Same underlying weights. What gets done to them after determines whether it completes your sentence, answers your question, or answers it in one very specific voice.
One prompt, three outputs
Hand-written to illustrate the pattern each stage is known for — not captured from a live model.
So what
Fine-tuning changes how it always sounds. It was never the door for teaching it new facts — that's page 10's door 2.