Stoked to work closely with @Vtrivedy10 on this. I've spoken about it before but an emerging trend i'm seeing with many of the ai-native com…

Stoked to work closely with @Vtrivedy10 on this. I've spoken about it before but an emerging trend i'm seeing with many of the ai-native companies I work with (shoutout @larsen_weigle_ ) is a focus on baking in core elements of Continual Learning (trace data mining, environment simulations, etc) to the agent development lifecycle. Practices like this are cropping up in all sorts of domains like Law, Banking, Security and more and it's re-shaping the way agents are able to execute specialized tasks. Reach out if you're thinking about this in any way! Personally incredibly exciting at LangChain Labs to lead a focused, applied research effort into Continual Learning. A big prior is in treating the long horizon agent optimization problem as one that requires understanding signals from Agent Traces, Environments, and Production S…

Source: Harrison Chase (X) | 2026-05-20