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.
Selected 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
Jump directly to projects, writing, resume, and background with faster navigation cards.
Notes on AI, engineering, and things worth figuring out.
Turn the eval pyramid into a working TypeScript harness with deterministic graders, isolated repeated trials, calibrated model judges, human review, and release gates.
LLM and agent systems need more than unit tests, but that does not mean every check should become an LLM judge. The eval pyramid starts with deterministic checks and adds broader judgment only where the product needs it.
Public-safe themes from platform engineering, AI workflow work, and cross-team delivery.