AI Is Flooding Drug Discovery With Candidates. Clinical Validation Has No Flood Gates.
AI can generate 100x more drug candidates, but trials still need real patients. The bottleneck has shifted, and most...
AI Validation
The Validation Accords: Clinical Trials Are About to Learn What “Validated AI” Actually Means
Nature Medicine's Validation Accords push for a generative AI consensus framework, and expose a regulatory gap that could invalidate...
Benchmark Scores Don’t Break. Clinical Reality Does. The Health AI Readiness Illusion.
Nature Medicine's frontier AI evaluation exposes a dangerous gap: models acing medical benchmarks collapse under adversarial pressure, and the...
The Specialized Clinical AI Trap: General-Purpose Chatbots Are Winning the Benchmark War
A Nature Medicine study shows general-purpose LLMs outperform specialized clinical AI tools on real physician questions—exposing a validation crisis...
Clinical AI Is Being Deployed Faster Than It Can Be Trusted: Here’s the Network Trying to Fix That
43% of FDA-authorized AI clinical tools lack published validation data. A Columbia-led research network is building the governance framework...