Core Frameworks
The Body
of Work.
Original frameworks developed over years of applied systems thinking, category theory, and semantic engineering — each grounded, peer-reviewed, and battle-tested across healthcare, pharma, telecom, and aerospace.
Frameworks & Research
Grounded.
Peer-Reviewed.
Battle-Tested.
Six bodies of work spanning AI governance, semantic architecture, holonics, knowledge engineering, and institutional resilience.
01
AI Governance · INCOSE
AI Circuit Breaker Architecture
Five-layer morphism-grounded assurance architecture with MTBH metric,
Composition Theorem, GUM-based uncertainty quantification, and STPA/STAMP
integration. Co-authored with University of Arizona for INCOSE SE4AI.
View Framework →
02
Semantic Architecture · STPA
RDSG v2.0
Requirements-Driven Semantic Gateway Architecture with full STPA/STAMP
integration, UCA coverage, irreversibility enforcement, temporal SWRL
rules, and human-system process model synchronization.
View Framework →
03
Systems Architecture · Holonics
Holonic Semantic Architecture
Four-level holarchic integration of all prior frameworks into a coherent
whole-part architecture. Bridges ontological governance with operational
AI assurance at enterprise scale.
View Framework →
04
Knowledge Engineering · GraphDB
Unified Semantic Knowledge Layer
Built from scratch at Verizon: the Knowledge Engineering discipline governing
30,000+ data assets using OWL, RDF, SPARQL, SHACL, and SKOS across the
enterprise knowledge graph.
Explore →
05
AI Trustworthiness · DARPA
Morphism-Grounded Assurance
Formal AI trustworthiness research targeting DARPA DSO Office-Wide BAA
Thrust 4. Category-theoretic foundation with 15 SVG architectural diagrams
and component content system.
View Research →
06
Institutional Resilience · Policy
S.E.P.A. Framework
Systemic Exploitation Prevention Act — policy architecture grounded in
Doughnut Economics, STPA/STAMP, and the Planet > People > Profit
values hierarchy. Civilizational immune system design.
Read More →
Next Step
Put These
to Work.
Whether you're facing an AI governance challenge, exploring a semantic architecture engagement, or considering Jeffrey for a senior role — the conversation starts here.