RAG without the theater
Chunking, search, and citations beat demo polish. Notes on document QA that still works after the meeting ends.
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I sit with the people who have the problem, cut it down to what matters, and ship it to production myself: frontend, backend, the AI in the middle, and the deploy.

How I work
Most AI projects stall between the demo and the people who need it. I work in that gap: I learn how the job gets done today, find the part worth building, and ship it with the constraints that are actually there.
“A demo proves it can work. Production proves it does.”
Experience
AI Systems Engineer Intern
Working in EY's AI and Data Hub in Consulting. Building agent-based workflows and automation on Azure with Power Automate, Copilot Studio, and Claude Code, and helping ship the full-stack layer that connects client-facing tools to backend AI pipelines for document processing and decision support.
AI Systems Engineer Intern
SingaporeWorking in EY's AI and Data Hub in Consulting. Building agent-based workflows and automation on Azure with Power Automate, Copilot Studio, and Claude Code, and helping ship the full-stack layer that connects client-facing tools to backend AI pipelines for document processing and decision support.
Shipped work
Project 1 of 12: PermitFlow
Licensing service built end to end in a three-day engineering assessment, then extended over two more days. Applicants upload documents, an AI check flags mismatches against the form as advice, and licensing officers review, inspect on site, and approve with a generated PDF licence.
Education
M.Tech – Software Engineering • GPA: 4.5/5
Coursework in software architecture and AI systems, with team projects taken to deployment.
M.Tech – Software Engineering • GPA: 4.5/5
Coursework in software architecture and AI systems, with team projects taken to deployment.
B.Tech – Information Technology • GPA: 4/5
Built strong foundations in computer science, software engineering, and full-stack development covering core programming concepts, database design, and web technologies.
B.Tech – Information Technology • GPA: 4/5
Built strong foundations in computer science, software engineering, and full-stack development covering core programming concepts, database design, and web technologies.
Certifications
Writing
Chunking, search, and citations beat demo polish. Notes on document QA that still works after the meeting ends.
Name the problem before the stack debate runs away. How I try to keep intent and architecture pointed at the same thing.
Lots of noise about tools and prompts. Almost none about which problem deserves your month. Where I am putting attention.
Tight loops with Claude over your repo and terminal. What helped, what lied, what I still own.
Send me the role or the problem. I read every message myself.