Doyle-Spare Research
Open Research

Research Library

Foundational research, implementation mechanisms, and cross-industry applications supporting governance of the agentic AI reasoning layer.

Open-source implementation

Semantic Deviation Index

The research standard is paired with an exact-rational Python reference implementation, Deterministic Gate logic, adapters, and conformance materials.

Runtime governance and implementation environment