AutoRefine: Compiling Trajectories into Validated Typed Agent Artifacts

Libin Qiu, Zhirong Gao, Junfu Chen +6

Large language model agents repeatedly encounter related tasks, yet systems that learn from trajectories commit every lesson to one predefined artifact form. A local constraint, a…