Years in Engineering
12+
Building software, automation, and platform systems
Senior software engineer at Salesforce focused on enterprise communication systems, AI-enabled workflows, and pragmatic architecture that helps teams ship reliably.
Writing and talks on building practical, reliable AI systems.
Latest writing
Turn the eval pyramid into a working TypeScript harness with deterministic graders, isolated repeated trials, calibrated model judges, human review, and release gates.
Read articleFeatured talk
The model is the engine; the harness is the car. Why most agent pilots stall on reliability rather than capability, and the engineering that closes the gap: tools and permissions, verification loops, guardrails, evals, and human handoff.
Open deckSelected highlights from professional engineering work.
Years in Engineering
12+
Building software, automation, and platform systems
Years at Salesforce
5+
Growing into lead-level engineering ownership
Current Scope
Org-wide
Workflow platforms, delivery enablement, and AI adoption
Public Builds
3
Portfolio, Jarvis, and a document-aware RAG system
The principles behind the work featured above.