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You can add collaborators to private repos (ie people with push rights). You can have organizations with private repos and use the collaboration tools within the organization.

For me, the private repos are more about having them where I have my other code.

Change social to collaborative and you've got your answer.

Collaborating with colleagues is a very social endeavor.