QuoxDream implant

During slow-wave sleep, the hippocampus replays recent experiences to the neocortex, converting fragile short-term traces into durable long-term knowledge. QuoxDream mirrors this through session journaling and consolidation cycles. Every chat session is auto-saved as a structured summary. Every six hours, a dream consolidation cycle processes recent journals, extracting recurring themes: which agents appear most often, which topics recur, and where quality patterns cluster.

When a pattern appears three or more times across sessions, Dream creates a wisdom entry. Wisdom follows a lifecycle: tentative (newly observed), established (repeatedly confirmed), core (deeply embedded), and eventually decay (no longer relevant). This lifecycle prevents stale knowledge from persisting indefinitely while ensuring well-confirmed patterns grow in influence.

The wisdom entries Dream produces feed directly into Predict for pre-flight advisories, Executive for decomposition directives, and Learn for routing adjustments. This is how operational experience converts into institutional knowledge without manual curation.