- Selected for the inaugural cohort (10 builders) of a venture studio mentored by YC founders; built ventures from scratch on a 3-month sprint with intensive AI leverage
- Ran field customer discovery (cold calls, on-site visits) and turned it into prototypes: an enterprise ontology layer with human-in-the-loop validation, a condition-assessment test protocol on Universal Robots cobots