OpsMem: Dual-Memory Reasoning to Coordinate Diagnostic State With Operational Experience

arXiv·medium signal

Failure diagnosis in modern software needs iterative evidence gathering and hypothesis reasoning guided by operational experience, but existing LLM methods don't coordinate the evolving diagnostic state with that experience during iteration. OpsMem is a dual-memory framework pairing short-term memory for the current diagnostic state with long-term operational memory, using cross-memory resonance to surface relevant prior experience as the investigation unfolds. It's a concrete architecture pattern for building AIOps/incident-diagnosis agents that actually reuse what they've seen before.