Every venture leaves infrastructure behind
A portfolio studio does not begin from zero each time. Research methods, design systems, evaluation patterns and engineering foundations can be reused.
The value is knowing which parts should be shared and which must remain specific to a problem.
Evidence travels carefully
A lesson from education may inform an enterprise workflow, but context still matters. Transfer the method, then revalidate the assumption.