Claude Code and Codex were built for weightless data. Physical AI data has mass. My talk on the other physics of agents: youtube.com/watch?v=bUJgirn4…

Coding-agent intuition breaks down on physical-world data That’s my AI Engineer World’s Fair Online Track talk this week. See you there! I’ll be the guy in the Villain-Con shirt 😄

Claude and ChatGPT are both down. Tokenmaxing seems to work.

This is how we vibe coded in 2000s

Talked about data agents beyond SQL at @pydatalondon today. Files, video, sensors, metadata, Python workflows - all the messy stuff where real data work happens. Thanks everyone who came by 🙌

BigTech!

AI isn't just about text and code. What about sounds, videos, and sensors? 🎧🎬🔬 I’ll be at @MLOpsWorld Summit (Oct 6-9 in Austin, TX) sharing how to query inside the file ⚡️ Come nerd out with me in Texas 👋🤠 #MLOpsWorld2025

Totally! WebDataset is awesome - you can grab just the files you need + stream them in parallel. 🚀 No need in pulling a whole chunk of records/files. Great for training at scale. The only trade-off: data visibility - since it's all tarballs, you need extra tooling to peek inside 👀 This is how it looks in datachain UI:

There's a trap I see AI/ML teams fall into with video, audio, and multimodal data. 🎥🎧👽 I wrote a blog post about it (with memes). In 🧵

@shcheklein @huggingface