One of the reasons for the adoption of the Hollerith Tabulator in the great 1890 Census - arguably the birth of computing in the United States - was the increasing concern about . . let's say ethnics. To be frank, there were too many of them. "Japanese," "Chinese," "Negro," "mulatto," "quadroon," "octoroon," "negrito", etc etc. So in 1890, we needed dozens of new categories, and the old methods simply would not work. At least in terms of usable - actionable[1] - data in a quantitative setting.

Its success was so marked that it was immediately decided in 1893 to move a Tabulator to Ellis Island, to count the ethnics from the source with Hollerith's new technology. Herman Hollerith had great success in his own lifetime, the technology eventually becoming the core of the Computing-Tabulating-Recording Company, otherwise known, a decade later, as International Business Machines.

The establishment of this clear process surrounding race - actual race law - was, believe it or not, pretty novel in Western history. A lot of old-timey race policy - like the relationship between a monarch and the Jews, or what exactly a visiting Muslim could or couldn't do (like sell and buy slaves cough Venice cough) - this race stuff was almost always very, ah, what we'd call "tribal knowledge". A Jew in the Middle Ages could have far greater rights and lifestyle than in later periods, but those rights were completely unpredictable; this was true to greater or lesser extent for many "outsiders" in the early European era. Even in 1900 American innovation in race law - based on "Science!" - was a new thing, and extremely exciting to the enthusiasts of folk movements[2] crisscrossing our entire civilization[3] at the time. One of those was Willy Heidinger, who established Deutsche Hollerith Maschinen Gesellschaft to produce license-built Hollerith machines. World events interceded, however, and the German civil service infrastructure to run a census would not be present until much later . . 1933, in fact, when things would get very spicy indeed in the world of race "science".

And then, of course, cataclysm: the end of the European Order.

On the European continent, a debt to truth was paid. A hundred million dead or maimed, nations wrecked, a whole world - a weltanschauung - burnt down to the foundations - below the foundations. But elsewhere - like in the New World - the lesson was not as stark. And in yet other places the inverse lesson was learned: once you determine a person is not a person, you must brutalize yourself and your population immediately, before the soon-to-be-unpeople realizes that the struggle is existential.

Let's wrap this up.

What 20th century Race Science/Race Law were trying to do was make sense of something as complicated as human culture but using the sciences they understood: 19th century statistics, the physics of iron and steam. Those were the sciences with the capital backing, so - of course! - those were the only science that mattered. Today, we're looking at another complex element of the human experience - human language, human consciousness - and again, we're looking at it through the science that's got the most capital backing it: computation. That's how "text" somehow, incredibly, came to contain "language". Or how "scarcity" was represented by "money" - as if there were any N-dimensional descriptions that could adequately vectorize either of those concepts.

Ultimately, when you really dig yourself into these sorts of artificial - if not downright dishonest - "science-y" establishments, when you start imposing them on the world, you don't break out of them easily. Or without damage. The people making use of your LLM widget do not understand the math - all they know, like the race science of previous centuries - is that it's Science-y. It might as well be wearing a Mitre and Crosier.

[1] What those actions were, is a subject for another post. Probably inside a soon-to-be-flagged topic.

[2] The American example in race law was also very exciting to a certain Mr. Adolf Hitler, as well. You can read all about it in Mein Kampf. Hitler's attitude towards America is really fascinating stuff, but an entirely other subject.

[3] And beyond! Ethnonationalism spread like fire, as colonized peoples realized this could be their big ticket towards peerage in the European age.