Systems engineering, freelance software development, AI automation, and applied statistics.
Proprietary trading firm · Freelance software developer · Chicago & Erie · LinkedIn · Email
I like infrastructure that stays boring in production, automation that removes friction, and AI systems that hold up under real-world constraints.
- Production systems, observability, and change discipline in a low-latency environment
- Internal AI enablement for engineering teams, including shared assistant workflows and knowledge access
- Freelance software development for practical business and automation problems
- AI automation, LLM workflows, and cost-aware applied AI systems
- Cloud and network automation across AWS and OCI with Terraform and Ansible
- Data-backed tooling, applied statistics, and practical ML when a problem is worth modeling
- Internal AI engineering enablement: working on Claude Slack integration with Jira and Confluence so senior engineers can authenticate with their own Claude accounts and operate in a shared workspace tied to tickets and company docs.
- Trading server config analysis: scanning trade-server configurations into Git-backed version control so Claude can analyze drift, misalignment, and operational inconsistencies across environments.
- Expense capture mobile app: shipped a React mobile app now being tested by a for-profit education company. It lets employees capture receipt images, assemble expense submissions, and generate a signed PDF package for handoff. Backend is serverless on AWS with Lambda functions and S3 storage.
- Interactive infrastructure demos: AWS network diagram and EC2 / DB / S3 layout built with SVG/canvas for explanation, not just decoration.
- Small-business web builds: shipped responsive sites for Curtis Smith's Gunsmithing and Smith Automotive.
- Applied AI systems: built LLM-assisted extraction and Q&A workflows where latency, token cost, and noisy source material all matter.
- ABHES Q&A bot: parsed a 225-page regulatory PDF into an 800+ item lookup with GPT-4 plus GPT-3.5 batching in about 15 minutes at sub-$4 cost, replacing a much slower expert-review loop.
- Erie County housing analysis: automated Python ingest, SQL storage, geocoding, and API exposure for 20k+ residential sales records.
- Reliability over theatrics
- Clear automation over manual ceremony
- AI where it improves outcomes, not where it creates noise
- Measurement before optimization
- Practical delivery over resume-driven complexity
This profile updates itself twice a day through GitHub Actions . A single Python job fetches a filtered programming joke plus an activity suggestion, patches this local
README.md, runs tests, and pushes one commit with the built-in GITHUB_TOKEN.
⚡ AI Joke of the Day: 🤖 What do you get if you lock a monkey in a room with a typewriter for 8 hours? A regular expression. 🤖
⚡ AI Suggestion of the Day: 🤖 Write a song | music | solo | free 🤖
Attribution: JokeAPI for jokes. Activity data follows the boredapi.com JSON shape, with a compatible mirror as fallback.
Tai chi and chi gong through the VA, volunteering with the local humane society, and time under a telescope whenever the sky cooperates.
- Infra: AWS, OCI, Terraform, Ansible, Linux, networking, observability
- Application: Python, TypeScript, React, SQL, API design, automation, freelance delivery
- Mobile & serverless: React mobile UI, AWS Lambda, S3-backed document and receipt workflows
- AI: LLM workflows, prompt/system design, structured extraction, cost-aware batch processing, practical automation
- Enterprise enablement: Claude integrations, Slack workflows, Jira/Confluence context, config analysis, Git-backed operational review
- Analysis: R, applied statistics, experiment design, data cleaning, lightweight ML
- Delivery: GitHub Actions, Docker, CI/CD, repo hygiene
AWS |
Terraform |
Ansible |
Docker |
Linux |
Python |
TypeScript |
React |
Django |
JavaScript |
HTML5 |
CSS3 |
PostgreSQL |
MySQL |
SQLite |
MongoDB |
R |
Bash |
Git |
GitHub |
- Systems, proprietary trading firm: production systems, reliability work, and internal tooling in a low-latency environment
- Freelance software developer and DevOps: current freelance software development, cloud architecture, mobile/product delivery, serverless automation, AI-assisted tooling, and delivery systems
- Statistical analyst and consultant: applied stats, econometrics, operational analysis, and data product work
- Code Platoon, DevOps and Cloud Engineering, 2024
- Code Platoon, Full Stack Software Engineering, 2023
- Penn State, Applied Statistics Graduate Certificate, 2015
- UC San Diego, B.A. Economics, 2011
- San Diego Mesa College, A.A. Business Education, 2008
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