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Research·May 18, 2026·5 min read

Agents that review agents

A single agent is a draft. A review loop is a product. How cyql turns raw generations into PRs that pass human review.

By Applied research

A single model call produces a draft. The gap between a draft and a mergeable PR is review — and that's where most autonomous coding falls down.

cyql closes the gap with a review loop. After an agent writes code, it runs your tests and linters, then a separate reviewer agent checks the diff against your conventions and the original plan. Disagreements trigger a revision, not a merge.

When the loop can't converge, the task replans instead of shipping something wrong. The result is fewer, smaller, better-justified PRs — and a trace that shows exactly how each one got there.

See it on your own repo

Request early access and let cyql open its first pull request for you.

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