Using the abbreviated JS/DS screening flow as a practical example of changing the workflow around AI rather than simply inserting AI into an existing process.
Problem: the original process was thorough but too expensive for testing new search directions.
Change: use a faster screening path for batches, then spend deep DS effort only on the strongest candidates.
Broader lesson: AI adoption is often not “add AI to an existing process.” It is redesign the workflow around where AI is fast and where human/deeper analysis is worth the cost.