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Sonnet 5 requires roughly 3x the agentic turns of Sonnet 4.6 on benchmarks like AA-Briefcase and GDPval-AA, and at max effort it takes around 6x more turns than at low effort.

Artificial Analysis found Sonnet 5 consumes far more agentic turns than its predecessor—about 3x more than Sonnet 4.6 on AA-Briefcase/GDPval-AA, and up to 6x more at maximum effort versus low effort—underlying the efficiency concerns that dampened the launch's reception. ✦ AI generated

Artificial Analysis · Latent Space · 2026-07-01 · original ↗

Agentic turns: Sonnet 5 used ~3x the agentic turns of Sonnet 4.6 on AA-Briefcase and GDPval-AA, and max effort used around 6x more turns than low effort on GDPval-AA

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