Well, what sets you kind of apart from other people doing something similar to this?

Yeah, absolutely.

Well, you know, one of the biggest things is that I don't look at someone's symptoms in isolation.

I look at the whole person and their relationships and systems surrounding them.

For example, infertility can affect much more than someone's emotional well-being.

It can impact communication between partners.

intimacy, identity, friendships, family relationships, and the way, too, that someone sees their own body.

Well, Michelle, what was your inspiration? What kind of got you started in all this?

How do you have to structure that data? I know the data you put in matters.

Right, right.

And I think...

When we look at what large language models or LLMs are actually doing when they're trying to understand, make sense out of all this data that they're given, they need context.

We talk about they need lots and lots of data.

Well, the reason they need a lot of data is because they're looking at data, they're looking at words or fragments of words or numbers, And they're trying to make sense.

They're trying to see patterns.

Well, I feel like that increased accuracy, I mean, we all hear about hallucinations with AI, so knowing that having that structured data standard can increase accuracy would make everyone feel more comfortable, right?

Michelle, can I come to you first just for your perspective? I know you gave us a little bit of lead in how we got to the book, but tell us from your perspective how this book actually happened.

Sure.

So Josh and I are married.

We've been married for a long time.

And as his partner, I have a sense when he's on to something.

And sometimes he's not very clear about explaining it.

So, you know, sometimes he would come home from these security conferences and just start telling me about the agents, like the tech.

I