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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Peyton Woakz

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#artificial intelligence Preprint Sep 2026

When Agent Metrics Measure Different Things: An Evidence-Grounded Audit of the Praxa AI Pipeline

Agent evaluations can be numerically correct while measuring a different construct from the one implied by their labels. We present a retrospective measurement audit of selected Praxa AI implementation files, historical evaluation artifacts, and operational records. A 139-case offline routing report contains 112 passes...

Stefan Creadore, Peyton Woakz · 0 citations

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