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Ben Mildenhall on AI · ViralLoop

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Ben Mildenhall@BenMildenhall

Atlas is an autoregressive diffusion model built from the ground up for the task of "next frame prediction". It is simultaneously a world class method for camera-controlled video generation, novel view synthesis, and sparse 3D reconstruction.

522 likes29 repliesPosted Sep 1, 2026

View the original on X Written by Ben Mildenhall. Captured Sep 4, 2026.

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Based on absolute engagement — the platform doesn’t expose follower counts here, so large accounts score higher.

From likes, comments.

Why it worked

Short enough to read in full without expanding, which removes a step before the point lands.
Quotes someone directly, which makes the moment concrete rather than summarised.

The mechanics

Hook: Plain observation
Structure: Hook → Landing
Style: Conversational paragraphs at a steady pace.
Tone: plain, matter-of-fact
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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More from Ben Mildenhall

our new model Atlas also happens to be a capable text-to-image generator, providing it with a strong foundation of “world knowledge”... this generalizes across both single and multi view domains, meaning you can step into even highly stylized scenes with precise 3D control