Well first of all, we're not perfect philosophers of perfect emptiness. We get our beliefs from somewhere. So it's true that all sorts of things are true that we have no evidence of. For instance, it's very, very likely there's life outside our solar system, but I don't have any evidence of it, so I act as if it's not true because in my model of the universe, it's very unlikely that that life will affect me during my natural lifetime.
I would even go far as to say that there may be matter beyond the horizon of the matter that expanded after the big bang, or that we're all running on an alien matrix, or that God is real but he's just hiding, and I act as if it's false. Not because they're untrue, or unlikely to be true, as I have no way to tell. But because I am very, very unlikely to ever, ever get evidence about any of those things, and they probably will never, and probably could never (especially in the near future) affect me. Not so much a "Nuh uh," as a "So what?"
You know your partner loves you based on evidence. If you have no evidence (from past experience or otherwise), then you are very likely wrong. Love operates according to mechanisms, and we understand some of those mechanisms.
Similarly, just because you don't understand the mechanism by which your psychic cousin works, doesn't mean there isn't one. He could be getting unbelievably lucky, or he could be playing a trick, or there could be things we don't know yet that really truly give him psychic powers. You don't know what the mechanism is, but you haven't really investigated either, have you? Even if you never find out what the mechanism is, how much evidence is that that there is no mechanism?
Lastly, I'm not sure, "no mechanism" even makes sense. What does it mean for something to have no mechanism? What does a thing that doesn't have a mechanism look like? How would you tell?
So, from the top: A Priori, Making Beliefs Pay Rent, No One Knows What Science Doesn't Know, What is Evidence?, Fragility of Value (Why something is unlikely to be true without evidence of it), Uh what was that one about you failing the art and not the other way around?, and Not Even Wrong.
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And yet, on the other hand, my spontaneous modification into someone who wears a leather vest given any reasonable opportunity was a somewhat predictable but ultimately unintended side effect of my recent Awesome Leather Vest purchase - I really had planned on it being just a component of one or two special-event outfits. In this case it was a known risk and not a problematic one, but if I hadn't thought that all the way through and leather vests of the type I acquired had more problematic social-signaling properties, it could indeed have been a problem - this is actually a component of why I haven't gotten a cloak, and also I could make an argument on that basis that I shouldn't've gotten a cane when I injured my knee a year ago, since I wasn't intending on modifying into a full-time cane-user and that somewhat-predictably happened anyway and has had repercussions. (I don't mind 'em on net, from here, but being visibly disabled has taken some adjusting to, and peoples' behavior on that count still grates a bit sometimes, and I really should have put a bit more thought into that ahead of time, ideally. OTOH, canes: kinda awesome.)
Not all 'self'-modifications are voluntary. Sunk-cost-based modifications are a subset of the ones that aren't. Being wary of the involuntary ones is not necessarily unwise.
Why would you not want to be someone who wears a cloak often? And whatever those reasons are, why wouldn't they prevent you from wearing a cloak after you buy it?