System Online

Hi, I am
George Tonmoy Roy

AI Engineer | Backend Developer

Architecting intelligent systems with Artificial Intelligence, scalable backends, and robust mobile solutions. Building the future, one algorithm at a time.

George Tonmoy Roy
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Experience

My professional journey and key contributions.

AI Engineer

Nidus Lab
August 2025 - Present

Leading the development of NidusJob, an AI-powered job portal.

Responsibilities

  • Architected core AI systems: resume builder, job recommendation engine, predictive analytics (ML), AI-driven search, and voice assistant.
  • Oversaw AWS deployment and backend development using Django Rest Framework.

Key Projects

  • Resume Builder: Automated, AI-assisted CV generation.
  • Job Recommendation Engine: Personalized job matching using ML.
  • AI Voice Assistant: Voice-based job search and application support.
  • Predictive Analytics: Insights on job trends and candidate fit.
LLMFastAPILangChainLangGraphPydantic AIAWSRecommendation SystemsAI AgentsDjango
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AI/LLM Engineer

Transforms AI
April 2025 - August 2025

Built LLM agents and tool-using AI systems with LangChain, LangGraph, Pydantic AI, and RAG. Developed scalable backends (FastAPI, Django, PostgreSQL) and delivered production-ready AI solutions.

Key Projects

  • EMRD RAG Assistant: Bangla RAG system for querying government energy data.
  • Haram Smart Assistant: HR chatbot for employee and leave queries.
  • Mosque Chatbot: Assistant for prayer times and event info.
  • MDA Parking Assistant: AI for parking zone discovery and booking.
  • EMRD HR System: Backend for HR management with geofencing and live tracking.
LLMFastAPILangChainLangGraphPydantic AISmolAgentQwen AgentDjango
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Zatiq Business Calculator

Junior R & D Intern
2023

As a junior hardware intern at an R&D project, contributed to developing a sophisticated business calculator. Responsibilities included building calculator functionality, implementing authentication, integrating database features, and facilitating secure payment methods.

C++Arduino IDEFirebase
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Projects

A showcase of my technical projects and experiments.

RAGVoice-AI-Assistant

A sophisticated voice-enabled AI agent combining Retrieval-Augmented Generation (RAG), multi-agent orchestration, and real-time function calling for intelligent document Q&A and dynamic information retrieval.

PythonRAGLangGraphLivekit+2

Talent-RAGLive

AI-powered resume screening with RAG system: intelligent match scoring, strengths/gaps analysis, and conversational Q&A using OpenAI embeddings + GPT-4o-mini.

DjangoNext.jsRAGOpenAI+1

Movie ManiaLive

Multi-platform movie discovery with AI-powered recommendations, agentic chatbot using LangGraph, and real-time search via TMDB API. Cross-platform: Android app + Web portal.

FastAPINext.jsLangGraphAndroid+2

AliExpress Product Review Management System

AI pipeline for retrieving and analyzing AliExpress reviews: fake-review detection, category classification, sentiment analysis, and automated response generation with LLMs.

Mistral 7BPythonTransformersPandas

AI Voice Assistant

Voice-activated AI assistant for personal tasks, movie recommendations, and Q&A. Integrates TTS, STT, and LLMs for natural conversation.

Voice AssistantLivekitOpenAITTS+2

Pydantic-AI-Smart-Assistant

Smart assistant for web search, weather, math, trip planning, and Google Calendar via a Gradio UI.

PythonPydantic-AIGradioGoogle Calendar API+2

Bangla Comment Sentiment Analysis

Transformer-based sentiment model for Bangla comments with custom preprocessing and high-accuracy classification.

PythonBangla-BERTNLTK

Social Media Data Mining and Analysis

Extracted and analyzed Facebook/YouTube comments to identify engagement trends and public opinion for NLP-based sentiment workflows.

PythonApify ClientPandasYouTube Comment Downloader

Inkwell - Full Stack Blogging Web App

Full-stack blogging platform with Django REST API and React.js frontend. Features JWT auth, article CRUD, author permissions, slugs, pagination, and validation.

Django REST FrameworkReact.jsJWTPostgreSQL+1

Train Management System

RDBMS project to manage users, trains, routes, tickets, and payments for streamlined railway operations.

RDBMSOracleMySQL

SALES-Website

ReactJS-based website for SALES, an NGO supporting stroke and paralysis patients since 1988. The platform raises health awareness, provides rehabilitation resources, and connects users with support services.

ReactJSBootstrapHTMLCSS+1

RailBD Website

Responsive railway information website with routes, schedules, and a contact module, built with React and Bootstrap.

ReactJSBootstrapHTMLCSS

TransitHub

University bus tracking system: Android app and backend with real-time tracking, pickup requests, bus details, and admin panel.

AndroidJavaFirebaseGoogle Maps API+2

Color Wars

Android game featuring AI-driven strategy on a 5x5 grid, using fuzzy logic, genetic algorithms, and alpha-beta pruning.

AndroidFuzzy LogicGenetic AlgorithmAlpha-Beta Pruning+1

SecurePay

Online banking Android app with biometric authentication, seamless payments, and a user-friendly interface for secure finance management.

AndroidJavaFirebaseBiometric+1

Rail.BD

Train ticket booking Android app with login, search, seat selection, and e-ticket functionality.

AndroidJavaFirebase

Publications

Research papers and academic contributions.

Exploring Transformer and Recurrent Neural Models for Sentiment Analysis of Mobile App Reviews

2024 2nd International Conference on Information and Communication Technology (ICICT 2024) • Dhaka, Bangladesh • Oct. 2024

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Enhancing Fire Safety: Encoder-Decoder Based Detection and IoT-Driven Response System

2024 2nd International Conference on Information and Communication Technology (ICICT 2024) • Dhaka, Bangladesh • Oct. 2024

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Leveraging RAG and LLM-Reranking for Aspect-Based Sentiment Analysis and Solution Suggestion from App Reviews

Bachelor's Thesis, Department of Computer Science and Engineering, KUET

Skills

Technologies and tools I work with.

AI & Machine Learning

PythonPyTorchScikit-learnBERTMistralLLMaHugging FaceLangChainLangGraphPydantic-AIQwen AgentSmolAgentABSASentiment Analysis

Backend Development

DjangoFastAPIASP.NETJavaCC++SQLMySQLMsSQLFirebaseWeb Scraping

Frontend & Mobile

React.jsHTMLCSSGradioAndroid (Java)

Tools & DevOps

GitGitHubAWSDocker