Currently developing advanced AI agents and multi-agent systems leveraging LLMs for automation, process optimization, and customer engagement in retail environments.
Retrieval-Augmented Generation for Financial Documents
Designed and deployed a RAG system to intelligently extract and query data from complex financial PDFs using OpenAI embeddings and vector search (pgvector).
Built RESTful API frameworks for document handling; enabled agile deployment on AWS and Azure.
Automated Timesheet System for Jira
Developed an automated, AI-driven timesheet generation platform, integrating Azure OpenAI and Jira REST APIs for concise reporting and process automation.
Enhanced operational efficiency and time management for technology teams.
Traffic Flow Analytics and Visualization (Malaysia POC)
Built real-time predictive analytics and interactive geospatial visualization tools for traffic forecasting using Python, Flask, and frontend mapping libraries.
Supported urban planning through scalable, data-driven insights.