AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Paired Outcome-guided Reasoning Allocation (PORA), which learns this decision by comparing short and long reasoning from the same interaction state by comparing their final quality and total processing to estimate when longer reasoning is valuable.
PROVISO is presented, a controller that decides which action to commit after the agent proposes an action and before it is executed, and commits the action with the highest calibrated value learned from outcomes.
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