What I work on#
Multi-agent systems. Orchestration, RAG pipelines, MCP tool surfaces, evaluation harnesses and guardrails. Mostly Azure OpenAI, Microsoft Agent Framework and LangGraph.
Azure platform architecture. Keyless service-to-service auth, AKS, identity and governance — the parts teams usually defer and then have to retrofit.
System design. Thinking a design through before it gets expensive to change. Written findings, not a slide deck.
Proof of concept through to production. The stage where a design has to survive contact with real data and real latency.
How I approach it#
Written design before code. I stay hands-on — I build what I design rather than handing it off. Most of the projects on my GitHub started as a problem I hit on real work and then rebuilt in the open.
Get in touch#
If you’re building something in this space — an open source project, an architecture problem, or an idea worth thinking through — I’m glad to talk.