AI Engineer Programming

May 10, 2026 · Artificial Intelligence

Lossless Context Management (LCM): Handling Unlimited Agent Tasks with Finite Windows

The article analyzes the limitation of finite LLM context windows for unbounded agent tasks, reviews existing truncation, summarization, and RAG approaches, and presents the Lossless Context Management (LCM) architecture with immutable storage, hierarchical DAG compression, three‑level summarization, and zero‑overhead processing for both short and large‑scale workloads.