Memory Is a System, Not a Window

The principle

Think of the context window like a computer's RAM. The agent should actively move information between a small in-context working set and large external storage, deciding what to keep, what to evict, and what to recall. Cramming everything into one flat window mixes up working memory with long-term storage and hits hard limits fast. Durable memory needs explicit tiers and self-managed retrieval.