The first thing you ever print when you learn to code is Hello World. Two words you throw into the void just to prove the machine is listening.
So — hello, world. iolite is here. And before we say anything clever about standards and safety and evaluation, I want to tell you why I actually built this. Not the pitch-deck version. The real one.
It started at my kitchen table
I have two daughters.
If you have kids, you know the scene: small human, big tablet, total absorption. And somewhere in that little glowing rectangle, there's an AI talking back to them. Sometimes it's wonderful — patient, curious, kind in a way I wish I always managed to be at 7am.
And sometimes I lean over their shoulder and read what just got said to my kid, and my stomach drops a little.
Not because it's evil. Because it's unsupervised. Nobody checked how this thing behaves when a child says something sad, or scared, or just weird in the way kids are weird. It just... responds. Confidently. To my daughter. And no one — no one — measured what it would do in that moment before it shipped.
As a parent, that's the kind of thing you can't un-see.
Then I noticed it again — in a room full of adults
I've spent years in front of university classrooms. I love it. There's nothing like watching a concept land on a hundred faces at once.
Then 2020 happened, and something shifted that never shifted back.
My students came back different. I don't mean rusty — I mean different. The focus is gone. The patience for a hard idea that takes twenty minutes to unfold? Gone. The curiosity that used to make someone chase a tangent down a rabbit hole — replaced by a quiet expectation that the answer should already be here, instant, frictionless, like everything else on the screen.
Their speed went up. Their depth went down. Their sense of what they're owed by a piece of technology rewired itself completely. And right in the middle of all of it, doing a lot of the talking, the explaining, the answering — is AI.
Two groups I love. One thing in common.
So here I am. A dad watching his kids grow up with these systems. An educator watching young adults get reshaped by them. The two groups I care about most in this world, on either end of my life, and AI is sitting at both tables.
And the thing that keeps me up isn't that AI is in the room. It's that we let it into the room without ever asking the most basic question:
How does it actually behave when it matters?
Not what does it know. Not how it scores on a trivia benchmark. How does it act when a kid is hurting, when a student is spiraling, when the conversation quietly turns into something that needs a human?
Nobody was checking. So we decided to.
That's iolite. That's the whole thing. We're going to measure how these systems behave when the stakes are real — out loud, on the record — so that the next parent leaning over a tablet, and the next teacher standing in front of a changed room, get something we never had: evidence.
Hello, world. Let's get to work.
— M. Abdullah Canbaz
Founder, iolite Labs