Pantograph releases Pan-1 AI model for open-ended Minecraft tasks

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The model uses RL pretraining to bypass task-specific fine-tuning.

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Alex Gajewski@apagajewski

Pan-1 can accomplish a pretty wide range of visual goals in Minecraft. Now, Minecraft isn’t every RL environment, but it’s pretty open-ended. What I think is more interesting than the performance we got is how general the training method was.

9:06 AM · Jul 15, 2026

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Michael Dempsey@mhdempsey

I sense there is a lot more interesting research to come from the quiet team at Pantograph

9:19 AM · Jul 15, 2026

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Source Posts on X

AG

Alex Gajewski@apagajewski

Pan-1 can accomplish a pretty wide range of visual goals in Minecraft. Now, Minecraft isn’t every RL environment, but it’s pretty open-ended. What I think is more interesting than the performance we got is how general the training method was.

9:06 AM · Jul 15, 2026

Reply

MD

Michael Dempsey@mhdempsey

I sense there is a lot more interesting research to come from the quiet team at Pantograph

9:19 AM · Jul 15, 2026

Reply

DF

Danielle Fong 🔆@DanielleFong

woaw

10:02 AM · Jul 15, 2026

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