AI Path Finding Game
Watch the AI learn in real-time through trial and error
⚠️ About the AI Training
This AI runs entirely in your browser using TensorFlow.js, which means:
- Training progress is not saved between sessions
- Learning speed depends on your device's processing power
- The AI starts from scratch each time, with no prior knowledge
Please Note: The AI learns through exploration and experimentation. Initially, it will make random moves to understand the environment. This means:
- Early movements may appear random or inefficient
- Learning progress becomes visible after several episodes
- The AI gradually develops better strategies through trial and error
- Patience is key - meaningful improvements typically show after 50+ episodes
Game Elements
Player: AI-controlled agent
Food: +20 energy
Poison: -10 energy
Bombs: -30 energy
Target: Goal position
Quick Guide
Training Parameters
- Epsilon (ε): Controls exploration vs. exploitation
- Learning Rate: Speed of knowledge acquisition
- Gamma: Future reward importance
Objective
The AI must reach the target while maintaining maximum energy. It learns to:
- Collect food for energy
- Avoid poison and bombs
- Find optimal path to target
Game Environment
Energy: 100
Training Dashboard
Learning Parameters
1.00
0.0010
0.99
Training Stats
Episodes
0
Average Reward
0.0
Food Collected
0
Current ε
1.000