Gemini-3.1-pro-preview won 20 of 32 Risk games through superior objective tracking and execution conversion, while a hybrid test with fixed execution showed near-equal planner performance across providers.
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Evaluating Large Language Models as Live Strategic Agents: Provider Performance, Hybrid Decomposition, and Operational Gaps in Timed Risk Play
Gemini-3.1-pro-preview won 20 of 32 Risk games through superior objective tracking and execution conversion, while a hybrid test with fixed execution showed near-equal planner performance across providers.