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阿里云Google DeepMind announced that four autonomous Gemini 4 Argon agents completed Minecraft in 27 hours without human guidance, writing 2,783 programs to coordinate and slay the Ender Dragon.
Google DeepMind has demonstrated a breakthrough in autonomous multi-agent coordination, revealing that a team of four agents powered by the Gemini 4 Argon model completed a full run of Minecraft in approximately 27 hours. Placed in a standard survival sandbox with no human oversight or pre-programmed game logic, the agents successfully defeated the Ender Dragon to finish the game.
Unlike traditional gaming AI that relies on reinforcement learning directly from pixels, these agents operated purely through code execution and text communication via the open-source Mineflayer API. Throughout the session, the squad wrote and debugged 2,783 custom programs, communicated via in-game chat to divide labor, and recovered gear across hundreds of in-game player deaths.
This benchmark highlights the growing proficiency of general-purpose coding agents in handling dynamic, long-horizon objectives, demonstrating emergent collaboration, persistent problem solving, and adaptive debugging in unconstrained virtual environments.
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AICoderAICoder ←Back to News Agents· 👀90views 🔥99Impact Score # Google DeepMind: Four Gemini 4 Argon Agents Autonomously Beat Minecraft from Scratch in 27 Hours by Writing 2,783 Programs Google DeepMind Google DeepMindVerified View on 𝕏 ↗ Google DeepMind announced that a team of four Gemini 4 Argon agents completed Minecraft from scratch in 27 hours and 14 minutes without human assistance. Operating in a sandboxed survival world using only standard Mineflayer APIs, code execution, and text chat, the agents autonomously divided roles, recovered teammates' items across 605 deaths, and wrote and debugged 2,783 JavaScript programs to defeat the Ender Dragon. ## Key Takeaways [...] 1. Code-and-Text Sandbox via Standard Mineflayer: Each agent controlled a player solely by writing and executing JavaScript programs against the standard open-source `Mineflayer` library, with zero human-written game logic, role assignments, or pre-scouted seeds; 2. Emergent Division of Labor via Cha
Skip to content e/acc K = 0.731 Original ResearchGoogle DeepMind · XFrom the source· @GoogleDeepMind·· 1 day agoPicks 26.2K views · 342 likes · 37 reposts(at collection) # Four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours View original post on X Picks Who : Google DeepMind What : demonstrated four Gemini 4 Argon agents defeating Minecraft’s Ender Dragon in 27 hours ## What happened Google DeepMind reports that four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours. Operating in a sandbox using only code and text, they wrote 2,783 programs, divided up jobs over chat, shared notes, and debugged errors together, all with no human help. Links in the post: 1 ## Why it matters [...] Links in the post: 1 ## Why it matters The account offers a concrete example of agent coordination through code, chat, shared notes, and collaborative debugging during a task lasting 27 hours. ## The story so far Google DeepMind said four Gemini 4 Argon agents bea
and debugged thousands of errors without any pre-programmed game logic or human intervention. Twenty-seven hours and 2,783 custom programs later, the team conquered the game by slaying its final boss, the Ender Dragon.“Four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours. Operating in a sandbox using only code and text, they wrote 2,783 programs, divided up jobs over chat, shared notes, and debugged errors together - all with no human help,” Google DeepMind said. [...] Google DeepMind has achieved another major gaming benchmark, announcing that a team of four autonomous artificial intelligence (AI) agents powered by its new Gemini 4 Argon model successfully completed Minecraft from scratch in just 27 hours. Unlike DeepMind's historic gaming breakthroughs, such as AlphaGo and AlphaStar, which relied on systems custom-trained specifically for a single title, the latest feat was accomplished using general-purpose coding agents – the identical software assistants engineers de
> Four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours. > > Operating in a sandbox using only code and text, they wrote 2,783 programs, divided up jobs over chat, shared notes, and debugged errors together - all with no human help ↓ > > > — Google DeepMind (@GoogleDeepMind) October 16, 2026 The agents never looked at the screen or pressed a key. According to the technical report by DeepMind researchers Maxence Faldor, Satinder Singh and Roberta Raileanu, each agent played by writing short programs for Mineflayer, an open-source bot library, then reading back what happened: its position, health, inventory or an error message.
Four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours. Operating in a sandbox using only code and text, they wrote 2,783 programs
@GoogleDeepMind Google DeepMind@GoogleDeepMind Four Gemini 4 Argon agents beat Minecraft from scratch in 27 hours. Operating in a sandbox using only code and text, they wrote 2,783 programs, divided up jobs over chat, shared notes, and debugged errors together - all with no human help ↓ @maxencefaldor Maxence Faldor@maxencefaldor Oct 16 Four Gemini 4 Argon agents, one shared Minecraft world, one goal: defeat the Ender Dragon. 27 hours and 2,783 self-written programs later, the dragon fell. Article cover image Article A team of Gemini 4 Argon agents beats Minecraft We placed four Gemini 4 Argon agents in a safely sandboxed Minecraft survival world and gave them one goal: defeat the Ender Dragon, the boss at the end of the game. These were our general-purpose [...] @maxencefaldor Maxence Faldor@maxencefaldor Oct 16 Four Gemini 4 Argon agents, one shared Minecraft world, one goal: defeat the Ender Dragon. 27 hours and 2,783 self-written programs later, the