(Ninja'd by Belthus, but I'm gonna post this anyway 'cause I worked on it for a while and I like it.
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I think one reason it's hard to answer the question about necessary and sufficient evidence is that no one -- theist or atheist -- agrees on what is a necessary and sufficient condition for Godhood. This isn't necessarily skepticism. How does
anyone explain what God is or what separates God from humans?
Modern Western religion generally depends on the idea of a single, supernaturally powerful force that acts with intention. (Older Western religions might've had more than one such force.) To define this, we generally focus on these acts -- things God does that humans and nature can't do.
Taking another perspective of spiritual belief... some traditions of Hindu thought put forth the idea of Brahman -- the universal spirit that pervades all existence and transcends human concepts of space, time, and causation. It is not "God" in the aforementioned sense (believers in Brahman generally see our idea of "God" or "Gods" as an anthropomorphized characterization); however, nothing would exist without it. I can hardly start to think of how you would prove Brahman exists. It is by definition beyond human comprehension, so you can't simply go looking for it. You can't ask it if it's there, because it wouldn't respond. Fully understanding the true nature of Brahman instantly leads to freedom from material existence (including life and death), so I suppose Brahman could be proven if we witnessed someone who'd achieved this -- but we'd have no way of knowing what this looks like, since Brahman is beyond human comprehension.
I guess my point is that telling atheists that no evidence will ever be enough for them isn't much different from telling theists that they're too easy to convince.
But I could be limiting myself in scope. Do we need a definition of God before we can go looking for God? Alternately, if you claim to have found God or to know God, but you cannot define what God is, are you wrong?