Global ICL
A baseline method that concatenates all historical trajectories into the context. It is simple to implement but incurs the highest context cost, and irrelevant experience dilutes attention.
Timeline (last 90 days)
Relative to Global ICL, Routed Continual Learning reduces estimated API cost by 65-72%.
The Global ICL baseline stuffs all history into the context, hence its highest cost; the "ICL-only clustering method" first clusters the history and takes only the raw trajectories of relevant clusters, serving as a control between Global ICL and Routed CL.
All Facts (2)
Relative to Global ICL, Routed Continual Learning reduces estimated API cost by 65-72%.
50%UnverifiedThe Global ICL baseline stuffs all history into the context, hence its highest cost; the "ICL-only clustering method" first clusters the history and takes only the raw trajectories of relevant clusters, serving as a control between Global ICL and Routed CL.
50%