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Agents Are Systems, Not Models: Rethinking Agentic Evaluation

Wiedmann, Luis et al.
arXiv (All) · Papers
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Agent evaluations increasingly go beyond a single success rate, reporting metrics such as cost, consistency, and robustness. Yet they typically treat the agent itself as fixed. In practice, an agent is a configurable system: users decide what to tell it, how long to let it run, and which model to us
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