You can say, do you work on tuesdays? I have been poking around wondering about the colloquial usage of on tomorrow in southern american english and wondering about. Tomorrow morning is idiomatic english, tomorrow's morning isn't.
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So your sentence we start tomorrow is proper in this context.if meant to be a question a question mark should be added, we start.
