AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work examines how reachable behavior, optimization budgets, and persistent adaptation shape exposure to proxy error, and develops a comparative framework for reward hacking across these three optimization substrates: weights, selection, and text.
ProCTOR is described, a Teacher-Student loop in which a stateful orchestrator holds all tool access, stateless subagents diagnose failures and draft mutations they cannot apply, and a Teacher grades those mutations under five deterministic guardrails: hermetic sandboxes, capability-disjoint roles, acceptance checks tha...
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