
Rahul Panicker
2.6K posts

Rahul Panicker
@RahulAPanicker
Founder CEO @ stealth robot-learning startup | prev AI/robots @intrinsicAI (GOOGL) @vicariousAI (acq), co-founder Embrace | MIT TR35 | Stanford PhD, IIT Madras


Announcing $60M for @maticrobots. We didn't ask "What's the most impressive robot we can demo?" We asked "What's the most useful robot we can ship? What comes after Roomba?" Customers answered with their wallets: It's Matic.




Robot AI brains, aka Vision-Language-Action models, cannot adapt to new tasks as easily as LLMs like Gemini, ChatGPT, or Grok. LLMs can adapt quickly with their in-context learning (ICL) capabilities. But can we inject ICL abilities into a pre-trained VLA like pi0? Yes! Introducing RICL (Retraining for In-Context Learning), our Conference on Robot Learning (CoRL) 2025 paper. Our RICL-pi0 model can adapt to unseen objects, novel motions, and new scenes with just ICL and RAG (retrieval-augmented generation). RICL-pi0 also boosts performance on the long-tail of tasks. A quick 1 minute video summary:











We start with the Outstanding Papers (1/6)


Preston Thorpe is a software engineer at a San Fransisco startup. He’s also serving his eleventh year in prison. | TechCrunch techcrunch.com/2025/07/24/pre…





please make this go viral so I can pay for repairs our humanoid robot boy DeREK completely lost his mind @rek








