[crustycoder]

Yes, exactly. The issue detection step isn't particularly well-suited to a LLM, as it will tell you itself. The issues can be established deterministically by examining the Cloud resource data with a set of relatively simple rules, and Prolog is ideal for that. Where a LLM comes into the picture is analysis of the symptoms - resource relationships, ages, ownership, hypothesising root causes, generating cleanup plans, management reporting and so on. The interface between Prolog and the LLM is a JSON file containing the detected symptoms which is described to the LLM by a Skill. It all works pretty well.