anchored; sketchbook/kadoodle don't trip it);
WIP_TITLE_SOFT_SOURCE + soft SQL prefilter; apply_wip_image_tags takes a source arg.
- training_data._AUTO_SOURCES += 'wip_title_soft' → the soft tier is PROVISIONAL and
never trains the wip head (a finished "sketch" can't pollute it). Only the hard
tier (wip_title) + manual train.
- ImportSettings.wip_soft_title_tagging_enabled (OFF by default, opt-in). Migration 0087.
- importer: hard tier wins, soft is the fallback (source wip_title_soft).
- backfill: refactored into a shared _backfill_wip_tier; hard always, soft when enabled.
- heads.soft_wip_conflict_audit + daily beat: score soft-tagged images against content
heads, flag ring-loud ones (PresentationReview mode=process) for the review strip —
the operator's "measure if they got falsely tagged" safety.
- api settings toggle; ImportFiltersForm soft toggle.
- tests: soft matcher pos/neg; soft source not a training positive; audit flags
ring-loud + spares quiet.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
apply_wip_image_tags relied on result.rowcount, but psycopg reports -1 for a
multi-row INSERT ... ON CONFLICT DO NOTHING (executemany path), so the return
count (and the backfill's reported total) was wrong. Compute the count from a
pre-SELECT of already-tagged ids within the same transaction; keep ON CONFLICT
DO NOTHING as a race-safety belt.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Auto-apply the `wip` system tag to posts whose TITLE explicitly declares
work-in-progress ("WIP" / "work in progress") — a deterministic, high-precision
complement to the image-based ML `wip` head. WIP images are excluded from the
Explore/gallery browse, so honouring the artist's own label keeps unfinished
pieces out of the main browse.
- services/wip_title.py: precision-first token-anchored matcher (swipe/wiped
never trip it) + sync apply helpers (source='wip_title', ON CONFLICT DO
NOTHING, chunked under the psycopg param ceiling).
- importer: live hook on FRESH import only (never on deep-scan/supersede), so a
manually-removed WIP tag is never re-applied by a routine re-scan.
- maintenance.backfill_wip_title_tags: operator-triggered back-catalogue sweep
(coarse SQL prefilter + regex confirm, keyset-paginated). Deliberately NOT a
beat — a periodic re-run would silently undo manual removals.
- ImportSettings.wip_title_tagging_enabled (default ON, migration 0085) gating
the live hook; GET/PATCH + POST /settings/wip-title/scan.
- Settings UI: toggle + "Scan existing posts" button.
- Tests: pure matcher unit tests + integration (apply idempotency, backfill
precision).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
bvandeusen