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In this paper, we establish sharp thresholds on the independence number of the comaximal subgroup graph that guarantee solvability, supersolvability, and nilpotency of the underlying group . Specifically: \begin{itemize} \item For solvability, we prove that any group with independence number must be solvable, and show that the alternating group is uniquely determined by its graph. \item For supersolvability, we show that implies is supersolvable, except for three explicit exceptions. \item For nilpotency, we prove that ensures nilpotency, except for five groups. \end{itemize} Finally, we conclude with some open issues involving domination parameters.

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