bonsai
← Curriculum
Intermediate
~14 min
ci
release
promotion

CI for prompts, models, and tools

Treat prompts like code — but accept that the build is probabilistic.

Step 1 of 12

Prompts, model versions, retrieval indices, and tool schemas are all artifacts that need versioning, review, testing, and gradual rollout. The hard part: your test results are noisy. A binary pass/fail gate either blocks safe changes or lets regressions through.