A developer fine-tuned the Parakeet speech-to-text model on 720 recorded Harvard sentences to achieve 6.14% word error rate, improving over Whisper Turbo's performance. After discovering the model failed on real-world audio with silence, they augmented the training dataset by adding silence padding to recordings, reducing test WER to 5.29%.