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It feels totally different when video models actually become real-time interactive. Drag the mouse, and the cup instantly moves with it, and the water follows. You’re not just watching a video anymore, you’re playing with it.

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Xun Huang

6,491 subscribers

23,154 просмотров • 10 месяцев назад •via X (Twitter)

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You know that moment when you're testing video models and something just... floats across the frame that shouldn't? Yeah, Kling 3.0 apparently got tired of that too. Fast Company's piece on the new Chinese models actually gets into why Kling feels different. Not because the pixels are prettier — but because stuff finally moves like it has weight. Gravity exists. Objects occlude properly. A car turning actually follows an arc instead of just... teleporting sideways. Someone in the comments called it "directing instead of gambling" and that's exactly right. Old workflow: type prompt, pull lever, pray the physics gods smile on you. New workflow: you actually have some damn control. The character locking thing is huge too. Elements feature lets you upload a reference video and it holds identity across shots. No more "wait why does his face look like a different person now" every time the camera angle changes. For short-form series creators, that's basically a "we'll fix it in post" delete button. Still detectable if you pixel-peep. But here's the thing — the threshold moved. Average viewers? They're not gonna catch it anymore. Only the 24/7 screen-staring crowd is still in the "definitely AI" camp.

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