A dashboard at / joins the review page (now at /review): drag-and-drop
photo upload (re-uploading a photo drops its raw cache so extract
re-reads it), per-stage status cards fed by /api/pipeline (counts and
key NAMES only — never values), and run buttons that execute stages
one-at-a-time in a background JobRunner with captured output streamed
to the page. The real upload sits behind a confirmation, defaults to
dry-run at the API layer, and stays disabled while stub data is
present. The CLI is unchanged and shares all state with the web UI.
python-multipart joins the deps for the upload endpoint; RunBody lives
at module scope because postponed annotations keep FastAPI from
resolving function-local models.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Eric Wagoner