Independent systems researcher and builder of The Interdependency.

I build executable research systems around agent architecture, formal geometry, measurement, provenance, metadata, language representation, and mobile-first AI infrastructure. Work is developed through explicit assumptions, falsification, reproducible evidence, and preserved uncertainty.

The canonical current work lives in The-Interdependency. Repository READMEs carry each project's present scope, authority, evidence status, limitations, and verification guidance.

Selected active work:

• a0 — public-facing research instrument for persistent-agent architecture and multi-model orchestration.
• skill-lib — portable agent skills and MSDMD native-first metadata tooling.
• stack — composition forge for pinned repositories, cross-system research, falsification, and project graduation.
• UCNS — exact geometric constructions including Public Gonol carriers and framed Möbius motion.
• EDCM — measurement and evaluation research with provenance-preserving result contracts.
• EPAC — elementary/particle-scale energy-and-arity coupling research with explicit falsification boundaries.
• METAPAT — semantic authority for cross-domain structural comparison and constrained terminology transfer.
• UCHC — Unit Circle Hyperspace Constructs for human and programming-language representations; current release status is documented in-repo.

I use multiple AI systems as computational and critical tools. No model is treated as authoritative. Claims are separated from evidence, negative results are retained, and unresolved constraints remain explicit rather than being silently completed.

Start with the README of the repository you intend to use. Check its license, current status, verification instructions, and stated nonclaims before treating an implementation as established theory, validated measurement, secure infrastructure, or a production dependency.

Historical personal repositories remain visible for provenance. Current canonical development should be read from the organization repositories above.

Licensing varies by repository. Use the license and attribution terms committed in the repository containing the work you intend to use.

The public graph is intentionally smaller than the working graph. A map should help you enter the building, not hand you every key.