Awesome work by my friend @PimDeWitte and the people at @gen_intuition
Introducing MIRA.

A playable, multiplayer world model.
A dream of Rocket League.

Trained on 10k hours of data collected with publicly available bots, MIRA learns the dynamics of a four-player game. The model runs in real time at 20 fps, based on the keys you and the other y General Intuition and @kyutai_labs, in collaboration with Epic Games. Not used to develop Rocket League.

▶️ Play the demo, read the technical report, and explore the open-source code at generalintuition.com/mira

At ICML? Find us at Booth 111 to try it yourself and dig into the results with the team.
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Beautiful and intuitive work by a good friend!
With UMA playground, the crazy things Feynman could only ask us to imagine become something you can see. Heat, break, and build at aidemos.atmeta.com/uma
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Lot of dystopian AI discussion on here as usual. Much is out of my control on that front, but I did use AI to build nice map of (imo) best 80,000 books of all time: bookscape.site
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Replying to @samgreydanus
Dataset is a combination of Goodreads and Project Gutenberg. Goodreads dataset I found had too much self help and romance, and actually lacked some classics
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Replying to @samgreydanus
In the near future I'm going to keep building my own projects on top of it and tweaking it here and there. A lot of this is a learning experience wrt what is needed from infrastructure in the age of semi- and fully-autonomous AI agents
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Replying to @samgreydanus
Takeaways: 1) really specific error messages in the API and dev server + a self-documenting API endpoint are essential 2) it's good to give the agent intermediary goals when building more complex sites 3) I think serious, scalable applications will be built this way someday
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"Moviescape: Google Maps for Cinema" (80k films)

Interactive map linked at greydanus.github.io/2026/03/19/mov…
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Replying to @samgreydanus
I have long wished that information - from movies, to books, to music, to websites, to really anything - were spatially organized.

The usefulness of Memory Palaces / Method of Loci suggest that this would help us. Perhaps an antidote to infinite scrolling?
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Replying to @samgreydanus
This is a small step in that direction. But someday I hope the whole internet will be one enormous UMAP we can fly over.
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More on this soon. Pretty much works but want to build more projects on top of it to work out the bugs
@karpathy Yes! I built a humble attempt at solving this issue:
- minimalist dev server for building with Claude Code
- API for deployment, DNS setup, etc
- Stripe + email + database + storage + etc
- Self-documenting API (curl tidepool.sh/api)

See tidepool.sh/quickstart
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Replying to @samgreydanus
This screenshots show interesting islands - a WWE island, a southeast asian cinema continent (bollywood, etc), Scooby-Doo, Peter Pan (+Hook etc)

The individual movies have different genres, cast, etc and yet since they share plot, characters & themes the UMAP puts them together
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Replying to @samgreydanus
Zooming in on eg "The Terminator" helps you discover similar but *much less popular* movies.
Helps with discovery of niche films on the long tail of content
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