Yeah, I can't imagine any credible estimator using anything less than a high 
dimensional vector. Much of this sort of high profile thing depends on 
asymmetry (congressman texting a 20-something). But that asymmetry has to be 
large enough. If, for example, we were talking about the grocery store manager 
harassing tellers versus congresspeople harassing (arguably privied) staffers, 
we have to consider not only the extent of the asymmetry, but also where that 
delta exists in the whole space of power.

I think this is where the "punching up vs punching down" heuristic enters. The 
"democratic establishment" punching down at Hasan Piker has asymmetry. But the Hasan 
Piker punching up at classicism/liberalism/crony-capitalism also has asymmetry. (Granted, Piker's 
actually punching sideways, since his streaming empire seems at least capitalist-ic, if not purely 
parasocial exploitation.)

I dithered on whether the 1st accusation should indicate a 50/50 chance the target is well-named as 
"harasser" because these asymmetries sit in the "high profile" region, unlike 
the manager-teller one. There'll always be a Christopher Steele out there hallucinating oppo, if 
you move into the high profile region. Maybe one should regulate α in the high profile region but β 
in the low profile region?

On 4/14/26 8:09 AM, Marcus Daniels wrote:
Here in California, on the exact same day this came to light, Tom Steyer 
started on remarkable personal attack ads against Swalwell.    A shared cause 
or bandwagon effect could be missing too.  That accusers may not be independent 
events at all.

*From: *Friam <[email protected]> on behalf of glen 
<[email protected]>
*Date: *Tuesday, April 14, 2026 at 7:40 AM
*To: *[email protected] <[email protected]>
*Subject: *[FRIAM] vibe coding

I don't know Julia. And I don't understand Bayes' Theorem. But it's interesting 
that Swalwell was pressured to resign, given the accusations against Trump. So 
when I originally asked Devstral to write me a julia program to estimate the 
likelihood Swalwell is a harasser, it incremented α (in Β(α,β)). But decrementing 
β better fits my intuition. The output seems reasonable. >8^D

Too bad Swalwell has the organs that respond to shame. He could've been 
president some day, after racking up several more accusations ... and maybe a 
conviction or two.


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