what is difference among “actually,” “in fact,” and “indeed”?

Actually and in fact both mean that the other speaker has said something at least partially and factually incorrect, and you are about to correct them.

Indeed signifies agreement.

actually 和 in fact 是强调否定

indeed 是强调肯定。

以上来自于quora。