• 🥇 Winner, AIML Hackathon under Culrav/Avishkar at MNNIT Allahabad 2024
• 🥇 Winner, Hactivate, under Botrush 3.0 conducted by Robotics Club MNNIT Allahabad 2025
• 🥇 Winner, Galactic Heist, under Botrush 3.0 conducted by Astronomy Club MNNIT Allahabad 2025
• 🥇 Winner, Robowars, under Botrush 3.0 conducted by Robotics Club MNNIT Allahabad 2025
• 🥇 Winner, Contrihub under CodeSangam, conducted by Computer Coding Club MNNIT Allahabad
• 🥇 Winner, Droid Rush under CodeSangam, conducted by Computer Coding Club MNNIT Allahabad
• 🥇 Winner, Logical Rhythm under CodeSangam, conducted by Computer Coding Club MNNIT Allahabad
• 🥈 Runner-up, Quinthalon - Mock Interview Process conducted by ES Society MNNIT Allahabad 2024
• 🏆 Second Runner-up, DEVJAM under Weekend of Code, MNNIT Allahabad 2025
• 🏆 10th Place, Hack36 9.0

MarlOS is a decentralized, fairness-aware distributed computing operating system that removes the need for centralized orchestrators like Kubernetes.

• Core Features:
  • 🔐 Fully Decentralized P2P Network: No master node; peer discovery via ZeroMQ with Ed25519 cryptographic security.
  • 🧠 RL-Based Bidding: Each node runs a PPO agent that decides to Bid, Forward, or Defer tasks based on a 25-dimensional state vector.
  • 💰 Token Economy (MarlCredits): Fairness-aware economic layer with adaptive tokenomics, trust & reputation system, progressive taxation + UBI.
  • 🛡️ Self-Healing Runtime: Detects node failure and automatically migrates active jobs to backup nodes with quorum consensus.
  • 🔮 Speculative Execution: Predictive agent anticipates likely future jobs and executes them in advance for zero-latency responses.
  • 🐳 Extensible Job Runners: Supports shell, Docker, and cybersecurity tasks (malware_scan, vuln_scan, hash_crack, forensics).
• Goal: To revolutionize distributed computing with autonomous, fair, and self-regulating computational swarms without central authority.
• Tech Stack: Python, PyTorch, Stable Baselines3, ZeroMQ, Ed25519, Docker, Redis, SQLite.
• Links: GitHub Repository | PyPI Package | Demo Video | Presentation

CampusBeacon aims to be the central hub for campus life, connecting students, faculty, and alumni seamlessly.

• Core Features:
  • 📢 Real-time Announcements & Event Feeds: Stay updated with live notifications for campus news, events, workshops, and deadlines.
  • 📚 Resource Sharing Hub: Centralized access to notes, assignments, past papers, and project repositories shared by peers and faculty.
  • 👥 Club & Community Management: Dedicated spaces for clubs and societies to manage members, post updates, and organize events.
  • 💬 Discussion Forums & Q&A: Engage in academic or social discussions, ask questions, and share knowledge within the campus community.
  • Lost & Found, Ride Sharing, Buy And Sell and a lots more to come!
• Goal: To enhance collaboration, communication, and resource accessibility within the MNNIT Allahabad ecosystem (and potentially other institutions).
• Tech Stack: React, Node.js, Express.js, MongoDB, PostgreSQL, Supabase (for Auth/Realtime features), TailwindCSS, REST APIs.
• Links: GitHub Repository | Live Website

ICMT (I Can Manage Things) is an AI-powered project management and collaboration platform designed to streamline team workflows with intelligent automation.

• Core Features:
  • 🤝 Team Collaboration: Real-time workspace sharing, role-based access control, and seamless team member management.
  • 📊 Task Management: Create, assign, track, and organize tasks with custom workflows, priorities, and deadlines.
  • 🤖 AI-Powered Features: Intelligent task suggestions, automated priority assignment, smart deadline predictions, and natural language task creation.
  • 🔔 Smart Notifications: Context-aware alerts for task updates, mentions, deadlines, and team activities.
  • 📱 Cross-Platform: Responsive web app with mobile-friendly design for on-the-go management.
• Goal: To provide a Jira-like experience with enhanced AI capabilities for modern development teams and organizations.
• Tech Stack: React, Node.js, Express.js, MongoDB, Redis, Docker, TailwindCSS, Google Gemini AI.
• Links: GitHub Repository

TBuddy is an AI-powered travel planning system using Redis-orchestrated multi-agent architecture for intelligent itinerary generation.

• Core Features:
  • 🤖 Multi-Agent Orchestration: 5 specialized AI agents (Weather, Events, Maps, Budget, Itinerary) working in parallel via Redis pub/sub.
  • ⚡ Real-time Streaming Updates: Live progress notifications using Server-Sent Events (SSE) as each agent completes its work.
  • 🌍 Comprehensive Travel Intelligence: Weather forecasts, local events, route optimization, budget planning, and day-by-day itineraries.
  • 📡 Message Communication Protocol (MCP): Standardized request/response format across all agents with fault tolerance.
  • 🔄 Session State Management: Resume planning sessions, track progress, cancel ongoing requests with Redis-backed state.
  • 🐳 Horizontally Scalable: Each agent runs in isolated Docker containers with configurable replicas for high throughput.
  • 📚 Python Library Available: Published tbuddy package on PyPI for easy integration into other projects.
• Goal: To provide intelligent, personalized travel planning with real-time updates and comprehensive itinerary generation.
• Tech Stack: Python, FastAPI, Redis, Google Gemini AI, Docker, OpenWeather API, OpenRouteService, React.
• Links: GitHub Repository | PyPI Package

Project ULTRON is a satellite-powered environmental change detection platform for real-time ecological monitoring.

• Key Features:

  • 🗺️ Custom Area Selection: Draw any custom-shaped region on the map to monitor ecological changes.
  • 📬 Environmental Alerts: Subscribe to notifications for deforestation, glacier melting, fires, coastal erosion, and flooding.
  • 🛰️ Google Earth Engine Integration: Real-time satellite data analysis with NDVI, NDWI indices.
  • ⚡ High-Performance Backend: Direct Python script execution from JavaScript backend via child_process.
  • 📈 History Page: Explore regional changes over time for NGOs, researchers, and environmentalists.
  • 🚀 Space Trackers: Live position trackers for ISS and Hubble Space Telescope.

• Tech Stack: Node.js, Express.js, React.js, Google Earth Engine (Python API), Tailwind CSS

• Links: GitHub Repository | Live Website | Demo Video

AllProfanity is a comprehensive multi-language profanity detection library for modern JavaScript and TypeScript applications.

• Key Features:

  • 🌎 Multi-Language Support: English, Hindi, Hinglish, Bengali, Tamil, Telugu, French, German, Spanish.
  • 🧠 Multiple Scripts: Latin/Roman and native scripts (Devanagari, Bengali, Tamil, Telugu).
  • 🧹 Flexible Cleaning Options: Character-level or word-level placeholder replacement.
  • ✏️ Customizable Filters: Dynamically add, remove, and modify words with custom placeholders.
  • ⚡ High Performance: Optimized for large-scale content filtering with minimal overhead.

• Tech Stack: TypeScript, Node.js, Regular Expressions

• Links: NPM Package | GitHub Repository

EchoHeist is a real-time voice sentiment analysis system inspired by Money Heist for emotion detection from audio.

• Key Features:

  • 🎙️ Surveillance Records: Upload and analyze pre-recorded audio files for emotion detection.
  • ⚡ Quick Interrogation: Record 7-second voice samples for immediate emotion classification.
  • 🛰️ Live Monitoring: Continuously capture and process microphone audio to track emotional trends.
  • 🧠 Deep Learning Models: Custom CNN trained on MFCC and mel-spectrogram features.
  • 🚨 Alert System: Flags distress or unstable emotional states during live monitoring.

• Tech Stack: Python, TensorFlow, Streamlit, Librosa, SoundDevice

• Links: GitHub Repository

• UrlShortener - Modern URL shortener with SHA-3 hashing and Redis caching | Live Demo
• ShortyQ - Quantum-enhanced URL shortening NPM library with triple-layer AES encryption | NPM
• TicTacToe AI - Feature-rich C++ game with Minimax and Alpha-Beta Pruning algorithms
• ChessMind - AI-powered chess game with RandomForest position evaluation
• LibSystem - C++ library management with O(1) hash table lookups
• ChessBackEnd - Real-time chess server with Socket.IO and chess.js
• DoodleBot - Computer vision pattern recognition and drawing robot
• HoliMem - Interactive media gallery with React and Framer Motion | Live Demo