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In many cases (though not all) it's the same thing that makes for great engineering managers:

smart generalists with a lot of depth in maybe a couple of things (so they have an appreciation for depth and complexity) but a lot of breadth so they can effectively manage other specialists,

and having great technical communication skills - be able to communicate what you want done and how without over-specifying every detail, or under-specifying tasks in important ways.