Why it matters
Autonomy evals shape agent risk. Understanding shapes safety.
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The architecture
Long-horizon tasks with tools.
Sandbox with escape scenarios.
Success rate by task.
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How it works end to end
METR autonomous replication evals.
SWE-bench + GAIA scale.
Time-scale of tasks measured.