Generative AI:
The good vibes and the bad

What it is, how it works, and what it's changing.

The deck: ~30 min, interactive slides

Walk through tokens and matrix multiplication, a genuine tiny attention model, a zoom from 42 numbers to trillion-parameter models, what's really inside a modern AI assistant, what the coding evidence does and doesn't show, how cheap software lets almost anyone build their own tools, and the real-world trade-offs around work, energy, capital, hardware, and governance.

~30 minutes Interactive Beginner-friendly
Open