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Blog Post Examines Forgetting Wall Limiting Long Video and World Models

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Original postSong Han#1340
Haocheng Xi@HaochengXiUCB

New blog post: The Forgetting Wall in Video and World Models

Long-horizon video generation is not just limited by compute. It is limited by how much of its own past the model can afford to remember.

I wrote about why long videos drift, why KV cache becomes the memory bottleneck, and why compression is a key direction for future video/world models.

https://haochengxi.github.io/posts/forgetting-wall/

5:30 PM · Jun 9, 2026 · 59.9K Views
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Users praised the blog post identifying the 'Forgetting Wall' limiting long video generation as nice work while inquiring about differences between related research teams.

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Qiuyang Mang@MangQiuyang

@HaochengXiUCB Nice work! I'm just curious about what's the difference between sparse videogen team and quant video team🧐😋

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Haocheng Xi@HaochengXiUCB

@MangQiuyang We are mostly the same group of people😊

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