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Yi-Wei Li

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Preprint Aug 2026

Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development

A systematic evaluation of seven frontier models on 36 long-horizon tasks based on a new framework that uses rule-based metrics to characterize within-run behavior through Solution Framing, Execution, and Feedback Control and controlled comparisons to assess experience reuse within and across tasks is presented.

Yi-Wei Li, Wanli Yang, Hexiang Tan et al. · 0 citations

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