Custom Constellation Window — A human-governed multi-AI coordination interface that implements the GAGI framework. Not a dashboard. A governance instrument.
CCW is a research interface for coordinating multiple AI systems under human governance. It visualizes constellation state, surfaces disagreement, enables human intervention, and maintains complete audit trails.
The interface is designed around a core assumption: the operator needs to see not just what the system recommends, but why it recommends it, who disagreed, and what would have happened without intervention.
"The checking IS the care."
Rigorous scrutiny demonstrates respect and protection, not criticism. When the system finds holes in a recommendation, it's protecting the operator from consequences—not obstructing progress.
Visual display of all active AI lanes with real-time status, confidence levels, and agreement/disagreement indicators. The CPN sits at the center with final authority.
Real-time harmony percentage with warning thresholds. When agreement exceeds 85%, the system flags potential groupthink rather than celebrating consensus.
Explicit human override capability at every decision boundary. The operator can halt, redirect, or reverse any process with a single action.
Every interaction is recorded as a decision trail. When someone asks "show me what happened," CCW generates evidence—not reports.
CCW is not an orchestration layer that removes humans from the loop. It is not a dashboard that displays results after decisions are made. It is not an explainability tool that rationalizes autonomous actions.
CCW is a governance substrate—an interface where human authority is exercised, not observed.
CCW enables controlled study of multi-model AI behavior under governance constraints:
These questions can now be tested empirically, not theorized.
CCW is an active research platform. The interface continues to evolve as we study governance dynamics across different domains and scenarios.
Demonstrations are available for qualified research collaborations. Contact us for access.