Production AI Systems
Guardrails, evaluation, and rollout that make AI reliable in real workflows.
Software Engineer · AI Lead · IT Manager
Technical leader building AI-enabled software, internal products, and automation systems that teams trust in production. I focus on delivery that improves real workflows across software, IT, security, and operations.
Field kit
Practical delivery built for real constraints and adoption.
Now
Operational AI, internal products, and reliable systems teams trust. Experience building secure B2B SaaS and AI Products that sell.
Chapter 01
I started my technology journey at 13, saving up for a laptop to learn how to code. Today I lead AI and software initiatives with a systems administration background, understanding and focused on uptime, security, and performance.
I am a trusted advisor to executive leadership, translating complex systems into durable workflows under real-world constraints of cost, compliance, reliability, and human behavior.
Chapter 02
Guardrails, evaluation, and rollout that make AI reliable in real workflows.
Internal products that reduce manual work and improve operational clarity.
Process design that removes toil and builds momentum across teams.
Signals that matter: metrics, logs, and fast feedback loops.
Practical hardening and governance without slowing delivery.
Cloud and on-prem experimentation standardized into repeatable deployment.
Chapter 03
I keep work grounded in operational reality. The process is simple, but the discipline is rare.
Clarify the outcome, identify constraints, and choose the smallest lever that changes the system.
Align architecture, data, and human workflows so adoption feels inevitable, not forced.
Ship in increments, measure impact, and build guardrails that scale with the business.
Chapter 04
Built and launched a wedding-focused SaaS platform for formalwear shops to run fittings, tailoring workflows, communication, and billing in one operational system.
Designed and delivered an internal meeting intelligence product that turns architecture project discussions into structured minutes, decisions, and action items.
Designed and shipped internal automations for preboarding, onboarding, and project information routing across departments.
Want more detail? Let’s talk and I will share the playbooks.
Chapter 05
Own AI and software initiatives end-to-end, from use-case selection through production rollout and adoption.
Building and operating a multi-tenant SaaS platform for formalwear shop operations, communication, and billing.
Deliver custom AI automations and software systems for small to mid-sized client teams.
Led infrastructure, cybersecurity, and operational automation in a production manufacturing environment.
Supported day-to-day IT operations and implemented an internal help-desk workflow to improve response tracking.
Chapter 06
Western Governors University
Member: WGU Cybersecurity Club
Excellence awards: Secure Software Design, Security Operations, Secure Network Design
Western Governors University
Member: WGU Cybersecurity Club
NVIDIA Generative AI LLMs, AWS Cloud Practitioner, CompTIA PenTest+/CySA+/Security+/Network+/A+, ITIL v4, Linux Essentials (LPI).
Chapter 07
I recharge in the mountains, with a good book, and by building things purely for curiosity.
Chapter 08
Places that shaped my curiosity, one state and country at a time.
United States
World