The only thing that worries me is that we don’t actually know how the human brain works. There’s an entire school of psychological theory and practice - really its oldest truly scientific branch, that holds that human intelligence actually does work a lot like an LLM. The hard core behaviorists believed that literally all human behavior was just a really complex version of Pavlov’s dogs. It sounds absurd, but they had good arguments. In principle even very complex behaviors can be the result of reinforcement and conditioning.

https://en.wikipedia.org/wiki/Behaviorism

The 25% more figure includes all of these things. How else do you think they would make the comparison?

Eh. It’s par for the course. 20 years ago, at the height of the frenzy of outsourcing things to China, I remember saying that this will just result in US companies creating their own competition. Anyone with a brain could see that Chinese companies weren’t going to be willing to serve as second-fiddle to their US masters. The idea that you could keep design and management, while sending production overseas, and that you can keep that arrangement stable long-term? Pure fantasy. Of course a country isn’t going to be content just doing the grunt work. They want the highly paying design and management jobs, not just the menial labor ones.

Please. You don’t use exercise to lose weight. That’s what bootleg weight loss drugs are for.

The real issue is that since any fingerprint that can be mandated for AI content must be algorithmically implemented, then that fingerprint can be algorithmically removed.

For example, let’s say companies voluntarily choose or are forced to integrate text fingerprinting into LLM output. Automated AI writing detection tools already exist, but they’re not reliable. But in principle we could make the output of LLMs easy to identify. Maybe we force them to adopt subtle but highly unique patterns of word choice, punctuation, sentence structure, etc. Then if any student attempted to upload an LLM-generated essay to their course website, the system could with high accuracy flag it as AI generated.

But…if those patterns are so clear and unambiguous, it also means they can be easily detected by third party tools. If one person can code ChatGPT to add special fingerprinting to the text ChatGPT creates, another person can create a program that you can paste ChatGPT text into that will remove that fingerprinting.

In a just world, you’d have been bumped up a grade, moved into an advanced track, or given time in advanced sessions with other gifted students. That said, your teacher would have been responsible for making those recommendations.

Oh that did end up happening eventually. I did go down that track. Ended up taking calculus freshman year of high school.

This is Paul Harvey…Good Day!

When I was a child, I was told that Communism failed because it gave no incentive for people to work hard and better themselves and their society. After all, if everyone is paid the same and has a guaranteed job, why worker harder than than anyone else? As an adult, I learned the same thing applies to workers in capitalist societies. In most companies, there is little reason to do more than the bare minimum needed to keep from getting fired. Promotions never happen as companies prefer to hire externally. Real raises and bonuses don’t happen; you have to move companies to get a real raise. And of course, workers don’t get any direct reward for working more. The owners just pocket all the profits and tell you to work harder.

I turns out both American Capitalism and Soviet Communism wasted colossal amounts of human potential.

“How do bird’s fly?”

Mostly horizontally, a bit vertically. 😂

My worst version of this was in third grade where we learned our multiplication tables. Our teacher had us all make multiplication flashcards. 1x1 up through 12x12. She then assigned us to spend a certain amount of hours practicing the flashcards, including some log and parental sign-off IIRC. A card might have “3x8” written on one side, “24” on the other. Practice and drill until you memorize them all.

Well, the problem I had was that I memorized my times tables in a fraction of the time we were required to practice. I ended up getting in trouble for not having enough practice hours - even though I was acing the quizzes we were getting. This wasn’t even about showing your work, as this was a rote exercise in memorization!

But the teacher thought that it took X number of hours of practice to learn your times tables. That’s what she assigned, and nothing was going to change her mind. So I sat at home pointlessly practicing the times tables I had already memorized, instead of doing something fun or even moving ahead to more advanced math concepts.