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Author

Nikoli Dryden

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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
Book Aug 2026

WADO: A Distributed WORM Storage Service for Asynchronous Data Operations

WADO is presented, a distributed write-once-read-many (WORM) object-store runtime for data-centric workloads that closes this gap through three coordinated mechanisms: scope-centric processing, explicit pipeline decomposition, and interference-aware explicit parallelism.

Karim Youssef, Hariharan Devarajan, Nikoli Dryden et al. · 0 citations

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