Children are an attractive selling point for a company in the same way as cancer of some altruistic goal. Though here, although elder care exists, to me that seems like the market to disrupt and minimize costs in.

I was hiring manager for 3 positions about 4 months ago and the amount of fake applications out there was mind boggling to me. I would say 90% were either entirely fake or had the exact same generated ai text. It got so bad that we started only looking at resumes that had a working LinkedIn link.

Also after so many bad resumes I started being very forgiving for the ones that didn't fully match the job requirements if they had something in them that made it seem like a real person, e.g. a personal hobby section. I think a lot of people discourage writing that but I argue it makes you stand out in an ocean of fake and copy pasted junk."

is it "fear mongering" or is it reality?

ie. -- "Eventually other deviant behavior emerged. Mice who had been raised improperly or kicked out of the nest early often failed to develop healthy social bonds, and therefore struggled in adulthood with social interactions. Maladjusted males began isolating themselves like hermits in empty apartments—unusual behavior among mice, vying their time playing vidya or writing useless but whimsical unix programs. Maladjusted females, meanwhile, took to grooming all day—preening and licking themselves hour after hour, incessantly posting pictures of themselves on social media for attention. Calhoun called them “the beautiful ones.”"

It doesn't serve much to point to platitudes and extremes one way or the other, let's look at the average case, the average case is the average doctor writes every note with fear and caution with regards to legalities and missteps.

One of the most notorious examples is radiologist hedging, here's an example: https://ajronline.org/doi/10.2214/AJR.19.21428 So why are doctors studying law here exactly?

Anyway the non-alien conspiracy theories are along the lines of radiation sniffers for a suitcase nuke, drone tests for material transport between bases & offshore navy ships, red team vs blue team drone tests.

I looked into it, this "beam search" is nothing but a bit of puffed up nomenclature, not unlike the shock and awe of understanding a language such as Java that introduces synonyms for common terms for no apparent reason, not unlike the intimidating name of "bonferroni multiple test correction" which is just a (1/n) divison operation.

"Beam search" is breadth-first search. Instead of taking all the child nodes at a layer, it takes the top according to some heuristic. But "top n" wasn't enough for whoever cooked up that trivial algorithm, so instead it's "beam width". It probably has more complexities in AI where that particular heuristic becomes more mathematical and complex, as heuristics tend to do.

In the time-honored tradition of virtualization, I would propose simply to have "moderator" subscriptions similar to subreddit subscriptions. At face value the site is unmoderated (modulo necessary legal requirements), a user may moderate as they please, have AI moderator filters, and share these publicly at their choice, and subscribe to moderations others have shared.

The whole free speech issue began when sites decided that they ought to know what people should and should not be listening to and reading. Easily fixed though, keep the speech free, it's free to the person who speaks, and let the listener and reader choose on their own what they shall and shall not listen to.