AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Every recurrence of a looped language model adds cost in training, decoding, prefill, and reinforcement learning (RL). The closer recurrent states get to fixed points, the less the path to them matters. This enables truncated backpropagation in training; terminal key-value (KV) sharing for decoding with almost no loss...
This work presents Plover, a plan-centric vision-based GUI automation system that externalizes task plans and replanning as persistent, inspectable, and revisable artifacts and shows that many autonomous GUI-agent failures are structurally repairable when plans remain visible and interventions are localized.
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