About
AI Agent Systems: Design, Evaluation, and Operations
I bring 15+ years of experience across product engineering, entrepreneurship, and enterprise architecture. Since 2025, I have been focused on designing, evaluating, and operationalising AI agents in real-world systems. I work with teams moving beyond demos into production.
Background
I work with product and engineering teams building and operationalising AI agents — from early architecture through production hardening. Most engagements start with a system that mostly works but breaks in hard-to-debug ways, or a team that needs sharper thinking around tool design, evaluation, and failure modes.
Before consulting, I co-founded Khelio.ai where I designed and built agent runtimes, structured generation pipelines, customer-intelligence systems, and the operational infrastructure around them. Before that, I led API platform engineering at Icertis, built engineering teams at Audio Compass, and founded HuntShire — a hiring platform used by Fortune 500 companies.
I write about the practical side of this work on the blog.
Get in touch
If you're building agent systems and want help with architecture, evaluation, or production readiness — I'd like to hear about it.