What are the steps to get Team Foundation Server running unit tests when a given build runs?

What are the caveats / pitfalls / workarounds a dev or sysadmin should be aware of when setting up a TFS server to do this for the first time?

What are common troubleshooting steps for unit test problems during builds?

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