My brain scrambles verb conjugations every time! Any memory hacks for irregular verbs?

I've been learning French for a while now, and while my vocabulary is growing, irregular verb conjugations consistently trip me up. I feel like I learn them one day, only to forget them the next when put on the spot. Does anyone have any unique methods, mnemonic devices, or practical exercises that actually helped them master these notoriously tricky verbs?