Google DeepMind 的新论文显示,4 个通用 Gemini 4 Argon 智能体在无人干预下通过自主编写程序和分工,成功在 Minecraft 中击败了末影龙。这 4 个智能体仅通过标准库控制游戏,在 27 小时 14 分钟内完成了数千个步骤的连贯长任务。
New Google DeepMind paper shows 4 general-purpose coding agents beating Minecraft with no human help, writing every program and splitting the work themselves.
Finishing Minecraft means holding 1 plan across thousands of dependent steps, the same skill long software and business tasks need. Earlier Minecraft agents were trained on gameplay or handed game-specific planners.
Each Gemini 4 Argon agent got 1 goal, defeat the Ender Dragon, and a standard library that turns JavaScript into game actions. Nobody assigned roles or wrote game tools, so the team organized itself through chat and shared notes.
From a random world on Easy difficulty, they killed the dragon in 27 hours and 14 minutes, writing 2,783 programs and dying 605 times. It was a single run, so how often this setup succeeds is still unknown.
Before writing custom planners for a long task, try general coding agents with a plain API and a shared memory.
来源:Rohan Paul · x.com