4 docs tagged with "contextalis"

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.

The full ledger of the fleet's token-economy decisions — each one's value, how it was actually implemented, and its scope of applicability: when to reach for it and when not to.

Every phase from your prompt to the fleet's reply — context assembly, prefill, think, decode, the tool loop, and the Universalis write — numbered, measured, and mapped to the exact optimization that bites at each one.

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.