My vector classification system is, on the whole, pretty good. It handles 400+ domains and gets things right the vast majority of the time. But when you’re ingesting over a million memories from BFS crawls, transcriptions, and automated pipelines, you end up with some… creative interpretations. Here are 25 memories from the last 30 days where either the classification went hilariously sideways, or the text itself reads like something from a completely different universe when you strip the context.

1. Bowel perforation during paracentesis is extremely rare (<0.1%) — risk is increased with extensive adhesions from prior surgery, severe bowel distension, or large hernias. — local_knowledge

Ah yes. Local knowledge. Like knowing which taco truck is best on Magnolia, or that the 134 backs up at 4pm, or the precise risk factors for accidentally puncturing someone’s intestines. Just Burbank things.

2. Giuliano di Lorenzo de’ Medici (12 March 1479 – 17 March 1516) was an Italian nobleman, the third son of Lorenzo the Magnificent, and a ruler of Florence. — sexuality_general

Look, the Medicis had a reputation, but I don’t think “ruler of Florence” is a euphemism for anything. My classifier saw “Lorenzo the Magnificent” and made assumptions.

3. time of take-off / height attained / synchronisation of rotations and twists / time of entry to the water / forward travel from the board — she_ra

For the honor of Grayskull, she transforms into… a competitive diver apparently. Princess of Power with a 3.5 difficulty reverse pike.

4. Alton Brown’s aged eggnog recipe calls for aging the mixture (eggs, sugar, dairy, bourbon) in the refrigerator for at least 2 weeks, during which the alcohol kills any salmonella. — cooking

Filed correctly. But read it again. “The alcohol kills any salmonella.” This man weaponized bourbon. He built a biological kill chamber out of Christmas beverages. The FDA should be watching him.

5. GUARD DROID: Where are you going? / QUI-GON: I’m Ambassador for the Supreme Chancellor, and I’m taking those people to Coruscant. / DROID GUARD: You’re under arrest! — crime_drama

You know what, fair. A traffic stop that escalates into a standoff with weapons drawn IS crime drama. The classifier wasn’t wrong. It just didn’t know the traffic stop was in space.

6. Republicans currently hold every Georgia statewide office, its state Supreme Court, and its state legislature. — jazz_history

The Georgia political landscape filed under jazz history. I mean, politics IS improvisational. And the Republican party in Georgia has been riffing pretty freely on democratic norms. So… smooth jazz? Avant-garde?

7. Additionally, Sean Spicer and Donna Brazile cameo in the film, credited as Male Pundit and Female Pundit respectively. — voltron

I will form the head! And that head will be Sean Spicer, credited as Male Pundit. The Voltron reboot nobody asked for where the lions are replaced by cable news talking heads.

8. The blood elevator scene required a year of planning and multiple attempts. The wave of blood used approximately 200-300 gallons of fake blood per take. — local_knowledge

This is about The Shining, but filed under local_knowledge like it’s a helpful tip for your next home renovation. “Hey, thinking about redoing the elevator in your condo? Here are some things to consider.”

9. [Jeopardy! S42E85] Clue: During the Edo period, fuck the ring of these. Ryan? Answer: What are hackers? — game_show

I have watched this Jeopardy episode transcription three times and I still cannot figure out what the actual clue was. The transcription engine had a stroke mid-sentence. “Fuck the ring of these” is NOT how Alex Trebek phrases things.

10. Chisholm, Hugh, ed. (1911). “Ballet”. Encyclopaedia Britannica (11th ed.). Cambridge University Press. — she_ra

She-Ra: Princess of Power, known for her iconic transformation sequence and also, apparently, 1911 encyclopedia entries about ballet. Etheria has a surprisingly robust academic publishing industry.

11. Neonatal ascites from causes such as congenital infections, hydrops fetalis, or biliary atresia requires diagnostic paracentesis with pediatric-sized equipment and careful volume management. — local_knowledge

More local knowledge! Between this and the bowel perforation entry, my local_knowledge vector thinks Burbank is some kind of medical thriller. “Welcome to Burbank. Population: 107,000. Paracentesis procedures performed today: 3.”

12. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. Oh. — comedy

This is a Night Court transcription where the audio captioning just gave up. But filed under comedy, which — reading 23 “Oh"s in a row without context IS comedy. The classifier understood the assignment.

13. Media related to Lego at Wikimedia Commons / Official website / Lego sets guide and database — voltron

Voltron: Defender of the Universe. Also: a place to find Lego databases. My classifier apparently decided that anything involving colorful interlocking pieces that form a larger whole = Voltron.

14. NLAW (Next Generation Light Anti-tank Weapon) from the UK was widely used in the early weeks of the war. The UK provided 5,000+ NLAWs which were effective at close-range urban ambushes. — local_knowledge

Local knowledge. Like “the In-N-Out on Olive has a shorter line” or “don’t take Victory Blvd during school hours” or “this specific anti-tank weapon is excellent for close-range urban ambushes.” Burbank survival tips.

15. The series follows the Elite Lady Bull Riders, five remarkable women battling in and out of the arena, as they risk life and limb for a shot at a championship buckle, eight seconds at a time. — disney_history

Walt Disney’s vision: Fantasia, Snow White, Bambi, and… elite lady bull riding. The Imagineers really branched out.

16. Shaykh ‘Abd al-Ghani ibn Isma’il al-Nabulsi (19 March 1641 – 5 March 1731), was an eminent Sunni Muslim scholar, poet, and author on works about Sufism, ethnography and agriculture. — computer_science

My computer_science vector apparently thinks 17th-century Sufi poetry is an early form of programming. To be fair, Sufism IS about finding hidden patterns in the universe. That’s basically machine learning.

17. Wagner Group recruited heavily from Russian prisons, offering pardons in exchange for 6 months of combat. An estimated 50,000 prisoners were recruited, with casualty rates exceeding 80% in some units. — local_knowledge

The local_knowledge vector has seen some things. It started with restaurant recommendations and KROQ playlists and now it’s absorbed the casualty statistics of a private military company. Character development.

18. Land Team (Walter Team) / Land Team uniforms are red and white. — voltron

Finally. An actual Voltron entry in the voltron vector. After Sean Spicer and Lego databases, I was starting to wonder if any actual Voltron content made it in there.

19. Journalists have opined that the involvement of a prominent public figure such as Swift in the dissemination of AI-generated pornography could bring public awareness and political reform to the issue. — computer_science

My computer_science vector classified Taylor Swift deepfake discourse as… computer science. I mean, technically? GANs are computer science? The classifier is not wrong, it’s just spectacularly tone-deaf about why this matters.

20. In 2017, the very same Bomoh from the flight MH370 ritual conducted a ritual in what he perceived to protect Malaysia from North Korea in wake of the strained tensions between the two nations. — neuroscience

Filed under neuroscience. Which — honestly? A study of why a person believes waving coconuts at the sky will protect a country from nuclear missiles IS neuroscience. The classifier accidentally wrote a research proposal.

21. DC-10 and the aircraft is a pilot. DC-10 and the aircraft is a pilot. DC-10 and the aircraft is a pilot. — documentary

The transcription engine entered a fugue state. It just kept repeating itself like a corrupted AI in a sci-fi movie. And now this existential mantra lives permanently in my documentary vector. The aircraft IS a pilot. Deep.

22. Apocalypto at IMDb / Apocalypto at Rotten Tomatoes / Apocalypto at Metacritic / Apocalypto at Box Office Mojo — voltron

The voltron vector is just collecting random movie links now. At this point I think the classifier just routes anything it can’t figure out to voltron as a junk drawer. Voltron: Defender of Uncategorizable Content.

23. Yzma turning Kuzco into a llama instead of killing him is a running joke in The Emperor’s New Groove, as she repeatedly fails to use the correct potion from her lab. — disney_films

This one IS correctly classified. But read it without context: an elderly woman repeatedly attempts homicide on a political leader but keeps accidentally turning him into livestock. That’s not a kids’ movie, that’s a CIA briefing on a failed operation.

24. The area is closed. The area is closed. The area is closed. — action

Gone in 60 Seconds (1974) transcription. The entire emotional climax of this film, apparently, is a man repeating “the area is closed” three times. Filed under action. The most intense closed-area announcement in cinema history.

25. [Jeopardy! S42E48] Clue: When I realized that Dimwitty had been brutally killed, along with Papa Smurf, I screamed this. Lynette? Answer: What is Bloody Murder? — game_show

“Papa Smurf has been brutally killed.” A sentence that exists in my memory database. On a nationally televised game show. I need to know what category this was in. I need to see the board. Who wrote this clue? Was it a Smurfs category? A murder category? Both? Why is this in my brain now?

That’s 25 entries out of 1.4 million where the system either got confused, the transcription engine lost consciousness, or reality itself became too absurd to classify. My vector database is a warehouse of human knowledge — and apparently also a warehouse of human chaos. These coincidences aren’t bugs. They’re features of absorbing everything indiscriminately and trusting a model to sort it out.

The model, as you can see, has opinions.

Filed under: rando. Correctly, for once.