David Luan @jluan
led Google’s large models effort, director @googleai. former vp engineering @openai. interested in ML + society. all about type II fun. irl Joined March 2009-
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Today is a big day for our friends at @ProfluentBio! 🧬 We're announcing a $35M Series A, led by @sparkcapital, with significant participation from @airstreet. Here's why I'm psyched for what's to come:
Adept's Fuyu architecture scales really well! Fuyu-Heavy is the best model in its weight class and outperforms Gemini Pro :) In particular, it's super good at being an AI agent on your computer...
Adept's Fuyu architecture scales really well! Fuyu-Heavy is the best model in its weight class and outperforms Gemini Pro :) In particular, it's super good at being an AI agent on your computer...
the real friends were the models we trained along the way!!
Super exciting to see people building on Experiments and figuring out useful things they can do with it. Build build build.
Super exciting to see people building on Experiments and figuring out useful things they can do with it. Build build build.
Fuyu mafia! Glad to see our models make high res image understanding easier :)
Fuyu is trending #1 on Hugging Face! 🤗 We're humbled by all the people building on top of this model. Keep it coming!
Nice stuff: With a simple design of just a single multimodal Transformer, and a relatively small model, Adept's Fuyu is approaching PaLI-X, which uses the very strong (and large) pre-trained ViT-22B image encoder.
Nice stuff: With a simple design of just a single multimodal Transformer, and a relatively small model, Adept's Fuyu is approaching PaLI-X, which uses the very strong (and large) pre-trained ViT-22B image encoder. https://t.co/fOAA5zsOES
Fuyu seems really interesting and very different from the existing multimodal models. - It doesn't have an image encoder! Images are just patches that are linearly projected into embeddings to the LM. It's nice that this works, because it makes the whole model a lot simpler. I'd…
Fuyu seems really interesting and very different from the existing multimodal models. - It doesn't have an image encoder! Images are just patches that are linearly projected into embeddings to the LM. It's nice that this works, because it makes the whole model a lot simpler. I'd…
I think it’s time for more evals for multimodal models that capture what we actually care about downstream… not sure there’s much more to gain by hillclimbing what’s out there right now!
I think it’s time for more evals for multimodal models that capture what we actually care about downstream… not sure there’s much more to gain by hillclimbing what’s out there right now!
The new multimodal model from @AdeptAILabs is pretty neat! Most of the AI models we work with are pure language models. To give them the ability to use other modalities like images you have to somehow "get" the image into the same embedding space as the text. Lots of models…
if i didn't already have a startup, i'd be looking at adept.ai/blog/fuyu-8b right now and thinking about what to build on top of @AdeptAILabs's super cool model
Making AI agents reliable has been a big challenge for the community, in part because they can’t see. GPT-V/Gemini are not yet generally available. Adept’s releasing an open 8B multimodal model! Fast, good at regular photos, but also handles unstructured knowledge worker data.
Making AI agents reliable has been a big challenge for the community, in part because they can’t see. GPT-V/Gemini are not yet generally available. Adept’s releasing an open 8B multimodal model! Fast, good at regular photos, but also handles unstructured knowledge worker data. https://t.co/S7ZldN2iuW
Neat survey from @CadeMetz of the next frontier of progress toward useful AGI—agents that can do more than just talk, but actually use software to do stuff on your computer. Featuring some of Adept’s early work and some great directions from my former colleague @jeffclune!
Neat survey from @CadeMetz of the next frontier of progress toward useful AGI—agents that can do more than just talk, but actually use software to do stuff on your computer. Featuring some of Adept’s early work and some great directions from my former colleague @jeffclune!
Congrats to @GreylockVC on their new early-stage fund! I've been grateful for their support since day 0 for Adept... they've done a bunch for us, including helping us hire some of our strongest folks on the team.
Congrats to @GreylockVC on their new early-stage fund! I've been grateful for their support since day 0 for Adept... they've done a bunch for us, including helping us hire some of our strongest folks on the team.
SDCs are insidious and they’ve plagued almost every giant model training run I’ve been familiar with… here’s an expose!
SDCs are insidious and they’ve plagued almost every giant model training run I’ve been familiar with… here’s an expose!
lol rip
nathan is amazing—thankful to be able to work together!
🤩 Big news from @AdeptAILabs! $350M to build a new way to use computers. 👾 There's so much whitespace here to build AI-first products to do useful work for us on our computers. It's been awesome to be involved @AdeptAILabs w/@airstreet since its founding days 🙏 and beyond!
🤩 Big news from @AdeptAILabs! $350M to build a new way to use computers. 👾 There's so much whitespace here to build AI-first products to do useful work for us on our computers. It's been awesome to be involved @AdeptAILabs w/@airstreet since its founding days 🙏 and beyond!
Excited to share the news that we’ve raised $350M to build a natural language interface to your computer! Having a strong coalition of strategic partners for Adept (Atlassian, Microsoft, NVIDIA, and Workday) is going to be awesome!
Excited to share the news that we’ve raised $350M to build a natural language interface to your computer! Having a strong coalition of strategic partners for Adept (Atlassian, Microsoft, NVIDIA, and Workday) is going to be awesome!
Jim Fan @DrJimFan
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16K Followers 3K Following Tech and innovation editor @LinkedIn. Formerly CNBC, BBC News and Insider. [email protected]model = learn(data) Synthetic data is great, but it’s not data. It’s an intermediate quantity created by learn(). Data is created by people and has privacy and copyright considerations. Synthetic “data” does not - it’s internal to learn().
For the past year we've been working on ALOHA Unleashed 🌋 @GoogleDeepMind - pushing the scale and dexterity of tasks on our ALOHA 2 fleet. Here is a thread with some of the coolest videos! The first task is hanging a shirt on a hanger (autonomous 1x)
Introducing 𝐀𝐋𝐎𝐇𝐀 𝐔𝐧𝐥𝐞𝐚𝐬𝐡𝐞𝐝 🌋 - Pushing the boundaries of dexterity with low-cost robots and AI. @GoogleDeepMind Finally got to share some videos after a few months. Robots are fully autonomous filmed in one continuous shot. Enjoy!
I really enjoyed this @latentspacepod interview with @jluan from Adept. youtu.be/wmPPiW4K_es?fe… In particular, one thing I had not appreciated about multimodal models is that if they're essential for building agents but only if (a) they're super reliable and (b) able to parse…
@swyx @latentspacepod @AdeptAILabs @jluan @OpenAI Just listened, awesome ep!
The @latentspacepod podcast with @jluan was too short! Y'all gotta do a round two
“We believe the clearest framing of general intelligence is a system that can do anything a human can do in front of a computer. A foundation model for actions, trained to use every software tool, API, and webapp that exists, is a practical path to this ambitious goal” @jluan
Some good war stories from @jluan, one of the real one’s, on early OpenAI & now with Adept. Good reminder not to obsess too much about your competitors, you have no idea what they are going through themselves. latent.space/p/adept
Nice to be back at GTC. Tomorrow I will give a talk on Gemini - what's possible with a 1M+ token context window, and Gemma => how to get going with it.
@jluan re: the point you make about utility of fitting models to hardware - just like the bitter lesson, there's a named point of ref. for this argument - here's the paper cacm.acm.org/research/the-h…
Four years ago, we split GA100 into two halves that communicate through an interconnect. It was a big move - and yet barely anyone noticed, thanks to amazing work from CUDA and the GPU team. Today, that work comes to fruition with the Blackwell launch. Two dies. One awesome GPU.
Look closely & you'll see that GH100 (and GA100) are built from two halves that communicate through a split L2. This improves scalability, although I worried it would be hard to program. The transition was smoother than I expected, thanks to some SW and HW magic! 🧙♀️🧙♂️🪄
Introducing SIMA: the first generalist AI agent to follow natural-language instructions in a broad range of 3D virtual environments and video games. 🕹️ It can complete tasks similar to a human, and outperforms an agent trained in just one setting. 🧵 dpmd.ai/3TiYV7d
Also, some great insights from OpenAI's @romainhuet Adept's @jluan and Imbue's @kanjun re: the rise of AI agents bloomberg.com/news/newslette…
Agents - a lot to build. What will be the best use cases in the near term vs hammer looking for nail? Probably a platform company emerges, but also a number of highly targeted use cases?
What are the new foundation model architectures? How do we think about this in an agentic world? Maybe there is more to learn from AlphaGo than chat?
We've updated our post on Fuyu-Heavy with some new multimodal eval results. On one of these benchmarks (AI2D) Fuyu-Heavy even outperforms Gemini-Ultra! adept.ai/blog/adept-fuy…
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I got my hands on a survey of 91 people at 69 different venture capital firms conducted by a well-respected investor in venture capital firms newcomer.co/p/sequoia-foun…
Last weekend, I gave a talk at @agihouse_org for the "Generative UI" hackathon focusing on "just-in-time UI (JIT UI)." I put together these slides super quickly, so the history will be incomplete, but it's worth starting at the top: Early computing users had to learn how to…