Speaking & Writing
Practical lessons from regulated work, AI experiments, and problems that do not come with a playbook.
I write and speak about clinical development, business systems, process improvement, AI, and career transition.
The goal is not to present every experiment as a success or predict where technology is going. It is to share what I tried, what worked, what did not, and what I learned along the way.
PHUSE Connect US 2025
Pivoting to AI: Turning Career Transition into Innovation
Poster presentation and supporting paper
After a reorganization ended my role at Takeda, I used the transition to revisit artificial intelligence through a small set of hands-on projects and prototypes.
The presentation looks at what I built, what I learned, and how my earlier experience in AI, clinical development, and regulated pharmaceutical work shaped the process. It also considers the gap between an interesting demonstration and something that is accurate, useful, maintainable, and ready for real-world use.
The paper covers the less technical side as well: uncertainty, rebuilding momentum, and the role professional communities such as PHUSE can play during a career transition.