AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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SAIGE, a lightweight multi-agent collaboration mechanism based on Semantic-Aware Incremental Graph Evolution, is proposed, suggesting that multi-agent superiority is bounded by task structure rather than universal, and that more agents do not necessarily make a system more intelligent.
SciFigure2Code is introduced, an AI-reconstructed benchmark that instead evaluates presentation recovery: generating editable Python programs that preserve how a scientific panel is arranged and read, and provides an auditable testbed for agents that construct editable, visually faithful scientific figure presentations...
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