[adamthegoalie]

That's awesome to hear and I'd love to see it when you're ready.

I actually think having something like adamsreview orchestrated by deterministic code - instead of simply having AI agents use deterministic code occasionally as this app does - could be even better!

The problem I ran into is that if you build a deterministic app that happens to use LLMs instead of the other way around, I don't think there's any way to get it to use your Claude Code subscription credits. It has to use API. And something like adamsreview would end up being so expensive if not subsidized by Anthropic along with the rest of our CC usage.

Curious to hear about your experience.

[nkmnz]

It's possible to use subscriptions! I run them in containers. For claude, I use `claude setup-token`, put the token into a local auth.json and mount that. For codex, I run the cli in my working dir prefixed with `CODEX_HOME=./codex-home codex` and mount that whole `codex-home` directory - done :)