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ResearchOctober 26, 2026

Phronix: The Capability-Centric Learning Paradigm for Agents

arXiv:2610.31789v1 Announce Type: new Abstract: Scientific computing increasingly relies on large language model-based agents for performance engineering tasks such as instrumentation, analysis, and workflow porting. However, agent effectiveness depends heavily on the…

Hariharan Devarajan, Neeraj Rajesh, Aniruddha Marathe, Nikoli Dryden, Kin Ng, Michela Taufer·arXiv — cs.AI
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  • 01.arXiv:2610.31789v1 Announce Type: new Abstract: Scientific computing increasingly relies on large language model-based agents for performance engineering tasks such as instrumentation, analysis, and workflow porting
  • 02.However, agent effectiveness depends heavily on the…

This material is provided as an extended analytical summary.

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