Preprint Open access
Learning from Revision Consequences: Hindsight Meta-Experience Distillation for Self-Improving Agents
As agents continuously improve by generating and revising Skills, the process that discovers and refines those Skills becomes a learnable object in its own right. Task-Skills directly act on task execution, whereas Meta-Skills govern how agents discover and improve future Skills; their value therefore emerges through t …