What is the difference between methods Add1() and Add2()? Is there a difference at all? For all I know usage (as shown in method UsageTest()) is the same.
private async Task<int> Add1(int a, int b)
{
    return await Task.Run(
        () =>
            {
                Thread.Sleep(1000);
                return a + b;
            });
}
private Task<int> Add2(int a, int b)
{
    return Task.Run(
        () =>
            {
                Thread.Sleep(1000);
                return a + b;
            });
}
private async void UsageTest()
{
    int a = await Add1(1, 2);
    int b = await Add2(1, 3);
}
                Semantically, they are practically equivalent.
The main difference is that Add1 has more overhead (for the async state machine).
There is also a smaller difference; Add1 will marshal back to its original context while Add2 will not. This can cause a deadlock if the calling code does not use await:
public void Button1_Click(..)
{
  Add1().Wait(); // deadlocks
  Add2().Wait(); // does not deadlock
}
I explain this deadlock situation in more detail on my blog and in a recent MSDN article.
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