PRODUCT & ENGINEERING LEADER
I build technical products, platforms, and teams that turn complex capabilities into useful software.
My work spans AI, data, production ML, developer platforms, and enterprise software. I operate where product strategy meets technical execution—turning emerging capabilities into products that customers and developers can actually use.
What I work on
AI infrastructure
Systems that prepare, retrieve, and make complex information useful for AI products.
Production ML
Connecting applied science, experimentation, and reliable software delivery.
Developer products
Making powerful technical systems understandable, usable, and durable.
Selected work
Unstructured — data infrastructure for AI products
I lead product across systems that help teams turn unstructured information into reliable AI applications—from production data pipelines to agent-accessible knowledge and developer experiences.
Still building
I stay close to the implementation layer through open-source contributions, MCP integrations, and practical developer tools.
Sudarshan Sampath 