feat(wip): soft title tier — sketch/doodle vocab + ring-loud audit (#1474)
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>
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@@ -179,6 +179,11 @@ def make_celery() -> Celery:
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"schedule": 86400.0, # auto-tag wip/editor process art (#1464);
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# no-op unless process_auto_apply_enabled (opt-in)
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},
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"soft-wip-conflict-audit-daily": {
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"task": "backend.app.tasks.ml.scheduled_soft_wip_conflict_audit",
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"schedule": 86400.0, # flag ring-loud soft-WIP (sketch/doodle) tags
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# for review (#1474); no-op with no content heads
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},
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"prune-presentation-reviews-daily": {
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"task": "backend.app.tasks.ml.prune_presentation_reviews",
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"schedule": 86400.0, # retention: drop resolved review flags >30d
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