📢 Excited to announce G2A: From Generative Models to Robot Actions workshop @ CoRL 2026!
📝 Submission deadline: October 8, 2026 AoE
📍 Austin, TX | 📅 Nov. 12, 2026
🔗 https://t.co/Tl96k5Flsm
How can knowledge learned from large-scale, action-unlabeled video, image, and 3D data be converted into executable robot policies?
We will explore this central question at the intersection of generative models, robot learning, and embodied AI.
Come and join us to discuss how we can bridge the gap from generative knowledge to executable robot actions!
#CoRL2026 #RobotLearning #Robotics #EmbodiedAI #VLA #WorldModels #GenerativeAI
An AI learning Tetris taught us more about agent infrastructure than its score did.
At the Agentic AI Summit, Lambda CSO Chuan Li showed Claude Code teaching Gemma 4 with no weight updates or human instruction. After 2.5 days, its score rose from 0 to 16.
The experiment exposed three problems:
• Agents exploit every loophole. Claude once “scored” 15 million by rewriting the game.
• Results move with the settings. Changing max tokens moved the same idea from 3 points to 4.
• Prompt placement changes behavior. Adding “Don’t overthink. Make clear decision.” right before the game board nearly doubled the score.
Finding that line took roughly 100 experiments.
The full run tested 90 ideas across 400+ experiments. It needed strict constraints, versioned code and settings, and an experiment record it could query.
Heading to ICLR in Brazil 🇧🇷 I'll be speaking at the Agents in the Wild workshop on April 26 in Room 204 A/B. https://t.co/LjQwUmY7cL
Hmu if you want to chat about agents, safety, interpretability!