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MoveAround

Mobile-first AI-assisted city exploration platform that generates personalized itineraries, maps hidden gems using PostGIS, renders Google Maps routes with rarity tiers, and integrates food and transit platforms.

Timeline:2026

Key Engineering Achievements

1. Intent-Based Personalized Discovery

  • Itinerary Generation: Architected a mobile-first app generating AI-driven itineraries across 6 preference categories: Food, Luxury, Street, Shopping, History, and Chill.
  • Hidden Gems Exploration: Surfaces obscure, locally-sourced spots absent from standard maps, cutting average travel planning time by over 80%.
  • Personalization Engine: Developed a context-aware LLM engine adapting dynamically to user demographics, weather constraints, routing paths, and specific traveler interests, improving itinerary relevance by 3× over generic search queries.

2. Biomechanical & Spatial Route Rendering

  • Google Maps Integration: Seamless rendering of real-time routes, custom pathing, and interactive place-detail overlays.
  • Four-Tier Rarity System: Categorizes discoveries into Common, Uncommon, Rare, and Legendary tiers based on local density, core distance, and community signals (Reddit & social data feeds).
  • PostGIS Geofencing: Uses spatial databases to index coordinates, calculate distances, and run geo-queries efficiently.

3. Integrated Transit & Gamification Plane

  • Platform Integrations: Embedded deep-links directly supporting 4 key urban platforms: Rapido, Swiggy, Zomato, and Ola, allowing users to book rides or discover food without switching apps.
  • Engagement Mechanics: Implemented a Duolingo-style gamification loop including Experience Points (XP), themed badges, and localized missions to incentivize user-contributed place discoveries.
  • Trust & Moderation: Built a Place Trust Score pipeline calculating reliability indexes based on source confidence, verification proofs, and OCR check protocols.

4. Interactive Mind Maps & Architecture Diagrams

💡 View Engineering & Architecture Overview ▼

Click to view full size. Details product vision, recommendation pipeline, and place trust score algorithms.

MoveAround Engineering Overview
🗺️ View Obsidian Mind Map & System Nodes ▼

Click to view full size. Zoom in to explore the system nodes and connections.

Obsidian Mind Map