I build AI systems and the infrastructure that keeps them alive in production. Over the past decade I’ve done this at Amazon and across enterprise and growth-stage companies — ML platforms, agentic systems, vector search, FinOps tooling.
This blog is a working notebook. I write when I have something concrete to say — a decision I had to make, a system I built, or a pattern I’ve seen fail in production.
Numio.ai — Cloud cost optimization. Automated waste deletion, not dashboards. Fee: 10% of realized savings.
vectormux — Unified API abstraction for vector databases. One interface, swappable backends (Pinecone, Weaviate, Qdrant, pgvector), no application refactoring required.