Projects & Open Source

KnowledgeRelay: AI-Based Knowledge Transfer Agent

2025 | GitHub Repository

A Retrieval-Augmented Generation (RAG) system designed to preserve institutional knowledge and assist new team members through a contextual Q&A interface.

• Engineered a multi-stage knowledge ingestion pipeline that automatically generates question-answer pairs from documents to fine-tune the retrieval process.
• Integrated ChromaDB for efficient vector storage and retrieval, leveraging metadata filtering to narrow down search context for higher accuracy.
• Implemented a conversational retrieval chain (contextualize_qa_chain) that uses chat history to intelligently rephrase follow-up questions, leading to more relevant answers.

Stack: Python, FastAPI, LangChain, ChromaDB, OpenAI, Ollama, React

Open Source Contribution: PrimeFaces JPALazyDataModel Feature Enhancement

2024 | View Pull Request #12865

Contributed a feature enhancement to PrimeFaces, a leading open-source component library for JavaServer Faces with over 1.5k stars.

• Added the ability to inject custom FilterMeta into the JPALazyDataModel component.
• This enhancement allows developers to perform advanced, customizable filtering within DataTables.

Stack: Java, Jakarta EE (JSF), Primefaces, JPA

Shopaholic: Full-Stack E-commerce Platform

2022 | GitHub Repository

A full-stack e-commerce marketplace connecting customers, partner banks, and suppliers.

• Developed the RESTful API backend using Node.js and Express.js, handling product management, user authentication, and order processing logic.
• Designed the MongoDB schema to efficiently manage relationships between users, products, and orders.
• Built the responsive front-end using React and managed global application state with Redux for a seamless user experience.

Stack: JavaScript, Node.js, Express.js, MongoDB, React, Redux

Brevity: A Knowledge-Sharing Blog Platform

2021 | GitHub Repository

A responsive blog platform designed to connect beginners with experts for mentorship and knowledge sharing.

• Built the server-side application with Python and the Flask microframework.
• Implemented core features including user authentication, CRUD operations for posts, and a commenting system.
• Designed a clean, responsive user interface using vanilla JavaScript, HTML, and CSS.

Stack: Python, Flask, MySQL, JavaScript, HTML, CSS