Leading cohort selection for USC’s premier student-run startup incubator.

Teaching a small team the fundamentals of product management and product design; stepped in as solo product designer; built Ivory; won Audience Choice.

3% acceptance rate; built Structure; won Judge's Choice: Best Product.

LLM-powered marketing research serving Sony AWAL and Warner Music UK; weekly product iterations; logo; web design; front-end; drove product revenue by 8.5x

VLM for architectural drawing compliance; funded; 12+ LOIs across California, Texas, and Florida