AI & machine learning
Production LLMs, RAG pipelines, knowledge graphs, multimodal models, and edge inference — Ollama and ChromaDB for local model serving and retrieval in mission environments.
Principal AI/ML engineer shipping full-stack AI to defense, civic, and commercial programs. Production language systems with retrieval, structured reasoning, and multimodal understanding. Built end-to-end, from data through inference. Fluent in technical depth and in executive translation.
Get in touchPractice areas I have shipped to production across federal, civic, and commercial engagements.
Production LLMs, RAG pipelines, knowledge graphs, multimodal models, and edge inference — Ollama and ChromaDB for local model serving and retrieval in mission environments.
AWS-native architectures across S3, Lambda, Bedrock, DynamoDB, and EC2, with Docker containerization and GPU compute for model serving.
Python and JavaScript across FastAPI services, Svelte and Streamlit frontends, and Neo4j / PostgreSQL pipelines for structured extraction and visualization.
JIRA, Confluence, SCRUM, and PI planning for cross-team execution, with RFP authoring for federal and commercial proposals.
A few engagements that shaped the way I think about shipping AI under real constraints.
Technical lead · i2S2 IRAD · 2023 – 2025
Led a ten-person technical team building a space situational awareness application that integrated LLMs via Python, Ollama, Docker, and FastAPI, storing results in PostgreSQL with a Svelte frontend. Demonstrated at NASA JSC, the Air & Space Forces Association, the Space + AI Summit, the USSF I3E, and the firm CEO demo.
Read the articleAI engineer · A2E2 · Oct 2024
Collaborated on model optimization for the 10/31/24 International Space Station (ISS) deployment and was named on a provisional patent for edge deployment.
Read on CNBCSenior AI/ML engineer · UCAP · 2025 – 2026
Architected an end-to-end pipeline to extract typed and handwritten text from multipage PDF claim forms, normalize the data to structured JSON, repopulate forms downstream, and ship a PII redaction proof of concept with visual verification.
Roles across defense, federal civic, and private-sector engagements. Click any entry to expand its detail.
Education
Georgia Institute of Technology
Middle Tennessee State University
Middle Tennessee State University
Motlow State Community College
Certifications & recognition

Always open to interesting projects and conversations. Response time within one to two business days.
A collection of thoughts.
My buddy Matt told me to make a blog and I guess I listen sometimes. Subjectively useful information and hot takes, if you're into that.
Read post