How Do I Get Rid of Gmail Tabs?

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Gmail just turned on some kind of tabbed inbox feature. It’s randomly putting mail into different “categories.” How do I turn that off?

Full disclosure: that was me asking the question.

While I was out on a trip, Google enabled their new “tabbed” inbox. My first reaction?

How do I turn this thing off?

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