Selected Work

Field Research / Product

A pre-launch business operating system for independent game studios. 11 field conversations, a hypothesis scorecard (confirmed, reframed, rejected), and an open sequencing decision between felt pain and existential pain.

Machine Learning / Geospatial

Deep-learning image classification and georeferenced heatmaps. A fine-tuned ResNet18 beats a Random-Forest baseline on informal recall (0.78 to 0.90) under leakage-safe grouped 5-fold evaluation.

GTM Engineering / Clay

A Clay-built single table that works as both an investment idea and a 60-contact outreach engine. 46 data points per supplier, 82% auto-filled, 5 top picks, and a personalized message written for each row.