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I gave lots of prolog rules to analyze log files of a complicated distributed system with 20 realtime components to find problems and root causes. Worked really well. In 2008 or so

Cannot believe that LLM are that useful. When ever a component changes or adds a log line, you edit one rule. With an LLM you need weeks of new logs and then weeks to retrain. And a high budget for the H100`s

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That’s not the state of LLMs today, nobody trains them for a specific use case, almost nobody fine tunes them either. You just have to give them some context and the means to gather more context (access to code in order to see the logs at source, access to logs themselves, etc.) - whatever you would have access to as a human debugging this.

That's interesting. We do fine-tune ours, but we do vision.

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