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…
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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…
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…
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…
MiniMax H3 (Hailuo 03) just dropped with open weights in ComfyUI. This omni-modal video model pushes the boundaries of what's possible in local AI v…
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…
In Part 1 , we surveyed six approaches to long video generation — TTT, LoL, Self Forcing, Self Forcing++, Infinite Talk, and Helios — and landed on…