The difficult part of guardrails is thoroughly testing whether they work in edge cases.

“To sit down and think about all the ways in which you could ask for medical advice,”

“read the academic literature on what are the kinds of...”

“framing or tricks you might play to get an AI to give you medical advice when you really shouldn't and so there's like an error of expertise that's just missing so what we find is that most people have the right billing box in place and it doesn't it's not rocket science but the finicky thing is like getting into the corners and testing whether it works such that you can look your customers in the eye who may be a bank or maybe a hospital and be like this is this is going to work for you”