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Reed and colleagues: Gato multi-task generalist agent

Contribution grade

Generalist AI agents · Human-designed AI research method or resource

Reference score16,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.

Scientific scope

Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context. Scope limitation: The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.

Evidence

The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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