Problem
Model outputs must satisfy real biological constraints, and cross-team platforms need clear requirements and acceptance criteria.
Approach
I translated scientist needs into product specs and drove delivery across multiple teams and partner workflows.
Outcome
Defined requirements for generative protein design models, owned an omics platform across 5+ teams, and led delivery for applied ML tools used in lab workflows.