Your casual understanding is imprecise.

At all times the LLM is, indeed, predicting the next token. Anything it does emerges from that.

It did not "figure anything out". It predicted that text describing the use of a radial gradient was likely to follow text describing your problem.

Lol, the bird did not 'fly' - it just flapped its wings and generated lift!