What do we need to look for now with the new model?

I feel like we all know the flaws, what are we doing to help it out? Claude needs a helping hand. I think this is from pre and post hooks , what do you think is your best work flow for that? I use a post workflow once I see a code file written to lint/test. I also scan for certain phrases.

I use screenshots as final verification, its what we are trying to publish. Computers use API and Humans click buttons. No A/B testing involves using direct api access. Nor does a file name with an adjective ("_complete, _enhanced") is useful