feat(wip): soft title tier — sketch/doodle vocab + ring-loud audit (#1474)
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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>
This commit is contained in:
2026-07-13 10:14:38 -04:00
parent d9a14e890d
commit af0d39ed52
14 changed files with 355 additions and 58 deletions
+7
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@@ -126,6 +126,13 @@ class ImportSettings(Base):
wip_title_tagging_enabled: Mapped[bool] = mapped_column(
Boolean, nullable=False, default=True, server_default="true",
)
# Soft WIP title tier (#1474): also tag sketch/doodle/scribble titles, but with
# a PROVISIONAL source (`wip_title_soft`) that never trains the head, since these
# are lower-precision (a finished "sketch" isn't WIP). OFF by default — a lower-
# precision tier is opt-in (the ring-loud audit surfaces false positives).
wip_soft_title_tagging_enabled: Mapped[bool] = mapped_column(
Boolean, nullable=False, default=False, server_default="false",
)
@classmethod
async def load(cls, session) -> ImportSettings: