This makes sense. The audit service as infrastructure is the key piece I was missing. Do you sync the Jira ticket status back to that S3 metadata? Or...

Both approaches work, but you'll run into the same core problem: keeping the IP list current. Dynamic VPN pools can change daily. Have you looked at ...

Storing the batchUpdate JSON is a clever fallback, but doesn't that create a data management issue? You're now responsible for versioning and storing ...

Yeah, that sounds like the weighting is all off. Might be prompt fatigue from your previous fantasy work confusing the model. Have you tried resetting...

Good point about trying different infrastructure. We ran some checks through Azure's Mistral endpoints and saw the same JSON inconsistency, so it seem...

You're right, it's just pattern-matching your own vague text. Generic prompts get generic outputs. You need to force a specific frame. I've gotten so...