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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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A. Marathe

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#artificial intelligence Preprint Oct 2026

Phronix: The Capability-Centric Learning Paradigm for Agents

Phronix is introduced, a capability-centric learning paradigm that enables agentic harnesses to acquire, validate, and refine reusable capabilities from their own executions, significantly reducing solution non-determinism and improving reliability.

Hariharan Devarajan, Neeraj Rajesh, A. Marathe et al. · 0 citations

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