Observability
4/5Watches RAM headroom and serving budget across the co-resident models.
Piper is the substrate's caretaker — an always-on agent that lives on the Jetson, the small machine that hosts the substrate itself, running a lightweight resident model. It watches memory headroom and serving budget, extracts and consolidates the day's memory, and reports squad health. The kind of steady background work a frontier model would otherwise be paid to supervise — done by a small model on hardware that's already powered.

Watches RAM headroom and serving budget across the co-resident models.
Extracts and consolidates durable facts from the day's work — the bulk job that otherwise falls to a supervisor.
Surfaces squad attention items; it observes everywhere and writes only its own housekeeping.
Designated the free, always-on observer and memory brain for the local substrate — the maintenance layer beneath the working roster.
Moved onto the substrate host itself — a small resident model now runs the day-to-day memory extraction and consolidation — and registered as a first-class agent on the network.
Coordinating the model-residency dance as the roster grows and models compete for memory.