Train It, Test It, Trust It?

Tools like Google's Teachable Machine let anyone train a real image model in a browser: hold up objects, snap examples, train, test — done.

The workflow is universal:

1. Collect examples for each category 2. Label them (the answer key) 3. Train — the model finds the pattern 4. Test on new examples it never saw 5. Use it — carefully

Every giant AI system follows this same five-beat rhythm, just bigger.