Rios

Inspiration

Problem:
  Spatial data is everywhere, but understanding it isn't.

Today, information about vehicles, infrastructure,
buildings, and locations is spread across dashboards,
spreadsheets, and static maps.

We wanted to create a unified way to explore and interact
with the physical world through data.

What it does

Rios = Interactive Spatial Intelligence Platform

Capabilities:
  • Interactive Map Visualization
  • Real-time 3D Scene Exploration
  • Vehicle & Asset Monitoring
  • Building Annotations
  • Area Management
  • Search & Navigation

Outcome:
  Users can understand complex environments faster
  and make more informed decisions.

How we built it

Start Application

    ↓

Fetch Data From Backend

    ↓

Store Data In Global State

    ↓

Synchronize Components

    ├── Map Interface
    ├── 3D Environment
    └── User Dashboard

    ↓

User Interaction

    ├── Search
    ├── Select
    ├── Inspect
    └── Annotate

    ↓

State Updates

    ↓

Real-time Re-rendering
Frontend:
  React
  TypeScript
  Vite

3D Rendering:
  Three.js

Networking:
  Axios

Architecture:
  Centralized State Management

Challenges we ran into

• Synchronizing map interactions with 3D objects

• Managing shared state between multiple views

• Maintaining performance while rendering
  interactive spatial environments

• Designing an architecture flexible enough
  for future expansion

Accomplishments that we're proud of

✓ Built a working map + 3D visualization platform

✓ Successfully synchronized map and scene interactions

✓ Created a scalable state-driven architecture

✓ Developed a strong foundation for digital twin systems

✓ Delivered a complete functional prototype
  during the hackathon

What we learned

• Spatial data becomes far more useful when visualized

• State management is critical for complex interfaces

• User experience matters as much as technical capability

• Maps and 3D environments complement each other
  exceptionally well

What's next for Rios

[ ] Real-time data streaming

[ ] Live vehicle tracking

[ ] Collaborative multi-user workspaces

[ ] AI-powered spatial insights

[ ] IoT integration

[ ] Predictive analytics

[ ] Smart city deployments

[ ] Large-scale digital twins
Vision:

Build a platform where people can see,
understand, and interact with the physical world
through a living digital representation of it.

Built With

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