Open source research in audio machine learning, music information retrieval, and computational bioacoustics.

• Speculative Audio Generation Engine: pre-generating game sound effects with a lightweight text-to-audio model.
• BirdCLEF+ 2026: partial-label evaluation of interpretable prototype components with temporal aggregation for bioacoustic classification.

• Website: sonoform.org
• LinkedIn: Sonoform Labs