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Contributing to Cairn

Cairn is pre-alpha as of May 2026. The architecture and APIs will change as the eval pipeline lands and the evolution loop takes shape.

How to engage right now

  • Discussion: open a GitHub issue describing what you want to do or what you're seeing
  • Pull requests: please open an issue first to discuss before sending code — the surface is changing fast
  • Standards: comparative honesty over puffery; sentence-case writing; reproducible numbers only (self-reported scores aren't accepted)

Active development happens on the main branch.

What's coming

  • Days 0–30: a reproducible eval pipeline on SWE-bench Lite with an open-weight backbone, baseline number published
  • Days 31–60: first observability-driven evolution loop, A/B-tested against the baseline
  • Days 61–90: SWE-bench Verified submission

Watch the repo or follow Unleashed Labs for weekly progress.