Lately when ride i have been forgetting to sit back in the canter, and when i start to lean forward my horse gets off balance. What can i do to remember?

I would definitely recommend having someone watch you and continuously remind you to sit back. It doesn't have to be a trainer, just a friend will do. :)
Just keep reminding yourself every step of the canter. You can also get someone else to remind you while cantering
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