Summary

AI engineer and Python developer with a background in data analytics and BI architecture. Builds LLM applications and backend services, with a focus on reliable automation for complex data workflows.

Employment History

3Cloud Solutions (Consulting) | Downers Grove, IL (Remote)

Senior Architect – AI: April 2026 – Current
Architect – AI: April 2025 – March 2026
Senior Architect – BI & Analytics: January 2024 – April 2025
Architect – BI & Analytics: January 2022 – January 2024

LLM-assisted query migration

Co-developed a provider-agnostic query migration tool for a software vendor, translating legacy integrations into a proprietary query language despite evolving rules and customer-specific schemas.
Applied harness and context engineering to limit the LLM to single-query translation using relevant rules and verified schema facts. Deterministic code controls orchestration, layered validation, retries, and human-review routing.
Delivered a one-click desktop tool that turns customer exports into import-ready files, with a report showing clean conversions and items needing review and why.

Architected a serverless validation service using Python and Azure Functions to process uploaded files, orchestrate API calls, enforce business rules, and notify downstream systems.

GECU (Banking) | El Paso, TX (Remote)

Business Intelligence Architect: June 2020 – January 2022

Built and managed an enterprise analytics platform to support the credit union’s operations and decision-making. Worked with executives and managers to identify business needs. Trained Power BI developers and business users in the skills needed for their roles.

Priority Dynamics (Consulting) | Kuala Lumpur, Malaysia

Data Analyst: September 2014 – June 2020

Led the development and deployment of data platforms for clients, helping them move from raw data to reporting, analytics, and predictive models using Power BI, SQL Server, SQL Server Integration Services, Microsoft Power Platform, Azure, and R.

Key Skills

AI Engineering & Python Development

LLM Workflows: Harness and context engineering, provider-agnostic integration, and layered validation. Experience with Semantic Kernel and LangGraph. Azure AI Services certified (AI-102).
Backend Development: Python for backend services, microservices, and REST APIs.

Data Analytics and Engineering

Microsoft Fabric and Power BI (Certified: DP-600, DP-500, PL-300)
Relational database design and management
Databricks (Certified: link here)
Azure Data Platform

Cloud Infrastructure & Administration

Operating and managing core Azure infrastructure including Azure VMs, Blob Storage, Logic Apps, and Azure Functions.
Azure governance including cost management, resource organization, and Identity and Access Management (IAM).
Linux server administration and container deployments, including a self-hosted Proxmox homelab for backend applications and local services.

Education

Qualification	Awarding Institution
Bachelor of Economics - Applied Statistics (2011-2015)	University of Malaya