Your agent still thinks they work at Acme, and nothing in memory contradicts it. Scores agent memories for silent staleness from provenance, fact-type volatility, and supersession without contradiction: the case contradiction detectors structurally cannot catch.
python knowledge-management ai-agents rag temporal-reasoning memory-audit llmops evals llm-evaluation mem0 agent-memory staleness-detection
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Updated
Aug 21, 2026 - Python