AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The results show that harness-managed control flow can substantially improve the effectiveness of the smallest models and suggest that small models can be useful for repository repair when responsibilities are divided across explicit stages that can be independently assigned to the component best suited to each.
This work highlights that jointly satisfying functional and structural requirements remains a key open challenge for coding agents, and reveals a phenomenon of constraint decay: as structural requirements accumulate, agent performance exhibits a substantial decline.
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