>To me errors are very special constructs
Special how? Surely they are not special in a way that can't be captured by a type system. You say they should be handled in a special/deliberate way, but that's what it means for something to have a distinct type: it can't be handled like everything else. You just define special error-handling functions and they will work on errors and nothing else, and nothing else will work on errors.
As far as syntax goes, the I feel the big issue is about deferring error handling. You don't always want to mix error handling code with your algorithm logic, so you need to defer. We also talk about 'errors' so generally that we never bother to qualify which kinds of errors should be deferred or not in a way that is encapsulated in the type system. Or what kind of deferring should be available -- return errors or just move them later in the same scope? (Java's checked exceptions are a good example of attempting to do this, but it doesn't work out in practice. Programmers don't think like programs do: deferred error handling isn't the same as deferred error-handler writing, and both are needed in different ways.)
From what I can tell about error handling in Go, it isn't really a step forward. (And we really want a step forward.) Go just kind of falls back on "this was the last thing that worked, and making significant progress is probably too hard, so we won't bother trying."
That's the impression I get, at least. I don't actually do any Go programming, but I'm not inspired by its approach, either.