I found some excellent videos from Berkeley on what QFT is.
https://www.youtube.com/@hitoshimurayama2746
The view is that QFT is simply a multi-particle ordinary QM. The videos give the full details, so I won't say anything else except to mention some highlights. Particle creation, Compton...