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BUILDING AI SYSTEMSFOR REAL-WORLDCONSTRAINTS
Architecture is not just code. I build AI systems engineered for real-world constraints, bridging complex LLM capabilities with predictable environments.
Core Philosophy
Systems Thinking as a Standard.
Architecture is not just code; it's the invisible connective tissue between human intent and machine execution. I design AI-native platforms where system boundaries and real-world constraints matter.
From orchestrating multi-agent workflows to scaling RAG inference, my focus is bridging complex LLM capabilities with predictable, explainable environments.
Professional Journey
Industry Experience
AI Systems Engineer Intern
EY, AI and Data Hub
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
SingaporeEY, AI and Data Hub
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.
Project Repository
Selected Deployments
PromptStar
Community-driven marketplace for AI prompts with live theming, gamification system, and financial integrity. Built a full-stack creator economy with immutable audit logs, SERIALIZABLE transactions for financial operations, and real-time accent color adaptation.
DocuMind
Chat interface for PDFs that answers only from what's actually in the document, no invented citations. An async ingestion pipeline chunks and embeds files in the background so uploads never block the API, and answers stream back over SSE.
Signal (ACIA)
Autonomous intelligence pipeline scraping dynamic pricing pages. Built a cost-aware delta engine that bypasses expensive LLM inference loops unless statistical pricing changes exceed a 5% baseline discrepancy threshold.
LoanWise AI
Loan origination demo that runs applications through a pipeline of specialized agents (risk, bias, documents) in a fixed order, so every approval or denial traces back to the specific rule that produced it, not a black box.
SpaceFlow
Workspace booking platform that catches ghost bookings, meetings booked but never attended, with QR check-in instead of physical sensors, then feeds the no-show data into recommendations for facilities teams.
VoyageAI
Travel planner that turns a natural-language trip request into a real itinerary tied to an actual map, not a wall of generic text. A persistent Travel DNA profile keeps preferences consistent across every change.
Leaf Inference Engine
Plant disease detector: point a camera at a leaf and get a diagnosis. A custom CNN classifies 38 disease states at roughly 95% accuracy, served through a FastAPI backend that a Next.js proxy calls without ever exposing the model API directly.
Porsche 911 Carrera S
A scroll-driven concept site for the Porsche 911 Carrera S, where scrolling plays 4K driving footage frame-by-frame over a custom canvas engine that stays smooth and memory-safe on any device.
Academic Training
Education Foundation
M.Tech – Software Engineering • GPA: 4.5/5
National University of Singapore
Focused on systems architecture, AI systems, and designing scalable, production-grade software. Evaluated trade-offs in real-world environments bridging complex LLM capabilities with predictable constraints.
M.Tech – Software Engineering • GPA: 4.5/5
National University of Singapore
Focused on systems architecture, AI systems, and designing scalable, production-grade software. Evaluated trade-offs in real-world environments bridging complex LLM capabilities with predictable constraints.
B.Tech – Information Technology • GPA: 4/5
Vellore Institute of Technology
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
Vellore Institute of Technology
Built strong foundations in computer science, software engineering, and full-stack development covering core programming concepts, database design, and web technologies.
System Trust
Certifications
Architecture Logs
Documentation & Writing
RAG without the theater
Chunking, search, and citations beat demo polish. Notes on document QA that still works after the meeting ends.
Why we build what we build
Name the problem before the stack debate runs away. How I try to keep intent and architecture pointed at the same thing.
What to build is still the hard part
Lots of noise about tools and prompts. Almost none about which problem deserves your month. Where I am putting attention.
Claude and agentic building
Tight loops with Claude over your repo and terminal. What helped, what lied, what I still own.
Ready to build real systems?
I'm currently exploring early-career roles and internships. I care entirely about building resilient AI systems and backend architectures that actually run in production.