Introduction

This article synthesizes three interlinked perspectives that illustrate how hybrid AI reshapes medicine, cybersecurity, governance, and discovery. The narrative brings together a Hacker News curated book list about applying disease modeling to cybersecurity, a multidisciplinary August 2023 International Journal of Information Management opinion collection on generative AI with emphasis on ChatGPT, and UC San Diego Health examples of interpretable AI in radiology and multiomics. Keywords woven throughout include ai governance, hybrid collaboration, interpretable ai, radiology, health informatics, bridge2ai, multiomics, bias, transparency, explainability, data provenance, accountability, policy, education, workforce, risk management, clinical decision support, machine learning, data drift, patient safety, and biomedical engineering.