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Verifiable RL environments and human data.
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Measured · August 2026
Frontier models on our environment suite
PASS RATE
STEPS
RECOVERY
47%
44%
39%
36%
31%
27%
22%
16%
Claude Opus 4.8
GPT-5.2
Gemini 2.5 Pro
Claude Sonnet 4.6
Grok 4
o3
Llama 4
Qwen 3
On one side, tasks where correctness can be verified. On the other, tasks where it cannot. Progress is moving the boundary.
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