
Building teams,
across the globe.
Twelve recommendations from people I've worked with — from senior leaders to engineers I hired into their first role.
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Notes on engineering,
leadership, and AI.
Short essays drawn from running teams, shipping AI products, and the trenches of software delivery.
LeapHubAI helps companies embed AI into how they build, test, and ship software — not as a side project, but as a core part of their engineering culture and workflow.
We work alongside your team, deliver actionable results one workflow at a time, and build AI literacy — not just AI tools.
Visit LeapHubAISoftware engineering manager
with a finance brain.
20+ years in software development and engineering management. I specialize in building high-performing teams and scalable software. The finance background means I translate engineering decisions into business outcomes — and the other way around.
Engineering leadership
Leading distributed teams across 6 continents — high performance, high job satisfaction, low drama.
Full-stack development
.NET, C#, Python, React, applied AI, and a long list of databases. Still write code; still review code.
Cloud & infrastructure
AWS, serverless, IaC. The boring work that lets product teams move quickly without surprises.
Two decades of
shipping software.
From IC building distributed systems to managing teams that ship across six continents — most of it through compounding, boring discipline.
Software Architect / Project Leader
Tools and habits
I've actually shipped with.
No percentage bars — years and the kind of work I've done with each. Toggle for technical vs. management.
Half finance,
half computer science.
Two degrees, a habit of reading research papers, and a long-standing belief that the best engineers think about cost and outcome before architecture.
Let's talk.
Hiring, advising, or just curious.
The fastest way to reach me is LinkedIn — I read every message. Engineering leadership, AI consulting, advising, and the occasional speaking invite all welcome.