Services Work How I Work Discuss your project

Case studies

Engineering decisions and measured results from building sports AI, computer vision, and production ML systems.

The intelligence behind AIM’s football coach

How a connected stack spanning annotation, video validation, perception, drill understanding, biomechanics, scoring, fast inference, and visualization turns football footage into coach-ready intelligence.

Overtalk: meeting notes that show their sources

How I rebuilt an open-source meeting recorder into a native, local-first notebook with a sandboxed speech engine, notes that cite their sources, and its own evaluation harness.

HPO4TabPFN: scaling down TabPFN

How model size changes the best training setup for TabPFN. Smaller, deeper models beat larger ones, and the Muon optimizer led at every scale tested.

AutoML text classifier

Architecture-agnostic optimizer selection with low-budget proxy search spaces. DEHB outperformed PriorBand for hyperparameter optimization.

I share shorter technical notes and product updates on LinkedIn.