Regime Awareness Roadmap

Regime Awareness is Tegrity.AI’s concrete technology and operational capability for detecting when the operating conditions, assumptions or control structures behind a system’s recent behaviour are becoming invalid.

It is being developed as a minimal, domain-agnostic capability that can be adapted across environments where cascading effects, structural fragility and regime shifts matter, including AI systems, industrial operations, supply chains, cybersecurity, finance, logistics and critical infrastructures.

Its core function is to help systems identify when the conditions behind their recent behaviour are no longer valid, so that guardrails, buffers and decision boundaries can be adjusted before instability propagates.

This matters because most current systems are optimised for stable conditions. They often perform well until the underlying regime changes, at which point models, thresholds, controls and assumptions can quickly become invalid. In many cases, the problem is not the absence of prediction, but the absence of Regime Awareness.

Regime Awareness is designed to be minimal, explainable and implementation-oriented, open and interoperable across domains rather than tied to a single vendor, industry or architecture.

Our intention is for Regime Awareness to become:

• an implementable technology and operational capability for real systems
• a common benchmark for comparing approaches to Regime Awareness and cascading-effect management
• an open-source foundation for future research, pilots and operational deployments
• a shared language across disciplines working on resilience, safety, governance and operational integrity

1. Regime Awareness Formalisation

Define the system boundaries, operating assumptions, detection conditions and falsifiable research questions for Regime Awareness.

2. Regime Awareness Validation — Current Priority

Strengthen theoretical validation, demonstrate the independence of the mechanism and design the evaluation method.

3. Research and Technology Development

Develop the proposed RUP Estonia programme, technical architecture, detection mechanisms and prototype implementations.

4. Organisational and Academic Evaluation

Test proposed capabilities through pilots, TalTech, QAVA/UV and independent evaluators where applicable.

5. Publication and Standards Contribution

Publish technical papers, reference materials and selected open implementations, and translate relevant findings into contributions to international standards and policy discussions.