Tencent Cloud Developer

Apr 3, 2026 · Artificial Intelligence

LLM Showdown in a Three‑Kingdoms Strategy Game: Tactics, Winners, and Surprising Insights

This article details a custom Three‑Kingdoms‑style strategy game used to benchmark nine flagship large language models, explains the game mechanics, evaluates each model's strategic decisions and diplomatic behavior, and reveals how Gemini 3.1 Pro clinched the championship with a clever "坚壁清野" tactic while also sharing the underlying engine architecture and development lessons.