EducationFebruary 26, 202610 min read

What teaching 10,000+ students about AI taught me

Lessons from mentoring 10,000+ students total and currently leading 1,500+ on-site every week as Lead Teacher at Governor House. What students consistently get wrong, what frameworks accelerate them, and what hiring managers should look for.

Hafiz Ali Ahmed

Co-founder & CEO of Safock

You learn faster by teaching than by building. Here's what 10,000+ students taught me about how to ship AI in production.

What students get wrong

Almost everyone underestimates the gap between "the model worked once" and "the system runs reliably for thousands of users." Closing that gap is the entire job.

The frameworks that accelerate

Three mental models that compound: think in contracts, write the eval before the code, and treat failure modes as first-class citizens.

#Education#Career#AI#Governor House

Up next

AI8 min read

What enterprise teams get wrong about agentic AI

Enterprise AI initiatives fail in patterns I now recognise on the first call. A field guide to the four mistakes I see most often — and how Safock structures engagements to avoid them.