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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

Author

Michela Taufer

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Preprint Oct 2026

TRACEs: Fine-Grained Embedded Provenance for Distributed Scientific Workflows

Large-scale scientific workflows run on distributed HPC resources, making it hard to explain how scientific data products are generated and why similar workflow executions can yield very different results. Existing systems usually focus on either distributed workflow execution or provenance management and rarely treat...

T. Anderson, Kin-Hong Ng, R. Mayani et al. · 0 citations
#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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