[dearilos]

We combine determinism + LLMs to catch things a human would normally have to. If the LLM finds a violation, it generates a comment.

Big agree on the CLI being open and letting you bring your own inference provider. We’re holding off on it until we get more feedback from some of our hardcore users.

[hdjrudni]

What are you using for "determinism"? Sounds to me like you might just be running eslint + et al and then charging a fee for it.

[dearilos]

We use ast-grep for the determinism part. I should have clarified - we don’t charge for fully deterministic runs. Only ones where the LLM is involved as a judge.

[codyswann]

Is that a "yes" on lint rules? AI needs determinism to block commits because once the slop hits code review, it's already a gigantic waste of time. AI needs self-correcting loops.

[dearilos]

It supports fully deterministic rules, which we use LLMs to help you write.

Agreed on all of this too. This is why we built the CLI tool - to shift left the work.