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LLM Buyout Game Benchmark: GPT-5.4 #1, GLM-5 #2, Opus 4.6 #3 at Long-Horizon Social Strategy
A novel benchmark compresses coalition politics, private deal pricing, survival decisions, and buyout endgame management into a multi-round elimination game with unequal starting balances. GPT-5.4 (high) ranked #1, GLM-5 #2, and Opus 4.6 (high) #3 across long-horizon social strategy under explicit financial incentives. The 76↑ r/singularity post notes this measures capabilities rarely tested by coding or math benchmarks — deception detection, alliance formation, and resource management under uncertainty — skills directly relevant to AI agent deployment in business contexts.
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