Loopwork System

Blog

Research writing, methodology, and analysis — applying clinical causality assessment to the bidirectional interaction between humans and AI systems.


2026

The FDA Asked How to Evaluate AI in Clinical Trials. The Answer Was Always in Their Own Toolkit.

The FDA's proposed AI pilot program for early-phase clinical trials asks the right questions but misses the evaluation framework that already exists in pharmacovigilance — and the interaction layer that nobody is measuring.

The AI Efficiency Gap: Why Clinical Safety Frameworks Are Failing

AI tools are being deployed in clinical settings like off-label drugs — without the safety and risk mitigation protocols that would be required for any other clinical intervention.