Handbook
Decisions v1.0.0· updated 2026-07-17

Kernel Copilot Pattern

Instead of N admin panels, one endpoint fans out to every subsystem, summarises the state with AI, ranks prioritised actions, and answers grounded questions.

The problem: operators were tab-hopping across ten Brain pages to piece together system state. Cognitive load was the bottleneck, not information.

The pattern: one server function aggregates read-only snapshots from every Brain in parallel, produces a single normalized payload, and passes it to the model as grounded context. The UI shows summary + prioritised actions + ask-anything.

Rule: any new admin surface must integrate into Kernel Copilot's fan-out before adding its own top-level nav entry. Consolidation over accumulation.

References