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Out-of-Distribution Generalization

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Machine Heart
Machine Heart
Nov 6, 2026 · Artificial Intelligence

WildAWM: Synthetic Computer Worlds Train Agents That Stump GPT-6 Astra

Researchers from Microsoft Research and universities introduce WildAWM, a framework that synthesizes complete personal computer environments with CLI, GUI, and MCP interfaces using only open-source models, generates cross-interface tasks validated through a five-gate process, and trains Qwen models that improve on eight out-of-distribution benchmarks, even creating tasks that challenge GPT-6 Astra.

Agent World ModelComputer-Use AgentCross-Interface Tasks
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WildAWM: Synthetic Computer Worlds Train Agents That Stump GPT-6 Astra