Before pursuing further improvements to the agent itself, the most impactful next step is developing more representative task distributions. This includes a taxonomy of query types (depth vs. breadth, factual vs. exploratory, single-answer vs. aggregation), abstention tests where the correct behavior is to recognize that no satisfying answer exists, and tasks that require the agent to interpret ambiguous or underspecified requests.
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