ACE (Agentic Context Engineering) is a framework that enables large language models to self-improve by treating contexts as evolving playbooks. It accumulates, refines, and organizes strategies through a modular process guided by a grow-and-refine principle. The framework addresses traditional limitations like brevity bias and context collapse by preserving detailed, domain-specific knowledge while remaining comprehensive and scalable throughout adaptation.