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Turns out, your hand-tuned autoscaler probably beats that fancy RL agent you're trying to deploy for adaptive resource control.
Forget opaque LLM-driven memory policies: A-MAC offers transparent, efficient control over LLM agent memory by factoring in utility, confidence, novelty, recency, and content type.
