At the drop of a hat (at the drop of a hat)

to make a first step towards achieving something, especially...

to angrily scold or criticize someone

A small-scale experiment to test a concept.

to take a risk by doing or saying something that others may...

suggesting that AI or machine learning models are often the...

to deviate from a prepared plan or speech