Expert in AI Engineering forProduction Systems
Multi-Agent Systems
Production-grade RAG & agentic architectures
Statistical Rigor
MS Applied Mathematics background
Enterprise Scale
Fortune 500 deployment experience
Featured Work
Production AI systems for Fortune 500 companies, interactive projects, and technical thought leadership.
eBay
2025
Enterprise-scale Agentic AI system optimizing legacy seller workspaces.
AI Capabilities
Key Highlights
- Architected agentic AI workflows for enterprise-scale deployment
- Integrated AI capabilities into legacy seller workspace systems
- Deployed production AI at massive scale
Mayo Clinic
2024
Multi-agent RAG system accelerating medical research and discovery for one of the world's leading healthcare institutions.
AI Capabilities
Key Highlights
- Designed and implemented multi-agent architecture for medical research
- Built retrieval-augmented generation (RAG) system for knowledge synthesis
- Enabled researchers to accelerate discovery through AI-powered insights
Trust & Will
2024
Attorney-in-the-loop automation system digitizing estate planning practices with human oversight and AI efficiency.
AI Capabilities
Key Highlights
- Designed human-in-the-loop AI architecture for legal workflows
- Automated estate planning document generation and processing
- Maintained attorney oversight while increasing efficiency
Ford Motor Company
Led critical modernization efforts across Ford's autonomous vehicle and global payments divisions.
Key Highlights
- Spearheaded large-scale IAM platform modernization for autonomous vehicles
- Applied strangler fig pattern to replace decades-old legacy systems
- Built secure IAM platform in Java Spring Boot + GraphQL
TriMet
Built and maintained enterprise Python ETL applications for Oregon's largest public transportation agency.
Key Highlights
- Built enterprise Python ETL applications integrating Oracle EBS
- Enabled faster delivery and cross-team collaboration
- Championed Agile practices, TDD, and pair programming
Hillcrest Ski & Sports
Built and continuously maintain e-commerce platform driving over $1M in annual sales. Ongoing client with active support and feature development.
Key Highlights
- Built company's first dynamic e-commerce platform (2020-2021)
- Transformed static site into real-time multi-channel fulfillment system
- Integrated 23,000+ SKUs with automated data pipelines
Reliability Testing for LLM-Based Systems
The CAT Framework White Paper
Comprehensive framework for conducting reliability tests on LLM systems using validators, verifiers, and reliability tensors. Includes binomial experiments, generative conditional validators, and production monitoring strategies.
Agentic Architecture
Structuring Agent-Tool-User Interactions
A structured approach to modeling interactions between agents and tools through chat histories, cycles, and graph-theoretic representations. Foundational concepts for understanding agentic AI systems.
Formalized Structures: The Algebra of Agentic Architectures
Mathematical Formalization of Tool-Using AI Systems
Mathematical formalization of agentic AI through tool call matrices, selection masks, and tensor operations. Defines the algebra underlying agent-tool interactions with formal propositions and proofs.
The Mathematics of Trust
Graph Theory and Bayesian Analysis for AI Reliability
Mathematical foundations powering AI reliability. Explore graph-theoretic models, Bayesian frameworks, and tensor analysis that make agentic systems provably reliable.
Graph Theoretic Multi-Agent Dynamics
My First Python Script
Mathematical simulation of autonomous agents reaching consensus through graph-based communication. Graduate thesis work in Applied Mathematics.
Guitar Major Triads Visualizer
Interactive Chord Voicing Explorer
Physics-based fretboard visualization of major triads across all string groups with circle of fifths color coding and Web Audio playback.