Idle but not forgotten: usage-driven agent memory forgets the dormant skills you'll need next quarter; NicheMem's competitive ownership retains them exactly. Mechanism-level benchmark + verified theory (sibling of GAUSE).
benchmark reproducible-research memory-management multi-agent-systems lifelong-learning continual-learning catastrophic-forgetting llm-agents cache-eviction agent-memory competitive-exclusion emergent-specialization
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Updated
Jun 11, 2026 - TeX