Founder · Author · Operator
U.S. Air Force veteran. Amazon warehouse associate. Founder of Contruil LLC. I built a company on AI while working overnight shifts — because the system wasn't designed for people like me, so I built my own.
Systems architect working at the intersection of operational infrastructure, network engineering principles, applied AI systems, and reliability engineering.
Experience includes high-throughput logistics environments, technical systems architecture, and operational routing frameworks used to model resilient systems.
Multi-Validator AI Consensus System
A validation architecture designed to prevent unreliable outputs from entering production systems.
Python · dataclasses · state machines · unit testing
Survival Economics Modeling Tool
A data-driven budgeting system that analyzes cash flow patterns and predicts financial risk events.
Python · JSON processing · statistical modeling
Cryptographically Verifiable Identity Systems
Event-driven identity architecture using deterministic state transitions and signed audit trails.
Python · C# / Unity · SQLite · cryptographic libraries
Selected engineering artifacts demonstrating systems architecture, validation pipelines, and operational reliability models.
Multi-Validator AI Governance Architecture
Consensus-based validation pipeline preventing unreliable outputs from entering production. Three independent validators, four sequential quality gates, escalation and halt logic.
Architecture Model →Survival Economics Modeling Tool
Data-driven system analyzing cash flow patterns and predicting financial risk events. NSF prevention modeling, buffer recommendation algorithms, subscription optimization.
View Layer 0 Tracker →Cryptographically Verifiable Identity Systems
Event-driven identity architecture using deterministic state transitions and signed audit trails. Ed25519 signatures, cross-platform implementation, decentralized identity models.
View Portfolio →Decision Routing & Operational Orchestration
Experimental prototype classifying operational signals and routing decisions through structured validation pipelines before execution. Context-aware routing, escalation workflows, structured audit logs.
Architecture Model →Three-layer control architecture — governance, operations, validation.
CYW / Virgil Two-Axis Architecture — Operational Flow × Governance Control
Figure: CYW/Virgil Two-Axis Architecture. The CYW framework routes operational decisions through a structured pipeline (observation → routing → validation → execution). A vertical governance layer (Virgil OS) functions as the system control plane, enforcing protocol compliance, maintaining decision traceability, and preserving operational memory. Feedback mechanisms continuously refine routing logic and validation models.
A methodology for routing decisions, validating outputs, and maintaining operational clarity in complex systems.
Operational frameworks that translate industrial reliability principles into digital architecture patterns.
Survival Economics Modeling Tool — Free
A spreadsheet framework for modeling survival economics and financial resilience. No signup. No paywall.
Systems thinking applied to real-world decisions, operations, and reliability architecture.
Decision routing protocols, operational quality gates, infrastructure failure chains, signal-to-noise management.
Multi-layer routing stack: triage → domain specialists → escalation → documented resolution.
Applied architecture analysis across logistics, academic systems, and AI infrastructure.
Systems fail when signals are ignored, verification is skipped, or decision authority is unclear.
My work focuses on building architectures that enforce traceability, validation, and operational clarity — whether in logistics infrastructure, software systems, or AI orchestration. The goal remains constant: systems that remain stable under pressure.