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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@@ -126,6 +126,13 @@ class ImportSettings(Base):
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wip_title_tagging_enabled: Mapped[bool] = mapped_column(
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Boolean, nullable=False, default=True, server_default="true",
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)
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# Soft WIP title tier (#1474): also tag sketch/doodle/scribble titles, but with
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# a PROVISIONAL source (`wip_title_soft`) that never trains the head, since these
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# are lower-precision (a finished "sketch" isn't WIP). OFF by default — a lower-
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# precision tier is opt-in (the ring-loud audit surfaces false positives).
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wip_soft_title_tagging_enabled: Mapped[bool] = mapped_column(
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Boolean, nullable=False, default=False, server_default="false",
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)
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@classmethod
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async def load(cls, session) -> ImportSettings:
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