Signal Layer
Agents monitor certification, supplier, MRO, export, logistics, and weather signals.
Events are normalized with source metadata, severity, confidence, and provenance before they reach an operator.

Intelligence Loop
For aircraft programs, CMD acts as the command layer between the signal environment and the people who own the response. Agents watch the outside world, Convex keeps the operating model live, and every brief carries sources, confidence, routing, and provenance.
Agents monitor certification, supplier, MRO, export, logistics, and weather signals.
Events are normalized with source metadata, severity, confidence, and provenance before they reach an operator.
CMD resolves each signal against assemblies, suppliers, facilities.
The platform links change to dependency paths, commitments, timing, risk windows, and affected operating teams.
The system explains what changed, what it affects, and why it matters.
Briefs carry sources, confidence, impact, recommended action, and the context needed for human review.
Work routes to program, certification, supplier-quality, and delivery owners.
The loop is accountable: protect certification gates, delivery timing, and customer commitments, with action status and audit trail preserved.
Live Objects
Assemblies, suppliers, facilities
Watched Signals
Certification, suppliers, MRO, delivery risk
Decision Owners
program, certification, supplier-quality, and delivery owners
Outcome
protect certification gates, delivery timing, and customer commitments
A useful first brief needs the surface, source environment, operating objects, and owner path. From there, CMD can model how agents should watch, map, brief, route, and preserve decisions.