AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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ANTMAN is introduced, an adaptive coordination framework that treats evolving unresolved information needs as the unit of runtime coordination and maintains a revisable Need Graph that tracks unresolved requirements, accumulated evidence, prior attempts, and search progress.
A common rank-displacement audit at three scopes is introduced at three scopes: facts supported by the edited parameter, other correct answers to the target query, and correct answers across queries with the same relation.
MANTA, a framework for Multi-Agent Network Topology Adaptation that enables communication structures to self-evolve at inference time, is introduced and shows that inference-time self-improvement can extend to the architecture of collaboration itself.
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