So much brilliant work is happening on robot training.
This is a dev post classified by AGK Intelligence as AI dev tools (a launch), kept by the Dev Radar because it carries real work, not commentary.
So much brilliant work is happening on robot training. A lot of the cost in robot learning sits in labeling video, step by step and hand by hand. If that cost can be reduced by about 8x at nearly the same quality, much more of the footage teams already have can be used. And now we also have proof that specialized model harnesses are closing in on general frontier models for narrow video tasks, at a fraction of the cost. Upload a first-person video of someone doing chores, and we have an API returns each step with timestamps, what each hand is doing. Perceptron AI's research shows, For lab
Posted by Rohan Paul (160.8k followers) 4 h ago · 16 likes · 2.1k views · view the original post on X. Kept by the Dev Radar as AI dev tools.
More dev work like this
- Grok Build v1.0.75 is out with a few practical updates. Standouts include permission… — @blankspeaker
- Want to learn how AI systems are actually trained, deployed, and optimized? — @sgl_project
- Intelligence company Block has introduced Builderlab, an enterprise intelligence toolkit… — @entrepreneur_cm
- Cognition’s SWE-2 Flash looks like a meaningful efficiency release for coding agents: it… — @kimmonismus
- Submit your proposal for PyTorch Day China 2026 before Tuesday, November 10, at 23:59… — @PyTorch
- 72.4× prefill faster speedup on Qwen-3.8-27B. — @0x0SojalSec
- > SWE-2 Flash is based on @thinkymachines Inkling-Small — @teortaxesTex
- 🔥最新!Claude Code后台子代理终于不那么吃额度了 ! — @NFT_Chen
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 31.4k posts from 5k X accounts over the last 21 days, 9.3k tools, 12 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-04 21:28 UTC. Full method.