What we evaluate: core agent capabilities
At the most fundamental level, an LLM agent’s value is tied directly to its ability to successfully accomplish the tasks it was designed for. If an agent cannot reliably complete its core function, its utility is severely limited, regardless of how sophisticated its underlying model or tools are. Therefore, this task performance evaluation forms the cornerstone of agent assessment. In the next subsection, we’ll explore the nuances of measuring task success, looking at considerations relevant to assessing how effectively your agent executes its primary functions in real-world scenarios.
Task performance evaluation
Task performance forms the foundation of agent evaluation, measuring how effectively an agent accomplishes its intended goals. Successful agents demonstrate high task completion rates while producing relevant, factually accurate responses that directly address user requirements. When evaluating task performance...
