Governance Architecture
CHURPRIMO™ enforces execution stability through a structured governance architecture. Coherence is monitored continuously. Instability is constrained. Recovery is enforced before continuation is permitted.
Coherence Monitoring
CHURPRIMO monitors coherence across multiple runtime dimensions simultaneously. Divergence across these dimensions constitutes a governance event.
CHURPRIMO evaluates coherence across runtime conditions. Divergence is not logged — it is governed.
The Phase Model
Execution is governed through seven discrete phases. The phase structure is empirically derived from observed system behavior during runtime execution.
These phases provide a governance-oriented model for runtime state evolution.
Architectural Positioning
CHURPRIMO is positioned within the execution loop, between action generation and action commitment. It enforces the runtime control boundary without modifying model weights or orchestration logic.
Figure 1. Governance placement within the execution loop.
Results from Prototype Testing
The prototype validates runtime coherence monitoring and phase-governed recovery enforcement across controlled execution cycles.
Full execution cycles completed
Rupture detections across cycles
Coherence score improvement post-recovery
Recovery enforced before continuation resumed
These results are drawn from the active prototype build. Full methodology and extended results are documented in the accompanying research paper, available shortly.
Why Not Guardrails, Monitoring, or Feedback Loops
CHURPRIMO is not a refinement of existing approaches. It is a structural layer that existing approaches do not provide.
Passive output constraints. No execution state awareness.
Surfaces degradation. Cannot impose constraint.
Adjusts future behavior. Does not govern present execution.
Validates discrete outputs. Does not govern trajectory continuously.
Inline runtime governance. Coherence enforced. Instability constrained. Recovery required.
The difference is not degree — it is category.
Concepts related to CHURPRIMO™ were presented at the AAAI 2026 Spring Symposium on Mechanistic Approaches to Safe and Secure AI Systems.