How the world's AI models are actually made — data, human feedback, and evaluation — taught first-hand from inside the industry.
 

WHAT THIS IS
Everyone uses AI. Most of us do not understand how it's built. This program opens the "factory": how models are trained, where their answers come from, and why they behave the way they do. Taught first-hand by someone who has worked inside the industry — plain language, no engineering background needed.
 

WHAT YOUR TEAM WILL LEARN
How AI models are actually built: pretraining, human feedback (RLHF), and evaluation.
Where a model's answers really come from — prediction, not knowledge.
Why models hallucinate, and how to recognize it.
What today's models can and cannot be trusted to do.
How human judgment shapes every model your team uses.
 

WHAT YOU WILL WALK AWAY WITH
A clear, accurate mental model of how AI works — so decisions about it stop being guesswork.
The ability to judge AI output critically instead of trusting it blindly.
A shared vocabulary for talking about AI capability and risk across the team.
 

WHO IT'S FOR
Teams and leaders who rely on AI and want to understand what's really happening under the hood — so they can use it wisely and set realistic expectations. No technical background required.
 

FORMAT
Delivered as an executive briefing, an intensive workshop, or a full program — sized to your team. In-person or live online. 

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Led by Konul Kalantarov, PhD — formerly with Google's AI teams and Scale AI.

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Ready to explore? Book a free consultation, or email for a custom proposal.