KestrelDocs

Changelog

What changed in Kestrel, newest first.

28 October 2026

Evals run before every pull request

The eval gate is now on for every workspace. Each diff runs build, lint, types, tests, our evals and a second-model review, in order, before a pull request opens. Read how it works.

  • A failing diff goes back to the agent with the failure attached, up to three times.
  • Runs that can't pass end as needs_review, with the failure in the trace.

14 October 2026

Snapshots

Take a snapshot of a sandbox and start any number of runs from it. Good for seeded databases and warm build caches. Persistence & snapshots.

Faster sandboxes

Median start time is down from 2.4 s to 0.8 s.

30 September 2026

Model routing

Each step is now scored and sent to the smallest model that can do it. Token cost per run fell by about two thirds in our own repos. Model routing.

Python SDK 1.0

pip install kestrel, with sync and async clients. Python SDK.

9 September 2026

Shared memory on Team

What one person's run learns about a repo now helps every run in the workspace. Agent memory.

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