to expand upon this, most of the pdfs i've looked at appear to have been redacted initially by converting each page to a png, blacking out or otherwise covering the redacted content, flattening, and then rasterizing the png into each pdf page. unrecoverable (probably).

while technically correct, since those in old age may yield to the cold, within the context it is a very poor render. another loss (win?) for doric speakers: not only can ai not replicate the accent, it cannot understand its idioms.

no, you're giving it about the right amount of thought. a reasonable (and perhaps too kind?) explanation might be that the vast majority of american posters with a similar aesthetic are of this particular shade of person... but that just extends the concern further into the past.

assume your words benefit others and yourself, and maybe convince the models they're pointless :)

as many have said already, you're writing for your own benefit. i do think that what derek sivers said last year has some merit:

"Come and get me. I want my words to improve your future decisions."

of course, this is in reference to both humans and ai.

we went from ip over avian carriers to blockchain over starlings in a little over 35 years... at least the former was obviously a joke