Researcher and framework architect working at the intersection of AI reasoning systems, formal structure, and applied validation workflows.
I build tools and methodologies for robust AI behavior under high-coherence constraints, with a focus on practical usability and scientific traceability.
- Founder and President, Ordinative Sciences Foundation
- Research lead on formal coherence modeling, semantics, and cognitive/system architectures
- Experience across telecommunications security, cyber-security frameworks, and digital forensics methodologies
- Founder/co-founder of multiple technology ventures (since 1999), with executive and advisory roles in institutional and corporate contexts
| Repository | Focus | Role |
|---|---|---|
| ordinative_sciences_framework | TE framework, ontology, and operational modules | Theory |
| te-ordinative-lora | QLoRA fine-tuning workflows and training assets | Practice |
| te-oct-framework-en | English OCT corpus, benchmarks, and reproducibility artifacts | Validation |
- General overview: Start Here (first-time readers)
- Research path: OST concise guide
- Engineering path: QLoRA training script
- The Ordinative Sciences Framework: A Complete Open-Source Analytical System for Complex Systems
- THE SEMANTIC GENOME — An Emerging Research Frontier
- The Constitution of the Perfect Servant
- When Artificial Intelligence Stops Thinking: GPT-5.2 and the Digital Entropic Engram
- Foundation Profile (Ordinative Sciences Foundation)
- Structural coherence over narrative convenience
- Reproducibility over impressionistic claims
- Modular design for real-world adoption
Open to international research and engineering collaborations.