Most clinical AI products pass their own tests. That is the problem. A test set built from clean, well-formed cases tells you how the product behaves when ...
Elgaraali
A clinical AI agent does not just answer — it acts. Scope, permissions, approval checkpoints, readable audit trails, tested stop conditions and sycophancy ...
Always-on agents are being aimed at clinical workflows and patient data. What NVIDIA's NemoClaw and OpenShell sandboxing settles — and what it does not.
The AHA and AMA have told the FDA that hospitals cannot see inside AI tools, so vendors must prove performance after launch. What founders should build now: ...
Most healthcare-AI products can produce a warning. Far fewer can answer the questions that follow it: Who sees this warning? How quickly? What can that person ...
Elgaraali
A chatbot will, sooner or later, talk to someone having a bad day. It might be a parent describing a child who is not right, an employee writing that they ...
A symptom checker's escalation advice is the single highest-stakes sentence it ever produces: "contact your GP today", "go to the emergency department", "this ...
Teams building healthcare AI usually do one thing well: they check the medical content. Clinical reviewers read the chatbot's answers, verify them against ...
Ten Clinical-Safety Checks Before Launching a Healthcare Chatbot A healthcare chatbot can answer appointment questions, support pre-visit preparation and share ...