I embed with teams and ship production systems in their context — 19 of them over 10 years, across AI, AgTech, EduTech, fintech, and healthcare. From 3D feed-measurement on real dairy farms to HIPAA-compliant clinical platforms.
Forward-deployed. I embed with a team, build in their context, and ship production software against the work as it actually happens — not a spec written far from it.
Embed
I sit with the people who feel the pain — dairy farmers, clinicians, founders — and learn the workflow before writing code. For SilagePlan that meant standing in the field while drones measured feed piles.
Build
No abstract backlog. I build the thing the customer will use on Monday, in their context, and put it in their hands fast. Tight loops beat big specs.
Iterate
I watch how it actually gets used, fix what breaks, and hand off something the team can run. The goal is a system that outlives my involvement, not a demo.
Four areas, with the numbers to back them. AI architecture, engineering leadership, full-stack delivery, and systems built for regulated environments.
Multi-LLM systems, RAG pipelines, voice AI agents
Hiring, mentoring, and running teams through delivery
React and Python, from first commit to production
HIPAA-compliant, regulatory-ready architectures
A few that shipped, scaled, and still run in production.
Regulatory reporting for European banks
Built from scratch → 50+ institutions now use it
AI-powered investor intelligence
Multi-LLM system processing millions of data points
Real-time voice AI for therapy
92%+ accuracy speaker diarization, HIPAA compliant
AI diagnostics for 50+ vet practices
10K+ medical records analyzed daily, 87% accuracy
10 years of hands-on engineering, plus the teams and process around it.
Built engineering teams from scratch
Hired and onboarded 20+ engineers across 6 teams. Created interview processes, onboarding docs, and team culture from zero.
Turned junior devs into tech leads
Through regular 1:1s, code reviews, and stretch assignments. Three of my mentees now lead their own teams.
Ship every sprint, no exceptions
Established Agile practices that actually work. 95%+ sprint completion rate across all teams I've led.
Bridge the gap between business and tech
I translate founder vision into technical roadmaps. No jargon, just clear deliverables and honest timelines.
Peer-reviewed work in AI and healthcare, cited 415+ times.
Applied Sciences (MDPI) • 2021
A lightweight YOLOv3 + DarkNet-53 model achieving 97.68% accuracy for real-time gesture recognition — enabling accessibility technology for people with disabilities to communicate effectively.
Technical deep-dives on Python, Django, and the things I learn shipping software.
Django is a robust web framework that allows developers to build complex web applications with ease. However, many developers only scratch the surface of what Django has to offer, missing out on some of its most advanced features.
Fresh for server side rendering
Simplify Your Code and Increase Your Productivity
I take on engineering leadership, AI and LLM builds, and full-stack work — from a single hard problem to a team that needs running. Tell me what you're building.
