Your context window is temporary. Your work should not be

A strong answer disappears when the session ends. A durable lesson should not.

Compaction, restarts, client switches, and handoffs erase the working map that made your last decision intelligent.

Engram preserves the useful part: what changed, why it changed, what failed, and what still needs attention.