Auto-applied tags are provisional (they don't train the model + can be retracted
until confirmed), so surface and confirm them:
- Backend: list_for_image + get_image_with_tags now include `source` + a
`confirmed` flag on each applied tag (via serialize_tag, image-scoped; defaulted
for autocomplete/directory callers).
- Frontend: TagChip badges an unconfirmed auto-tag with an "auto" pill + a
one-click Keep/confirm (✓) → POST /images/<id>/tags/<id>/confirm, which promotes
it to a training positive and shields it from the retraction sweep; TagPanel
reloads so the badge + button drop once confirmed.
Contract test for the source/confirmed payload.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CDgx8bQS5YrGRK76v8HUnM
bvandeusen
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