AI/ML/GenAI & Data Products Healthcare Governed Agentic AI Product Leadership Most deterioration alerts in hospitals are loud, late, and lonely — loud because they pop up everywhere, late because
Governed by Design- What Regulated Industries Must Demand Before the Age of Agentic AI Over the years of deep engagement with professionals across regulated industries—through panel conversations, working sessions,
And the design fix is not a better EHR. It is a governed agentic AI architecture. • • • Working memory holds three to five items at
The Missing Layer in Your AI Stack Why the hardest problem in enterprise AI isn’t building agents — it’s proving they’re governed. • • • The technology part works.
AI is no longer a research experiment. It is embedded in credit decisions, clinical pathways, hiring pipelines, and public services. The ethical question has shifted from whether to govern
The industry is moving fast on capability. It is moving slowly — dangerously slowly — on the one thing that determines whether that capability can be trusted. There is
A Systematic Process for Feature Selection, Feature Dropping, and Algorithmic Self-Selection in Iterative Machine Learning Development Feature selection is the most consequential and least disciplined step in the machine
Healthcare’s AI crisis isn’t what you think. While the pandemic unleashed hundreds of COVID-19 prediction models promising diagnostic breakthroughs, zero reached successful clinical deployment. A 2020 BMJ systematic review
Overlooking the Arabian Sea from Taj Lands End, as I wrapped up a journey through Mumbai and the Maldives, a simple yet profound realization resurfaced: human connection and relationships
Artificial intelligence (AI) is often expected to outperform humans in healthcare because the stakes are high. A more rational approach is to evaluate AI against the real‑world performance of
