How do I delete the latest software on my iPhone?

If you're referring to an update you've downloaded but not installed, open Settings, General, and Manage Storage, and delete it.

If you're referring to an update you've installed, you can't, unless it's a beta. If it is, click here and follow the instructions.

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You cannot.