I remember kanji by first tracing them a certain amount of times with my finger usually around 5 times

Then I'll remember it by remembering a visualisation of drawing of drawing the kanji step by step instead of trying to visualise or think of the whole kanji at once

Mentally it feels like I use less mental bandwidth remembering kanji this way so my mind doesn't get stuck

This might not work for everyone but I'm sharing it in hopes it will help some people