Agents, with a checkpoint

Data

Tickets in, reasons out.

The reviewer needs what a careful human reviewer would look at, and it leaves a written reason behind every call.

Ticket
Title, description, acceptance criteria
Change
Files and systems it touches
Tests
Planned or existing checks
History
Past incidents linked to the same area
Out
Verdict, critique, one-line reason

The batch is frozen into a snapshot when the review starts, so the reasons can always be matched to exactly what the critics saw. See the shared data pipeline.

The approver's decisions are the most useful data. When a person overrules the judge, that case is saved. Over time those overrides show where the critics are too strict or too loose, and the thresholds are adjusted by a person, not silently by the system.

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