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AkitaVault

Agentic AI platform that helps students browse safely by filtering risky content and guiding healthier online habits through intelligent content analysis and personalized recommendations.

AI/ML Python Flask Computer Vision

Key Features

  • Intelligent Content Filtering: Real-time analysis of text and images using ML models to score content safety
  • Transparent Blocking System: Clear explanations for why content is blocked or allowed, promoting digital literacy
  • Adaptive Learning: Personalized filtering that improves based on past examples and user feedback
  • Dashboard Analytics: Comprehensive insights for parents and schools on browsing patterns and blocked content
  • Security-First Design: End-to-end encryption and privacy-focused architecture

Technical Stack

Python Flask TensorFlow OpenCV NLP React Tailwind CSS PostgreSQL

Impact

Designed to create safer online learning environments for students, helping schools and parents protect young users while maintaining transparency and educational value. The platform aims to reduce exposure to inappropriate content while teaching responsible digital citizenship.

BridgeGen

Full-stack web application bridging Singapore's elderly and youth populations through collaborative features, gamification, and cultural exchange. Combats social isolation and the digital divide through meaningful intergenerational connections.

HTML JavaScript Bootstrap Python Flask

Core Features Developed

  • Dual User System: Separate youth and elderly interfaces with role-based authentication and NRIC validation
  • Tech Help Matching: Real-time request system where youth volunteers assist elderly users with technology issues
  • Cooking Game: Cooking Fever-style interactive minigame featuring 25 culturally significant recipes
  • Points & Rewards System: Dual currency economy (XP and Reward Points) with exchange mechanisms
  • Calendar & Events: Comprehensive scheduling system to coordinate intergenerational activities
  • Voice Commands: Hands-free navigation with 8 voice-activated shortcuts for accessibility
  • BridgeBot: Built-in AI assistant providing contextual help throughout the application
  • Email Verification: Secure OTP-based email authentication system
  • Admin Dashboard: Backend management system for user oversight and content moderation

Technical Stack

HTML5 CSS3 JavaScript Bootstrap Python Flask SQLite Google Maps API

Screenshots

BridgeGen Dashboard BridgeGen Events BridgeGen Profiles BridgeGen Map View BridgeGen Activities BridgeGen Points System BridgeGen Rewards

Overall Value & Impact

BridgeGen combats social isolation and the digital divide by creating meaningful connections between Singapore's youth and elderly populations. Through gamification, rewards, and accessible design, it transforms volunteering into an engaging experience while giving elderly users confidence to navigate an increasingly digital world.

Findustry

B2B marketplace platform connecting importers with businesses through smart matching, streamlined discovery, and lead generation with a focus on UI polish and user experience.

React Vite Tailwind CSS Firebase

Key Features

  • Smart Matching Algorithm: Category-based matching system connecting businesses with relevant importers
  • Advanced Filtering: Multi-criteria search including product categories, regions, and certifications
  • Detailed Profiles: Comprehensive importer profiles with company info and verification badges
  • ChatGPT-inspired UI: Clean, modern interface with conversational design patterns
  • Lead Management: Built-in CRM-lite features for tracking inquiries

Technical Stack

React Vite Tailwind CSS TypeScript Firebase Firestore

Business Value

Findustry reduces friction in B2B sourcing by providing SMEs quick access to verified importers. The platform addresses supplier discovery, trust verification, and communication barriers, significantly shortening the time from need identification to supplier engagement.

SGResolve

AI-powered smart city reporting platform enabling residents to efficiently report and track municipal issues with intelligent classification and automated routing.

AI/ML Python React Computer Vision

Key Features

  • AI Image Analysis: Computer vision models classify issues from photos (potholes, litter, damaged infrastructure)
  • NLP Text Processing: Natural language understanding to extract key details from descriptions
  • Intelligent Routing: Automatic assignment to relevant departments based on issue type and location
  • Conversational Chatbot: Guided reporting flow that collects necessary information
  • Progress Tracking: Real-time status updates and resolution timelines

Technical Stack

Python TensorFlow OpenCV NLP React Node.js MongoDB

Smart City Innovation

SGResolve modernizes civic engagement by making issue reporting as simple as taking a photo. The AI reduces administrative burden by automatically categorizing and routing reports, leading to faster resolutions and better resource allocation.

Virat Kohli

King Kohli!

"Chase your dreams like Virat chases runs!"

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