Insights

Notes from building with AI

What I learn running nineteen ventures with AI in real roles: what works, what doesn't, and how teams actually adopt it.

Hafez AlSayed explaining a point in a workshop
AI & leadership

AI is a skill, not a department

Most companies hand AI to their IT team. That's the mistake. Why AI belongs to every team, what IT still owns, and the three steps we run across our ventures.

15 October 2026 · 5 min read
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