Building a Vocal Analysis Pipeline to Replace My Ear
How I built a 70+ metric vocal analysis pipeline in Python to compensate for significant hearing loss — and what the data taught me about singing, monitoring, and trusting what you can measure.
Writing on engineering, systems thinking, and building tools.
Long-form thoughts on software engineering, data pipelines, vocal analysis, and the intersection of recovery and craft. More coming soon.
Why I Build This Way
The full story behind the constraint-driven engineering, the music, and why everything on this site is built around proof.