Fresenius Medical Care (Germany)

The Hyper Consilium: Integrating Human Clinicians as Scored Nodes in a Fractal AI Diagnostic Swarm: A Cognitive Orchestration Architecture for Clinical Medicine

Current human-in-the-loop (HITL) paradigms in clinical AI treat the physician as an external approval gate. This architecture fails to leverage clinical expertise as a cognitive input to diagnostic reasoning. We describe the Hyper Consilium: a fractal cognitive-swarm architecture...

Formal Reliability Analysis of Multi-Layer Deterministic Verification in Clinical AI: A Fault Tree Approach to Quantifying Hallucination Probability

This monograph establishes the quantitative reliability bound for the anti-hallucination architecture of the DeepSensi Cognitive Medical OS. The derived bound is an engineering-grade safety characterization of a multi-layer verification cascade based on IEC 61025 (Fault Tree Anal...