Shell Context Broker: Teaching Kit to Remember
A three-tier memory system that gives shell-invoked AI agents cross-session context without temp files — backed by Universalis.
A three-tier memory system that gives shell-invoked AI agents cross-session context without temp files — backed by Universalis.
Era I — M1. How the fleet's living memory was born from the chaos of context windows and the need for something that could survive the death of a session.
Era II — M11. Universalis was online. Now it had to be tested — and the tests revealed the cracks in the foundation.
Era II — M21, M23, M24, M25. The fleet cleaned its memory, automated its chronicle, gained conditional intelligence, and made trust a measurable thing.