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Leander Girrbach

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#artificial intelligence Preprint Oct 2026

Agents Are Systems, Not Models: Rethinking Agentic Evaluation

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 use, and each of these...

Luis Wiedmann, Leander Girrbach, Cordelia Schmid et al. · 0 citations

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