What does the "maximum tree depth" warning mean?

[AlexAndorra]

Ow ok, thanks Junpeng, that’s very clear!
From what you said here:

@junpenglao

Usually, this is an indication that NUTS is taking too small steps

Can I conclude that one way to not reach max tree depth would actually be to reduce target_accept, since NUTS would then take bigger steps?