Turn AI potential
into working systems
Data & AI practitioner with 5+ years building scalable data systems on Azure, GCP, and Databricks. Now consulting on AI team training, RAG pipelines, and agent development — helping companies deploy AI that works in production, not just in demos.
What I Do
AI that actually ships
Three focused areas where I help companies move from AI experiments to production-ready systems.
AI Team Training
Hands-on workshops and curricula that take your engineering, product, and leadership teams from AI-curious to AI-capable.
Learn more →RAG Pipelines
Production-grade retrieval-augmented generation systems — from embedding strategy to chunking, retrieval, and evaluation.
Learn more →Small Agents Development
Focused, reliable AI agents scoped to real business workflows — not demos, but systems that run unsupervised in production.
Learn more →Latest Thinking
From the blog
Why Most RAG Implementations Fail in Production
Retrieval-Augmented Generation works in demos but breaks in production for predictable reasons. Here's the architectural checklist I use with every client.
The AI Team Training Framework I Use at Every Engagement
After training dozens of engineering and product teams on AI, I've settled on a framework that works regardless of team size or AI maturity.
Designing Small Agents That Actually Run Unsupervised
The word 'agent' is doing a lot of heavy lifting in AI right now. Here's how I scope, design, and ship agents that work reliably without babysitting.
Work With Me
Ready to ship AI that works?
Whether you need to upskill your team, architect a RAG system, or build focused agents — let's talk.