RFAS Demo

See RFAS in Action

This demonstration shows how RFAS learns to navigate a race track in Roblox. Watch as the AI starts with no prior knowledge and gradually learns to:

Stay on the track and avoid obstacles
Optimize racing lines through corners
Adjust speed appropriately for different track sections
Improve lap times through continuous learning

Training Progress

The graph above shows the actual training progress of our RFAS model over time. You can see how the average reward increases as the AI learns better racing strategies.

After approximately 2,000 episodes of training, the AI consistently outperforms traditionally scripted racing opponents.

Comparison with Traditional AI

Traditional Scripted AI

Follows predefined waypoints
Limited ability to adapt to new tracks
Predictable behavior patterns
Manual tuning required for different vehicles

RFAS AI

Learns optimal racing lines automatically
Adapts to any track configuration
Unpredictable, human-like behavior
Self-tunes for optimal performance

In this side-by-side comparison, you can see how RFAS (right) tackles the same track as a traditionally programmed AI opponent (left). Notice the more natural driving style and better cornering performance of the RFAS-powered vehicle.