read-only demo — this instance accepts no writes of any kind. Adjudications, adoptions, and promotions are all refused (403). Real HITL happens only on a locally writable workbench.
InvoiceLoop Workbench
Chinese
Extraction correctness is untrustworthy; support is verifiable. You decide — the system shows evidence, not verdicts.
Inputs are outside the calibration set (§12): calibration numbers (4.2×, 78%) do not directly apply. Per-document mechanical checks (binding, gates, freeze, adjudication) need no calibration.

Improvement loop

This page projects mined notes, not the adjudication ledger. If the queue is already done, close out and mine below — do not go back to the queue.

Closeout writes a timing/adoption snapshot for this run, then mines the workspace onto this page. Zero API. It does not change the active harness. An empty candidate list is a legal result.

The AI read your notes and proposed this

No draft yet — mine first (the button above). Mining does not call a model.

Waiting on your decision

No candidate yet. Adopt a draft above, or run `improve propose` on the command line.

Reviewer's own words

You already wrote adjudications. This page has not projected them yet. Click “Close out and mine” — do not go back to the queue.