Martin Leach, PhD

Bio:-

This week on Practical AI in Healthcare, we sit down with Dr. Martin Leach, Chief Data Officer at Black Canyon Consulting, who works closely with the National Institutes of Health (NIH) to shape the next generation of AI-driven biomedical research.

 Martin shares a rare inside look into how the federal government is leveraging AI, data federation, and semantic knowledge graphs to extract insights from the world’s largest genomic and medical text repositories — while confronting the central challenge of truth in AI systems.

 We explore how projects at the National Library of Medicine are building “gold-standard” datasets to validate AI models, how hybrid architectures that combine LLMs with API-based sources of truth may redefine data integrity, and why quantum computing could be the next major inflection point for AI.

 It’s a fascinating, wide-ranging discussion that connects federal informatics, scientific discovery, and the future of compute.