At the threshold of human and AI healthcare.

An introduction to LiminalX — the questions it asks, and why the threshold between human and AI in healthcare demands a different kind of conversation. Start here.

The disclaimer. “AI-generated content may be inaccurate.” Who put that there, and what does it actually mean? Accountability doesn’t disappear when AI enters the room — it just gets harder to locate.

Healthcare is a resource-constrained system. AI that works but costs more than it saves doesn’t get adopted. Efficiency is the entry ticket — necessary, but getting in the door is not the endgame.

What does an FDA clearance label actually tell you? Efficacy vs effectiveness — the sticker problem in clinical AI, and why regulatory approval is necessary but not sufficient.