FlappyLearning demonstrates neuroevolution by evolving neural networks to play Flappy Bird. The project includes a reusable Neuroevolution.js library that implements population-based evolutionary training of neural networks, with configurable options for mutation rate, elitism, and network architecture. Users can watch generations evolve from random behavior to competent gameplay.