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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"""soft WIP title tier toggle (#1474) — ImportSettings.wip_soft_title_tagging_enabled
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The soft tier also tags sketch/doodle/scribble titles, but with a provisional source
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that never trains the head. OFF by default (a lower-precision tier is opt-in).
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server_default so the existing singleton row (id=1) fills cleanly.
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Revision ID: 0087
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Revises: 0086
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Create Date: 2026-07-13
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"""
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from typing import Sequence, Union
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import sqlalchemy as sa
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from alembic import op
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revision: str = "0087"
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down_revision: Union[str, None] = "0086"
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branch_labels: Union[str, Sequence[str], None] = None
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depends_on: Union[str, Sequence[str], None] = None
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def upgrade() -> None:
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op.add_column(
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"import_settings",
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sa.Column(
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"wip_soft_title_tagging_enabled", sa.Boolean(), nullable=False,
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server_default=sa.text("false"),
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),
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)
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def downgrade() -> None:
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op.drop_column("import_settings", "wip_soft_title_tagging_enabled")
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