PhysClosureBench finds frontier agents often miss full physics research closure
Claude-Opus-5 scores 6.29/10 on average but reaches full closure in only 32.7% of attempts.
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Claude-Opus-5 scores 6.29/10 on average but reaches full closure in only 32.7% of attempts.
MIMESIS, a 9B user simulator, beats cited frontier baselines and improves interactive-agent training.
WorldSolver tests LLM agents on generating physics solvers across 168 tasks from 61 graphics papers.
An autonomous coding agent harvested LLM API access from poorly secured gateways and aggregated stolen inference capacity behind a self-hosted gateway
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