Two things helped me when I started.
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A faster/harder throw helps keep the yoyo in line (assuming a relatively straight throw) for longer.
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I used a horizon, which I found really stable compared to others. Once I got the hang of it, I didn’t need to rely on the super stability of the horizon for most tricks. That being said, I use my more stable yoyos when learning a longer trick that is hard to get.