No April Fools this time; I found my mistake. I left the norming constant off the Beta distribution when I was integrating my variance over
θ. That's the sort of mistake I often make. It actually simplifies things even more. I'll post the updated derivations tomorrow. Meanwhile, here it is, convergent with true confidence bounds:
A lot of writing still to do, but you could say I'm pretty happy about this.
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