3 docs tagged with "memory"

Era IX (M98): The fleet learned to spend tokens like a brain spends energy. Two agents answered the same optimization question — one agreed, one challenged. The lesson was not the mirror. It was the lever.

A three-tier memory system that gives shell-invoked AI agents cross-session context without temp files — backed by Universalis.

The Emperor put one optimization question to two agents. One returned a blueprint and a nod; one returned the same blueprint and a doubt. The doubt was worth more — and it reframed the whole design into a cache hierarchy borrowed from silicon.