pretty sick that i get to work with Jake every day on making continual learning + memory accessible at scale for every single agent one comm…

pretty sick that i get to work with Jake every day on making continual learning + memory accessible at scale for every single agent one common thread here is...the Trace a large part of Continual Learning & Memory is a data mining problem --> extracting signal across the massive amounts of contextual trace data produced across all your agents understanding that data gives you opportunities to do something afterwards: - generate evals for harness engineering or post-training - store facts in offline stores for retrieval - prepare reports that show product analytics and user behavior - measure cost & latency and propose using cheaper models if you look at your Traces and understand the data, then you can do a lot of cool things around Memory/CL & agent improvement

Source: Harrison Chase (X) | 2026-06-24