Matt, thank you for educating us. I think your public, Nihilist
pro-technology stance may now have excused you from the "Table of the
Concerned". Occam's Razor.

On Tue, 08 Sept 2026, 23:42 Matt Mahoney, <[email protected]> wrote:

> Quan Tesla wrote:
>
>>
>> A sidenote; Occam's Razor may be great for a quick research-population
>> poll, as a "thumbsuck" knowledge indicator, but not as a valid and reliable
>> derivation of the most-correct Algorithmic Information Set for a boundaried
>> system under consideration. Polling results offer useful insight and a
>> refetential parking space for future checks and balances, e.g., "But most
>> of you agreed how in your performance reality, "A" logically causes "B".
>> The intrinsic system seems to differ." ???
>>
>
> That's not how AIT works. Occam's Razor and AIT says that the shortest
> theory that is consistent with past data makes the best predictions.
> For example, Hume's guillotine has a database of county level crime and
> income statistics with a negative correlation, meaning by knowing one, you
> can predict (and compress) the other. What it does not show is which causes
> which. Consider the following 4 theories:
>
> 1. Poverty causes crime.
> 2. Crime causes poverty.
> 3. Racism causes crime and poverty.
> 4. Low IQ causes crime and poverty.
>
> The data is consistent with all 4. AIT says 1  and 2 are more likely than
> 3 or 4 because the statements can be written using fewer bits (168 vs 256).
>
> Now there is a separate study in Finland (and a few in the US) showing
> that 1 is false. Giving money to people has no effect on the rate that they
> are arrested or convicted of crimes. Therefore 2 is most likely.
>
> Now if another study disproves 2, say by randomly choosing to not arrest
> people and compare their incomes, then 3 and 4 are equally likely.
>
> Now it becomes political, because there is no way to experimentally
> control for racism or IQ. What normally happens next is that we guess which
> one is correct and search for evidence that confirms our beliefs and ignore
> evidence that refutes them. Not because we want to be right, but because
> human brains have a maximum learning rate of 10 bits per second short term
> and 1 bps long term to avoid filling up our 10^9 bit storage capacity. It
> takes more bits to store evidence that refutes our beliefs than evidence
> that confirms them.
>
> As a scientist, I should know better. I should be looking for evidence
> that refutes my theories, but I know that doing so means I have to
> sacrifice learning something else. At 71 my brain is nearly full and
> learning slows down, which only makes it harder to be objective or change
> my political views.
>
> Every political issue has evidence supporting both sides because evidence
> is not proof. There is more evidence that the world is round than flat, but
> you cannot prove that to a Flat Earther.
>
> LLMs learn a million times faster than humans, so I expect them to
> consider all the evidence in their answers.
>
> -- Matt Mahoney, [email protected]
>
>
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