What is the most stable condition for an atom

Atoms are at their most stable when their outermost energy level is either empty of electrons or filled with electrons.

Atoms are constantly searching for 8 valence electrons. With 8 they stop searching for more and remain stabilized.
The more valence electrons, the more stable.

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