# AI will transform biopharma – and why the sequence of change matters

> Source: <https://twitter.com/BenjamineYLiu/status/2067238500877959315>
> Published: 2026-06-17 17:24:58+00:00

https://t.co/ExUEonRIQI

Ben Liu@BenjamineYLiuArticleUneven Frontiers How AI will transform biopharma — and why the sequence of change matters AI will transform pharma, but not evenly and not all at once. Some parts of drug discovery and development are already...1:30 PM · Jun 17, 202618.9KViews55101037374343Read 5 replies