A failed CI pipeline leaves a large log and a simple question: why did this fail? The tempting approach is to give the entire transcript to an agent with a large context window and ask it to find the

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Vaibhav Garg
Companion agents fail when memory is a flat chat log. I split facts goals and tone into separate stores so one bad turn does not rewrite the whole persona.
Puneet Khandelwal
Spot on. Dumping raw error logs into a prompt is just a lazy shortcut. We need structured error context instead.