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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Hariharan Devarajan, Neeraj Rajesh, Aniruddha Marathe, Nikoli Dryden, Kin Ng, Michela TauferOctober 26, 2026 (12 hours ago)
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  • 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…
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Phronix: The Capability-Centric Learning Paradigm for Agents

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