AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work presents PLACEMEM as a systems position on lifelong-agent memory, instantiated by an executable control-plane prototype that demonstrates correction-aware control-plane behavior today and a concrete roadmap for replay-aware serving integration in future lifelong-agent systems.
Fractional Decay KV-Cache is proposed, a novel algorithm that maintains a dual-channel scoring mechanism for each cached KV pair: a cumulative attention channel that tracks aggregate importance (akin to H2O), and a recency-weighted relevance channel governed by temporal decay and reinforcement-inspired updates.
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