Anders Forsgren retweeted
If you ship widely used software on Windows, you *will* run into @CrowdStrike eventually, and it won’t be a fun experience.
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GTA VIII is going to be 🔥
Today we're announcing #GAIA1: a 9B parameter world model, trained on 4,700 hours of driving data, able to simulate complex and diverse driving scenes from video, text and action inputs. This model is 480x larger than the preview we shared earlier this year and the results are incredible.
These videos are entirely synthetically generated by @wayve_ai's generative AI, GAIA-1. But there is more here than just generating videos, GAIA is an entire world model. A world model allows us to simulate the future, conditioned on video, text and action inputs, which can be leveraged for making informed decisions when driving.
Why is this game-changing for autonomous driving?
1. Safety. One limitation with AI systems like today's Large Language Models is that they are autoregressive, next-word prediction algorithms, but aren't necessarily aware of the implications of their decisions. A world model allows us to give our AI the capability to be aware of its decisions, by simulating the future, which is important for self-driving safety.
2. Synthetic training data. I believe synthetic training data is the future for AI, because it is safer, cheaper, and infinitely scalable. GAIA-1 unlocks unprecedented realism and diversity of synthetic data for self-driving.
3. Long-tail robustness. One of the biggest challenges for self-driving is long-tail robustness: dealing with the enormous magnitude of edge cases we see on the road. An advantage of generative AI is its incredible ability to recombine experiences in new ways. This is exciting for self-driving as it means we can learn from two edge case scenarios, and combine them to become a corner case. For example, we can experience driving in fog, and experience of jay-walking pedestrians, and GAIA can learn from these experiences to understand how to generate a fog+jay walking scenario.
Check out many more videos in our blog wayve.ai/thinking/scaling-ga… or further technical details in our paper: arxiv.org/abs/2309.17080
Or come chat with our team who are at the International Conference on Computer Vision (#ICCV2023) this week in Paris in Booth 32 @Jamie_Shotton
1. Färjestad
2. Frölunda
3. Växjö
4. Skellefteå
5. Rögle
6. Timrå
7. Luleå
8. Örebro
9. Oskarshamn
10. Leksand
11. HV71
12. Modo
13. Linköping
14. Malmö
#shltips23 @andreaslennarts
Anders Forsgren retweeted
Small molecule oral cancer drug kills 100% of solid tumors across 70 evaluated cancer types in vitro and in animal models with a therapeutic index of 6 and no discernible side effects
Phase 1 trials now underway
cell.com/cell-chemical-biolo…
Anders Forsgren retweeted
The single most undervalued fact of linear algebra: matrices are graphs, and graphs are matrices.
Encoding matrices as graphs is a cheat code, making complex behavior simple to study.
Let me show you how!
Anders Forsgren retweeted
JUST NU: Irene Svenonius säger att sjukvården i Region Stockholm kommer byta namn till Straffvården
Anders Forsgren retweeted
Fortfarande bitter över att Martin Dahlins mål mot Schweiz dömdes bort.
På vilka grunder!? xitter.cf/bjornekmark/status/689…
Anders Forsgren retweeted
Can’t believe the creators of the monster have lost control of the monster, is there any precedent for this in books or film
Anders Forsgren retweeted
I think my parking must be improving as two weeks ago I got a note on my windscreen saying ‘Fine’ and today the same people say it is ‘Outstanding’
Anders Forsgren retweeted
About a dad driven mad by his ungrateful kids. Wonder how he came up with that.
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