Task-CoEvolve Optimizes LLM Harnesses through Adaptive Task Selection
August 23, 2026
Task-CoEvolve optimizes LLM evaluation harnesses by co-evolving validation tasks with the harness itself. This reduces evaluation costs by selecting only the most informative tasks rather than evaluating a full fixed set at every iteration.
HOW THIS AFFECTS YOU
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builderThis reduces the cost and latency of iteratively refining your model evaluation pipelines.
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researcherYou can achieve significant performance gains in harness optimization with lower computational overhead.