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Agentic Coding on SWE-Bench (Score, Relative Change)

59ScoreSAR
56.50457.15257.858.448Jul 3, 2026

Evaluation results

MethodLinks
SARAgent=ClaudeCode, Projection=top-1% spectral-rank2026.07591.72
Baseline (In-house)Agent=ClaudeCode2026.0758—
SARAgent=CodeAct, Projection=top-1% spectral-rank2026.0757.41.41
Baseline (In-house)Agent=CodeAct2026.0756.6—