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.
A chat model only knows what it saw in training. RAG is the plumbing that lets it answer from your private documents, today's news, or anything it was never trained on: a second kind of model that turns text into coordinates, a database of those coordinates, and a search step that runs before the LLM ever sees your prompt.
A stack of transformer layers is not yet ChatGPT or Claude. This is the rest of the path: how text becomes tokens, how a raw next-word predictor turns into an assistant across three training phases, how LoRA customizes a model on a budget, and why everyone is racing for data and compute.
Public-safe themes from platform engineering, AI workflow work, and cross-team delivery.