You do, and if for any reason the next manager doesn't want you or change his/her/x mind, you are in a really awkward situation with your team.
The hiring manager might connect you with an engineer on their team to see if you’re a fit, but it’s not an actual interview loop. You’re certainly not coding.
Source: Been at Amazon for a many, many years across retail and AWS teams. This was never true, and if you saw this really happen, it’s a 1% minority.