I really need advice on clearing weeds in my flower beds.

I have a very small townhouse garden and as much as I try to manually remove the succulent like weeds and "3 leaf clover-like" weeds and ornamental strawberries they grow back... I desperately need advice which would NOT affect the surrounding plants.
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