Md Omar Faruqe (Riyad)

Md Omar Faruqe (Riyad)

AI Engineer × Software Engineer × NLP Researcher

Projects & Open Source

Selected projects demonstrating my work across AI/ML systems, enterprise engineering, and full-stack development.

KnowledgeRelay: AI-Based Knowledge Transfer Agent

2025 | GitHub Repository

🏆 6th Place — DSI AI Agent Hackathon 2025

A Retrieval-Augmented Generation (RAG) system that preserves institutional knowledge and assists new team members through contextual Q&A. Built in a 24-hour onsite hackathon.

  • Multi-Stage Ingestion Pipeline: Automated QA-pair generation from documents to enhance retrieval accuracy beyond naive vector search.
  • Conversational Context: Implemented a contextualized retrieval chain that uses chat history to intelligently rephrase follow-up questions.
  • Stack: Python, FastAPI, LangChain, ChromaDB, OpenAI, Ollama, React

Open Source: PrimeFaces JPALazyDataModel Enhancement

2024 | View Pull Request #12865

🔧 Merged into Official Library

Contributed a feature enhancement to PrimeFaces (12k+ ★ on GitHub), the leading open-source JSF component library.

  • Custom Filter Injection: Added the ability to inject custom FilterMeta into JPALazyDataModel, enabling advanced filtering capabilities beyond what the stock component offers.
  • Developer Impact: Allows complex, customizable filtering within PrimeFaces DataTables — used by thousands of enterprise applications globally.
  • Stack: Java, Jakarta EE (JSF), PrimeFaces, JPA

gf: GlassFish Dev Workflow CLI

2026 | GitHub Repository

⚡ 96% Faster Dev Cycles (2m → 5s)

A cross-platform CLI tool for GlassFish development that replaces IntelliJ’s GlassFish plugin with a terminal-first, AI-integrated workflow. Built by reverse-engineering JVM and Mojarra internals.

  • JDWP Bytecode Hot-Swap: Built a JDI-based hot-swap client (HotSwap.java) that connects to the running JVM’s debug port and atomically swaps bytecode of changed classes in memory — with automatic fallback to full redeployment on structural changes.
  • Root Cause Analysis via Bytecode: Diagnosed GlassFish 8 XHTML staleness by decompiling Mojarra 4.1.6’s FaceletCacheFactoryImpl — discovered ProjectStage-aware FACELETS_REFRESH_PERIOD defaults, and solved it via Maven profile filtering.
  • Classloader Cache Bypass: Enabled .jrxml (JasperReports) hot-reload by detecting file:// vs jar:// resource URLs and reading directly from the filesystem in exploded deployments.
  • AI-Augmented Workflow: Integrated as a Claude Code skill (/gf), enabling AI-driven server lifecycle management, deployment, and hot-swap from natural language.
  • Stack: Bash, Java (JDI/JDWP API), rsync, GlassFish 8, Claude Code Skills

Shopaholic: Full-Stack E-commerce Platform

2022 | GitHub Repository

A full-stack e-commerce marketplace connecting customers, partner banks, and suppliers with real-time inventory management.

  • RESTful API Backend: Developed using Node.js and Express.js with user authentication, product management, and order processing.
  • Database Design: Designed MongoDB schemas to manage relationships between users, products, orders, and payment transactions.
  • Reactive Frontend: Built a responsive UI using React and Redux for global state management.
  • Stack: JavaScript, Node.js, Express.js, MongoDB, React, Redux

Brevity: Knowledge-Sharing Blog Platform

2021 | GitHub Repository

A responsive blog platform connecting beginners with experts for mentorship and knowledge sharing.

  • Full-Stack Implementation: Built with Python/Flask backend, MySQL database, and vanilla JS frontend.
  • Core Features: User authentication, CRUD operations, commenting system, and user profile management.
  • Stack: Python, Flask, MySQL, JavaScript, HTML, CSS