Lifelong Agents Workshop @ COLM 2026
What happens when an AI agent’s learning doesn’t stop at deployment? Join PhAI Labs for the Lifelong Agents Workshop @ COLM 2026 on October 9 at the Hilton San Francisco Union Square. Let’s dig into what it takes to build agents that keep learning, adapt to changing environments, and carry useful knowledge forward.
Bring your big questions, bold ideas, and the tricky problems you’ve been turning over. Whether you’re building agents, studying continual learning, or curious about how these pieces fit together, come ready to compare perspectives and spark fresh ideas with fellow COLM attendees.
Invited speakers
Sergey Levine — UC Berkeley
Fred Sala — Snorkel AI / University of Wisconsin–Madison
Shi Dong — RadixArk
Philippe Laban — Microsoft Research
Graham Neubig — Carnegie Mellon University / OpenHands
Yu Su — NeoCognition / The Ohio State University
Ying Liu — Scale AI