Blog.
Notes on AI, drug discovery, and building platforms in biomedicine. Short posts. No listicles. Occasional diagrams.
2026
Advancing digital twins — real-world impact in patient care and consumer insights
19 Apr 2026·7 min readTwo digital twin prototypes, two very different domains, one question — when does a synthetic trajectory earn the right to influence a decision? Notes on what it took to get to ±0.3% HbA1c over 56 weeks, and what the same backbone looks like in consumer behaviour.
Three places patient digital twins mislead
28 Mar 2026·5 min readDigital twins are useful. They are also confident in exactly the situations where a clinician would hedge. Three failure modes that keep showing up, and what each one implies for how the twin should be designed.