Maureen Doyle-Spare is the originator of both the Semantic Control Plane runtime governance architecture and the Agentic 3 C’s Framework, advancing institutional design for agentic AI through her research.
The research identifies the Operational Interpretation as a missing control object and develops a connected architecture around the Reasoning Baseline, Runtime Semantic State, Semantic Deviation Index, Deterministic Gate, Authorization Emission, and reconstructable semantic evidence.
The work spans semantic layer governance, financial services, cybersecurity, life sciences, operational resilience, enterprise economics, and pre-execution assurance.
