LIMO
Local Intelligent Media Organizer. A 100% offline Windows desktop app that indexes, clusters, and auto-categorizes a photo library using local face recognition and reinforcement-learning feedback loops — no cloud, no uploads.
A selected record of systems I have built across security, data, desktop and web tooling, and educational technology. Each entry centers the problem it addresses and the engineering choices behind it; repository and live links are included where available.
Local Intelligent Media Organizer. A 100% offline Windows desktop app that indexes, clusters, and auto-categorizes a photo library using local face recognition and reinforcement-learning feedback loops — no cloud, no uploads.
Privacy-First QR Generator. A fully client-side QR generation platform supporting URLs, Wi-Fi, vCards, and campaign tracking. Designed for high-resolution PNG and SVG output with customizable styling, logo overlays, and UTM parameter generation — all without transmitting user data to external servers.
Zero-Trust File Verifier. Browser-based tool that computes file hashes (MD5, SHA-256) locally, so files are never uploaded to a server.
Regional Unit Conversion PWA. A progressive web app addressing the fragmentation of regional land measurement units in South Asia. Standardizes legacy units to modern digital surveying equivalents.
Privacy-Centric Planner PWA. A progressive web app designed for debt visualization. Uses Firebase/Firestore to provide secure projections and zero-knowledge budgeting without harvesting user data.
Real-Time Messaging Backend. A messaging backend built with Node.js, Express, and Socket.IO, organized in clean-architecture layers for real-time event delivery.
Cognitive-Load Focused Proctoring Tool. A high-visibility exam time management interface designed for lecture halls. Built with a dark-mode UI to reduce eye strain and customizable warning thresholds.
Bengali-Language DMV Prep Guide. Explains DMV terms, road signs, and examiner commands to help Bengali-speaking learners prepare for the NY learner permit and road test.
Capstone Legacy System Modernization. Began as my graduate capstone in Fall 2024 and continued as a Graduate Research Assistant in Spring 2025. Inherited a nonfunctional multi-agency intelligence platform built for an industry partner and completed its end-to-end modernization. Migrated the backend from .NET 5 to .NET 9, replaced obsolete dependencies, and rebuilt failing components. Replaced the platform's paid mapping service with a real-time mapping layer built on Google Maps API, SignalR, and Hangfire, and added the security layer it had never had: Azure AD OAuth2, TLS, field-level encryption, RBAC, audit logging, and anomaly detection. Deployed the recovered system to Microsoft Azure.
Enterprise-Grade Session Enforcement. Django-based authentication system enforcing strict single-session policies, using GeoIP logging to flag suspicious login attempts in real-time. Ideal for secure testing environments.
Automated ETL Data Tool. A desktop (.NET WinForms) solution for high-volume student record matching and discrepancy resolution, vastly streamlining the ETL pipeline over manual reviews.
News Article Extraction Pipeline. A Python pipeline (newspaper3k, BeautifulSoup) that separates article text from page markup and produces clean datasets for NLP research and sentiment analysis.
.NET Practice Reference. A curated collection of .NET patterns, including asynchronous workflows, Entity Framework query optimization, and API design.