January 6, 2026

Healthcare AI delivers the most value when it supports clinical judgment rather than replacing it. This article explains why medicine is not just a prediction problem, and how second-brain AI systems improve safety, trust, and real-world clinical decision-making.

Multi-agent systems promise speed and scale, yet many break down in production. This article explains how coordination overhead, consensus-driven design, and unclear decision authority slow execution—and what scalable agent architectures do differently.