AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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SkillRubric is introduced, which represents each skill through aligned actor-facing guidance and an evaluator-facing rubric, and shows that evolved skills provide more effective guidance for planning and tool use than their preceding versions.
This paper proposes and analyzes Comparison-based Preference Optimization (ComPO), a zeroth-order alignment method based on comparison oracles, and establishes a convergence guarantee for its basic offline scheme under smoothness, gradient sparsity, and compatibility between the oracle and a latent objective.
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