AI-assisted pull requests can be smaller and safer—but only if “looks plausible” is not treated as a review.
STOP is a compact pause point for AI-authored PRs. It is not anti-AI; it is a reminder to stop merging when evidence is missing.
The STOP check
Pause when any of these conditions is true:
- Scope drift: the diff changes files, behavior, or dependencies outside the stated task.
- Weak tests: the summary says “all good,” but relevant tests were not run or do not exercise the changed path.
- Opaque risk: new permissions, network calls, migrations, generated code, or security-sensitive logic appear without a clear explanation.
- Possible data exposure: logs, fixtures, prompts, environment values, or copied snippets need a deliberate secrets check.
A practical review loop:
- Write down the intended boundary before reading the agent’s summary.
- Inspect the diff, not just the explanation. Ask what changed and what did not.
- Require evidence for behavior claims: focused tests, CI results, and a rollback path.
- Split the PR or send it back when the agent expanded the task instead of guessing at intent.
This pairs well with “commit before agent” and “plan before multi-file.” Small checkpoints make it easier to see the real change and reject a confident but unsupported summary.
The goal is not to slow every PR. It is to spend a few minutes up front so an AI shortcut does not become an on-call incident, surprise dependency, or hard-to-reproduce security problem.
Free one-pager
Printable checklist: https://chopragunji.gumroad.com/l/zpnmdn
For the longer self-serve workflow with Cursor rules and review prompts, the Riven Desk AI Agent Code Review Kit is here ($29): https://chopragunji.gumroad.com/l/nxoboi
Use the free page first; the kit is simply for teams that want the surrounding workflow.
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