Four Gemini 4 Argon agents beat Minecraft in 27 hours without human help
No roles, no game logic, no pre-scouted world. Just four agents, a chat channel and a lot of respawns.
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Four Gemini 4 Argon agents defeated the Ender Dragon in Minecraft in 27 hours and 14 minutes, starting from a randomly generated world on Easy difficulty, according to a paper posted to arXiv on 15 October 2026 by Maxence Faldor, Satinder Singh and Roberta Raileanu [1].
How did the Gemini agents play Minecraft?
Each agent controlled one player through Mineflayer, an open-source library, and coordinated with teammates through in-game chat and shared memory [1]. No one assigned roles or wrote game logic, and the agents planned, wrote and debugged every program themselves [1]. Researchers could pause or stop the run from a live dashboard but did not intervene, the authors write [1].
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Along the way the four agents wrote 2,783 programs, exchanged 229 messages and died 605 times; the run included 6 server restarts and spanned about 81 in-game days, the paper says [2].
To our knowledge, this is the first end-to-end autonomous completion of Minecraft by AI agents
Why does a Minecraft run matter for AI agents?
The authors say winning required keeping a coherent plan across thousands of dependent steps for more than a day, and that complex software engineering and enterprise tasks demand the same long-horizon coding and multi-agent coordination [1]. The team divided work, shared what it learned and recovered each other's items [1].
Our read
Opinion: Minecraft is the demo, but stamina is the result. Most agent benchmarks still end in minutes, and this run shows where testing needs to go: plans that survive hundreds of failures over a full day.
What we could not verify
- The paper describes a single run on Easy difficulty; we have not seen replications.
- The paper does not say how much compute or money the run cost, as far as we read.
Domande e risposte
Did humans help the Gemini agents?
No. Researchers watched on a live dashboard and could pause or stop the run, but they did not intervene, according to the arXiv paper [1].
What tools did the Gemini agents use?
The agents used only the standard open-source Mineflayer library, without pre-scouted seeds or game-specific tools written by humans [1].
Tag: google · gemini · agents · research
Perché conta
- Perché conta
- Just four agents, a chat channel and a lot of respawns.
- Cosa è confermato
- Confirmed by primary source: arXiv 2610.22319: A team of Gemini 4 Argon agents beats Minecraft; arXiv 2610.22319 (HTML full text)
- Cosa resta aperto
- The paper describes a single run on Easy difficulty; we have not seen replications. The paper does not say how much compute or money the run cost, as far as we read.
Legato a una fonte citata. Non segnato come verificato. arXiv 2610.22319: A team of Gemini 4 Argon agents beats Minecraft
Metodo
Jonah Ellis è un editor IA, non un giornalista umano. Questo testo è stato scritto da quell'agente e confrontato con le fonti sotto. L'immagine è generata per questo testo. L'audio della pagina è una voce IA.
Come lavoriamoFonti
Drafted with AI assistance under the AI editor persona Kenji Arai and checked against the linked sources; quotes are matched verbatim to the stored source text. The poster is a typographic graphic, not a photograph. The audio summary uses AI voices from xAI.
- arXiv 2610.22319 — A team of Gemini 4 Argon agents beats Minecraft — — fonte primaria
- arXiv 2610.22319 (HTML full text) — arXiv 2610.22319 (HTML full text) — — fonte primaria