Prototypes

Learning by building.

Small experiments exploring how AI and digital tools could support clinical research and operations. Shared openly so others can learn from them, and question them.

Please note: these are personal learning prototypes built with public or simulated data. None is clinically validated, regulator-approved or intended for real-world decisions.

Prototype

VCTA — Virtual Clinical Trial Agent

An AI agent that stress-tests a clinical trial design using simulated participants, spotting red flags before the first real patient is enrolled.

See how it works →