• Architected a 5 stage pipeline: audio ingestion -> source separation -> note transcription -> key/tempo/meter analysis -> tab rendering

• Integrated pretrained deep learning models (Meta's Demucs for source separation, Spotify's Basic Pitch for pitch/onset detection) with classical MIR techniques (Constant-Q chroma features, Krumhansl-Schmuckler key finding, beat tracking) via librosa.