Unverified50% confidenceFactExact time
Friction costs that are easily overlooked when evaluating an Agent include: the tediousness of granting permissions, the retry mechanism after a cross-application call fails, whether misoperations by the Agent can be rolled back, and how many extra steps manual takeover requires.
1
Sources
50%
Confidence
Long-term
Relevance
10/25/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe difficulty of evaluating agents lies in the fact that their behavior is sequential and their paths are not unique, requiring comprehensive scoring across dimensions such as task completion rate, action correctness, step efficiency, and safety, often measured using trajectory evaluation and end-to-end task success rate.78% similarUnverifiedEvaluating only the Agent's final output ignores key failures in the process (such as invalid calls, repeated attempts or dangerous intermediate steps).75% similarVerifiedIn real-world Agent development, evaluating agent performance, debugging erroneous behavior, and setting safety boundaries are often more challenging than building basic functionality.74% similarUnverifiedTasks with clear processes and decomposable steps are suitable for Agents to complete autonomously, while scenarios requiring subjective judgment or with extremely low tolerance for errors still require human intervention.74% similar
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