四个 Gemini 4 Argon 智能体无人类协助通关 Minecraft

Four Gemini 4 Argon agents beat Minecraft without any human help

AI 导读

Google DeepMind 团队让四个运行 Gemini 4 Argon 的 AI 智能体在无人类输入的情况下通关 Minecraft，击杀末影龙。

摘要与补充说明

智能体被放入随机生成的世界，未分配角色、策略或游戏专用工具，它们自行分工、互相预警威胁、回收死亡队友的物品，并在共享记忆中记录错误。整场运行耗时 27 小时 14 分钟，四个智能体共编写 2783 个 JavaScript 程序、交换 229 条聊天消息、死亡 605 次。按 2027 年生效的 Gemini 4 Argon 标准价格计算，整场会话花费 1620 美元。

四个 Gemini 4 Argon 智能体在无人类输入下通关 Minecraft，展示了多智能体自主分工与协作的可行性。

正文

Oct 18, 2026

Four AI agents running on Google's Gemini 4 Argon have beaten Minecraft for the first time without human input, slaying the Ender Dragon in a fully autonomous run. The Google Deepmind team dropped the agents into a randomly generated world without assigning roles, strategies, or game-specific tools. They split up tasks on their own, warned each other about threats, recovered items from dead teammates, and logged mistakes in a shared memory. Over 27 hours and 14 minutes, the four agents wrote a total of 2,783 JavaScript programs, exchanged 229 chat messages, and died 605 times.

The four Gemini 4 Argon agents and their progression through Minecraft. | Image: Faldor et al.

The entire session cost $1,620 at the standard Gemini 4 Argon price that takes effect in 2027. Minecraft is just the latest example of agentic AI models beating video games that used to require purpose-built AI systems trained from scratch just a few years ago.

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