AI Strategy & Roadmaps
Turn leadership goals into AI roadmaps that use agents, LLMs, and automation to remove real operational drag, not add more IT projects
AI Architect, Hands-on AI Engineer · Singapore






Turn leadership goals into AI roadmaps that use agents, LLMs, and automation to remove real operational drag, not add more IT projects
Build and run multi-agent workflows across n8n, Zapier, Make, and APIs, with error handling, retries, and monitoring built in
Ship GenAI apps using Python, TypeScript, LLM APIs (Claude, GPT, Gemini), RAG, vector databases, and frameworks like CrewAI, LangChain, and LangGraph
Capability Stack
8 core layers
Focusing on moving AI from prototype to production by addressing concrete operational bottlenecks and establishing stable, cost-controlled engineering systems.
The problem
Real estate transaction pipelines and back-office operations involve heavy manual document parsing, cross-portal data entry, and status tracking.
How I solve it
I designed and deployed multi-agent workflows (connecting n8n, document parsers, and custom LLM interfaces) to orchestrate operations end-to-end.
What you get
Automated listing-to-close processes with human-in-the-loop validation, eliminating data entry bottlenecks.
The problem
Operations teams spend hours manually copying unstructured details from client emails, PDF attachments, or messaging chats into internal CRM and database systems.
How I solve it
I build structured LLM extraction pipelines and custom parsers that automatically process arbitrary formats and output validated JSON to target APIs.
What you get
Automated data ingestion from human-written communications directly into databases, with exception alerts and human-in-the-loop review.
Turn leadership goals into AI roadmaps that use agents, LLMs, and automation to remove real operational drag, not add more IT projects
Build and run multi-agent workflows across n8n, Zapier, Make, and APIs, with error handling, retries, and monitoring built in
Ship GenAI apps using Python, TypeScript, LLM APIs (Claude, GPT, Gemini), RAG, vector databases, and frameworks like CrewAI, LangChain, and LangGraph
Install and fine-tune local LLM models with Ollama, llama.cpp, and LoRA/QLoRA for private, on-prem, or cost-controlled workloads where data must stay in-house
Embed AI into daily workflows with clear handoffs, guardrails, prompt libraries, and human checkpoints so teams actually adopt it
Apply frontier models (Claude, GPT, Gemini) to content, analysis, and decision support tied to measurable KPIs
Lead AI delivery end to end: discovery, prototypes, pilots, production rollout, training, and iteration
Set evaluation baselines, logging, monitoring, and cost or latency guardrails so AI systems stay reliable, explainable, and cost-effective after go-live
AI Fluency: Framework & Foundations
Anthropic Academy
Claude Cowork
Anthropic Academy
Claude Code
Anthropic Academy
Claude Code in Action
Anthropic Academy
Software Engineering
IBM
WSQ Generative AI
SkillsFuture Singapore
Generative AI Fundamentals
Databricks
AI Productivity
Republic Polytechnic
Registered Management Consultant (RMC)
Singapore
Project Management Professional (PMP)
Project Management Institute, USA
Certified Data Recovery & Forensics Specialist
SANS Institute
Microsoft Certified Application Developer (.NET)
Microsoft
Microsoft Certified Professional
USA
Certified Java Programmer
USA
Certified JavaScript Programmer
USA
Certified C++ Programmer
India
MBA • Information Technology
Annamalai University, Singapore
2005 — 2007
Bachelor of Engineering • Electronics & Communication
National Engineering College, India
1995 — 1999
University Gold Medal














AI Architect, Hands-on AI Engineer • Singapore IT Services Pte Ltd
Singapore
2023 — Present
Digital Transformation Leader • Singapore IT Services Pte Ltd
Singapore
2015 — 2022
Senior Systems Engineer • Singapore IT Services Pte Ltd
Singapore
2008 — 2014
Senior Lead Developer • Avanade Asia Pte Ltd
Singapore
2005 — 2008
Software Developer • PMR Software Technology Pte Ltd
Singapore
2001 — 2005
Software Programmer • Software Technology International
USA
1999 — 2001
award
1998
Won First Prize in a national-level software contest
project
1999
Conceptualized and built a Wireless LAN project using Infra Red Communication as Final Year Project
achievement
1999
Software Engineer
achievement
2001
Software Engineer
award
2005
Won Top Employee Award while working for British Telecom project at Avanade Asia
achievement
2005
Senior Lead Developer
achievement
2007
Senior Engineering Manager
achievement
2008
achievement
2010
achievement
2013
achievement
2015
achievement
2016
achievement
2018
achievement
2021
achievement
2023
achievement
2025
Won First Prize in a national-level software contest
Conceptualized and built a Wireless LAN project using Infra Red Communication as Final Year Project
Software Engineer
Software Engineer
Won Top Employee Award while working for British Telecom project at Avanade Asia
Senior Lead Developer
Senior Engineering Manager