[KongchangAI]
Unverified50% confidenceFactExact time

A UC Berkeley study ran seven frontier models on SWE-bench Lite across multiple harnesses such as Pi, Codex and Cloud Code, and found that on newer, smarter models the choice of harness had no significant effect on scores.

1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen

Sources

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