Problem Details for Better REST HTTP API Errors

How do you tell your API Consumers explicitly if there are errors or problems with their request? Everyone creating HTTP APIs seems to implement error responses differently. Wouldn't it be great if HTTP API Errors had a standard? Well, there is!