I tell people that too! It really is. You can actually program in english now, and you can run it interpreted and compiled. Most recent LLMs are almost reliable enough to just have them go at it. (Though I'd recommend sandboxing or ask-for-permissions just to be sure yet :-P )
Not quite - English might be the interface but knowing English isn't enough to understand what's happening, what to ask for, how to verify and guide the output.