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Huseyin A. Inan

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#artificial intelligence Preprint Oct 2026

Agentic World Modeling for Agent Test-time Scaling without Environment Replica

Interactive, read-grounded simulation is established as a practical foundation for safe and scalable agentic test-time scaling in shared, non-resettable environments and reforms next-observation prediction as a multi-turn evidence-acquisition task.

Wen-Di Li, Huseyin A. Inan, Wei-Ning Chen et al. · 0 citations

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