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Understanding Prism: Dynamic Sparse Attention for Joint Video-Audio Generation

Prism is a dynamic sparse-attention framework for training video-and-audio generation models at high resolution. It aims to reduce the cost of atten…

aimachinelearningvideogenerationdeeplearning
Dev.to Oct 6, 2026, 09:22 UTC
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The Critic Panel: Teaching an AI Pipeline to Check Its Own Work

Every critic in the main video-generation service's pipeline started with the same structural limit: it graded one picture. Is this frame composed c…

aievaluationcomputervisionvideogenerationpromptengineering
Dev.to Aug 25, 2026, 21:04 UTC
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Three Phases of AI B-Roll: From Manual Beats to Vision-Authored Cutaways

B-roll is what makes a UGC testimonial feel edited rather than generated. The presenter talks to camera; cutaways show the product in hand, the labe…

aivideogenerationbrollcomputervision
Dev.to Aug 25, 2026, 21:04 UTC
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The Seedance 2.5 Prompting Guide, in English

Cross-posted from apimodels.app — the canonical version lives there and is kept up to date. If you have only ever prompted image models, video model…

aivideogenerationpromptmachinelearning
Dev.to Aug 5, 2026, 15:16 UTC
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Turn the camera away, and the AI's world freezes

Video AI systems consistently fail to track what happens when the camera looks away: when a scene pans away from an object in motion and returns, cu…

worldmodelsvideogenerationroboticsbenchmarks
Dev.to Jul 2, 2026, 00:17 UTC
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Long video generation blog: How We Shipped SVI in Production

In Part 1 , we surveyed six approaches to long video generation — TTT, LoL, Self Forcing, Self Forcing++, Infinite Talk, and Helios — and landed on…

aimachinelearningsvivideogeneration
Dev.to May 7, 2026, 09:38 UTC

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