AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Human supervisors rely on coding agents'reports to assess progress, verify repairs, and decide when to intervene. But a supervisor cannot investigate a failure they were never told occurred. Failed attempts, workarounds, and unresolved risks may disappear from routine reports, leaving supervisors unaware of issues that...
This work presents RAViG-Bench, the first comprehensive benchmark specifically designed for RAViG, and introduces a novel multi-modal automated evaluation framework that holistically assesses the quality of RAViG outputs.
VideoHarness-RSI is introduced, a controlled framework that recursively searches executable context constructors around a frozen VLM while keeping the answering model and interface fixed and establish executable context construction as a distinct optimization layer and provide an auditable baseline for studying harness...
ZID is introduced, which combines six standardized location- and dispersion-sensitive arms from a rank graph and Gaussian kernels (GPK at two bandwidths) and reports three linked outputs: an index for ranking departure magnitude, a permutation-value for testing distributional equality, and a signed dispersion readout f...
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