# @indibrief on Instagram

- **Type:** Video
- **Original URL:** https://www.instagram.com/p/DWmLNpIEQqD
- **Gondola URL:** https://gondola.cc/posts/62459945-indibrief-instagram
- **Thumbnail:** https://img.gondola.cc/tr:w-,h-,fo-auto/postThumbnails/1b72a5e388.jpg
- **Posted:** 2026-04-01T17:09:40.000+00:00
- **Account Owner:** India Jade (@indibrief) — https://gondola.cc/indibrief

## Caption

Yann LeCun left Meta, raised Europe’s biggest seed and made an AI breakthrough (again!)

yannlecun amilabs.xyz 👏🏼

AI might not need to get bigger to get better.

This new paper from Meta’s former Chief AI Scientist and the Godfather of AI tackles a hidden problem in world models: latent space collapse.

When that happens, different situations look the same to the model, so it stops truly understanding the world.

Most solutions add complexity:
extra networks, multiple losses, pretrained encoders…

This one does the opposite.

It simplifies everything:
just predict the next state + enforce a Gaussian latent space.

The result?

• ~15M parameters
• Trains in hours
• 48x faster planning
• Learns real structure (not just patterns)

It even reacts more to physically impossible events than superficial changes.

That’s a big signal:
the model is learning how the world actually works.

It’s not perfect, still struggles in complex visual scenes.

But it shows something important:

Progress in AI might come less from scale…
and more from better representations.

#AMILabs #WorldModels #PhysicalAI #airesearch #Europe

## Stats

- **Views:** 4,988
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## Tags

europe, worldmodels, physicalai, airesearch, amilabs

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