Google DeepMind 新论文显示,4 个 Gemini 4 Argon 通用编码智能体在无人干预下通关 Minecraft,从随机世界 Easy 难度出发,用 27 小时 14 分钟击杀末影龙,期间编写 2783 个程序、死亡 605 次。
论文给出四个通用编码智能体自主通关 Minecraft 的完整过程与耗时数据,可作为长程任务规划的参考案例。
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