I'm continuing to focus on ways to set strong code quality guardrails in an era where most code is not handwritten.

The result is http://getcaliper.dev.

It has a number of mechanisms that help substantially:

1. It can extract deterministic quality checks from your CLAUDE.md text; these checks then get executed after every agent turn.

2. It performs a lightweight ai-powered review at every commit; feedback goes directly to the agent, which can then make corrections.

3. It performs a more 'traditional' deep AI review at merge, or on-demand.

Free to use, just bring your own API key. Any and all feedback is welcome!