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Nitish Kovuru

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#machine learning Preprint Sep 2026

CoArena: Evaluating Computer-Use and Multi-Agent Systems in Real Time

This work defines real-time as five measurable properties, each with an equation and a worked example: continuous task arrival, live concurrent execution, online rating updates, freshness with contamination resistance, and bounded feedback latency from a failed run to a reusable training environment.

Nitish Kovuru, Prateek Jannu · 0 citations