What I've found to work is just to bring the review cycle locally, e.g., implement with Claude and review with Codex (with my guardrails set) in the terminal. S

What I've found to work is just to bring the review cycle locally, e.g., implement with Claude and review with Codex (with my guardrails set) in the terminal. Something like Herdr works well; I use Coldtea That being said, the reason I think cloud AI review companies (that review on PRs) work is that at a large org you need a way to ensure that the review indeed happens. And you can't blindly trust that the dev did this locally. We're a small team, so shifting left works. Just review locally. If you're a large org, that's a different problem space