Moonlake: Causal World Models should be Multimodal, Interactive, and Efficient — with Chris Manning and Fan-yun Sun
We cap out our World Models coverage with one of the most exciting new approaches - long running, multiplayer, interactive world models built with agents bootstrapped from game engines!
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![[D] Are there REAL success stories of autonomous AI dev agents working reliably in production?](https://d2xsxph8kpxj0f.cloudfront.net/310419663032563854/konzwo8nGf8Z4uZsMefwMr/default-img-robot-hand-JvPW6jsLFTCtkgtb97Kys5.webp)
[D] Are there REAL success stories of autonomous AI dev agents working reliably in production?
I’m having a serious debate with a colleague, and I want to settle this with actual evidence instead of opinions. The claim: That it’s possible today to run orchestrated AI developer agents (multiple agents, coordinated workflows) that can autonomously build and maintain software — under supervision of a senior AI/dev — without running into unfixable errors or constant breakdowns. I’m skeptical. He believes it’s already happening. So I’m looking for real-world examples, not theory: - Have you actually used autonomous dev agents in production? - What was the setup? (tools, stack, orchestration method) - What level of autonomy are we talking about? - What still breaks? - Did it scale beyond small experiments or toy projects? Especially interested in: - Multi-agent setups (not just Copilot-st
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Early Warning Signals For Capabilities During Training
This post is sort of meant to provide an explanation of the core ideas of a new preprint on the early detection of phase transitions in deep learning . The preprint could be cleaned up a bit, but I was very excited to share it so decided to share it in its current state. This post explains the core idea of the paper and why we figured this was an important direction. Introduction Nuclear Engineering When I was in my final year of high school, I went through a short phase where I wanted to be a nuclear engineer. There were two main reasons for this; first being that I thought it would be cool to work on developing fusion reactors, and second being that even if I couldn't do that, I did live actually pretty close to one so at least I would have job opportunities! While my interest in this wa
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