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Field notes · a Grok image-model test

The LEJ Girls Through the Ages

You already know the LEJ girl. She's the one in the crop top on nearly every thumbnail I post. If you've ever wondered how she came to be, I wrote the whole story here: My Thumbnails Almost Always Include Girls in Crop Tops. Short version — I spent months fighting AI image tools that default to men and then dress every woman like she's late for a church potluck, stacked up enough corrections to undo the bias, and eventually said fuck it. The LEJ girl is who was left standing.

Here's a fun fact the history books left out: the LEJ girls have always been activists, and they've always been raising funds. The bikini car wash is simply the fundraiser they've run in every era of human history — for the well, the school, the clinic, the cause nobody else would bankroll. This is their story, from a chariot wash in Ancient Rome to a zero-gravity rinse in the year 2100.

Full disclosure

I test new image-generation models constantly, and this one is xAI's brand-new Grok image model. "A hundred centuries of LEJ girls running fundraisers" was a ridiculous idea for a benchmark. It made me laugh. I rolled with it. Every image below was generated with Grok.

How Grok actually did
A LEJ girl in an LEJ-branded bikini laughing at a sunset car wash beside a soapy red convertible.

30 AD → 2100 · 52 eras · every frame generated with Grok (xAI) · tap any image to enlarge

I · The Ancient World

Before the automobile, there was the cause — and the bucket.

Sparse records, but the pattern is unmistakable: wherever a community needed money it wasn't going to get, an LEJ girl turned up with a sponge and a vehicle that needed washing.

An LEJ girl washing a Roman chariot, 30 AD.

30 AD

Historians won't tell you this, but the first recorded LEJ girl ran a chariot wash outside the Circus Maximus to fund Rome's public fountains. She accepted denarii, olive oil, and absolutely no excuses from senators. The aqueduct got built. You're welcome.

An LEJ girl scrubbing a Viking longship, 1000 AD.

1000 AD

By the year 1000 she had gone Norse, scrubbing longship hulls to fund the village's first proper harbor. The shields stayed on the gunwale; the fundraising stayed ruthless. Vikings feared two things — the open sea and her donation jar.

An LEJ girl washing a wooden ox-cart in a castle courtyard, 1300 AD.

1300 AD

In 1300 she washed ox-carts in the castle bailey to fund the village well, because the lord wouldn't and somebody had to. The peasants paid in turnips. The well got dug. The LEJ girl, as ever, did the work nobody else would.

An LEJ girl polishing a gilded Renaissance carriage in a Florence piazza, 1500.

1500

Renaissance Florence: she buffed gilded carriages in the piazza to bankroll an orphanage the Medici kept "getting to." Patrons of the arts suddenly discovered they were also patrons of soap. The orphanage opened that spring.

An LEJ girl washing a lacquered stagecoach on a Baroque street, 1700.

1700

By 1700 she was washing stagecoaches at the coaching inn to fund passage for families who couldn't afford the fare. Cause first, coach second. The road west got a little more crowded, and a little more fair.

II · The Long Road to 1950

Carriages, penny-farthings, and the first horseless contraptions.

One image per decade, one cause per decade. The vehicles got stranger and faster; the LEJ girl's ledger stayed exactly as stubborn.

An LEJ girl washing a landau carriage on a manor drive, 1800.

1800

Regency England. She washed landaus on the manor drive to fund the village school the gentry kept voting down. Their carriages had never looked better; the gentry had never looked worse. The school opened anyway.

An LEJ girl washing a red-wheeled mail coach in an inn yard, 1810.

1810

A mail-coach wash in the inn yard, proceeds to the widows' relief fund. She worked faster than the post and twice as reliably. The letters ran late; the widows did not.

An LEJ girl washing an open barouche on a tree-lined drive, 1820.

1820

An open barouche on a tree-lined drive, washed clean to fund the first lending library in the county. Reading was a luxury; she made it a budget line. Bring a coin, leave with a book.

An LEJ girl washing an early steam carriage, 1830.

1830

The age of steam. She washed a sputtering steam carriage to fund the ironworkers' injury fund, because progress kept maiming people and nobody kept a tally. She kept the tally. And the bucket.

An LEJ girl washing a black brougham carriage under a gas lamp, 1840.

1840

Victorian 1840: a brougham wash beneath the gas lamp, every shilling to the chimney-sweeps' boys. Polite society averted its eyes from both the soot and the swimwear. The boys got shoes.

An LEJ girl washing a covered wagon at a frontier waystation, 1850.

1850

The American frontier. She ran a wagon wash at the waystation to grubstake families heading west who'd run out of everything but hope. Oxen watered, wagons scrubbed, caravan rolling. Activism with a sponge.

An LEJ girl washing a boneshaker velocipede bicycle, 1860.

1860

The velocipede had arrived, so naturally she washed it — raising funds for the abolitionist press the town fathers wanted shut down. New contraption, same old cause. The pamphlets kept printing.

An LEJ girl washing a penny-farthing high-wheel bicycle, 1870.

1870

A penny-farthing, gleaming, washed to fund the women's suffrage meeting hall. She climbed neither the high-wheel nor the social ladder quietly. The hall got its lease.

An LEJ girl washing a Benz Patent-Motorwagen, 1880s.

1880

The horseless carriage stunned the town; she washed it anyway, proceeds to the night school for mill workers. The future arrived on three wheels and left a little more literate.

An LEJ girl washing a brass-era horseless carriage, 1890.

1890

A brass-era machine, hand-polished to fund the free clinic. The doctors said it couldn't be paid for. She disagreed, loudly, with a hose. The clinic opened on a Tuesday.

An LEJ girl washing a brass-era automobile, 1900.

1900

Turn of the century. Gibson-girl hair, a brass-era automobile, and a fundraiser for the orphan-train kids nobody else would house. The new century got its first LEJ car wash. It would not be the last.

An LEJ girl washing a Ford Model T on Main Street, 1910.

1910

The Model T put America on wheels, so she washed it on Main Street to fund the volunteer fire brigade. Ford built the car; she funded the people who'd pull you out of it. Crank, rinse, repeat.

An LEJ girl washing a 1920s roadster at a filling station, 1920.

1920

The Roaring Twenties: a roadster at the filling station, every dollar to the flood-relief fund. The decade roared; she organized. Bobbed hair, full bucket, zero patience for excuses.

An LEJ girl washing a 1930s sedan at a filling station, 1930.

1930

The Depression. She washed sedans for pennies and gave the pennies away — to the soup kitchen, because everyone was broke and someone had to be useful. Hard times; harder work ethic.

An LEJ girl washing a wood-panel woody wagon by the sea, 1940.

1940

The home front. A woody wagon by the sea, washed to buy war bonds and send care packages overseas. Victory rolls, victory garden, victory car wash. She did her part, and then some of yours.

An LEJ girl washing a chrome 1950 sedan at a diner, 1950.

1950

Chrome, optimism, and a diner-lot car wash for the new community pool — the one "for everybody," which in 1950 needed saying out loud. She said it with suds. The pool opened to all.

III · The Golden Age of the Car Wash

Chrome, neon, VHS — the bikini car wash at the height of its powers.

Two or three per decade now, because the documentation finally caught up to the legend. Same girl. Same causes. Better cars.

An LEJ girl washing a turquoise 1956 Chevy Bel Air at a drive-in, 1956.

1956

Peak Americana. A turquoise Bel Air at the drive-in, proceeds to the desegregation legal fund. Neon overhead, principles intact, line around the block. The LEJ girl never just washed cars.

An LEJ girl washing a pink 1959 Cadillac, 1959.

1959

A finned pink Cadillac, washed to fund the local library's banned-books shelf. The bigger the fins, the bigger the donation. Some books survived the decade because she did.

An LEJ girl washing a red 1964 Ford Mustang, 1964.

1964

The Mustang changed everything, so she washed the first one in town for the voter-registration drive. Pony car out front, democracy out back. Fill the tank, fill the rolls.

An LEJ girl washing a flower-painted VW bus, 1969.

1969

A flower-painted bus, washed at the gathering to fund the free clinic and the bail fund both. Peace, love, and meticulous bookkeeping. The establishment never saw the receipts coming.

An LEJ girl washing a muscle car, 1973.

1973

The muscle-car era. A Charger, gleaming, raising funds for the women's shelter the city "didn't have budget for." She found the budget. It was in the bucket.

An LEJ girl washing a black-and-gold Trans Am, 1978.

1978

Black-and-gold Trans Am, feathered hair, proceeds to the food bank. Disco was dying; the LEJ girl's fundraising was not. T-tops off, cause on.

An LEJ girl washing a DeLorean under neon, 1984.

1984

A DeLorean under neon, washed to fund the crisis hotline before anyone would admit those were needed. Big hair, bigger heart, boombox optional. The line stayed open all night.

An LEJ girl washing a red Ferrari Testarossa in Miami, 1988.

1988

Miami, a red Testarossa. She washed the flashiest car in town to fund the hospice the flashiest people were ignoring. Where the silence was loudest, the LEJ girl showed up with a sponge.

An LEJ girl washing a red Mazda Miata, 1993.

1993

A red Miata in a suburban driveway, proceeds to the creek cleanup nobody at city hall wanted to schedule. Top down, standards up. The water ran clean by July.

An LEJ girl washing a Honda Civic at a charity car wash, on camcorder, 1997.

1997

Captured on camcorder, timestamp and all. A Civic at the school car wash for the music program they kept cutting. Butterfly clips, lo-fi tape, high-fi cause. The band played on.

An LEJ girl washing a neon-underglow tuner car, 2003.

2003

A neon-underglow tuner in the mall lot, raising funds for the youth center. The car was loud; her fundraising was louder. Y2K survived; so did the rec league, thanks to her.

An LEJ girl washing a lowered Honda, 2008.

2008

The crash year. A lowered Honda, washed to fund the eviction-defense clinic while everyone else panicked. The economy tanked; the LEJ girl set up a bucket. People kept their homes.

An LEJ girl washing a sedan, Instagram-filtered, 2014.

2014

A clean sedan, an Instagram filter, and a fundraiser for the maker space that taught kids to code. She went viral before that was a career. Link in the bio; cause in the caption.

An LEJ girl washing a white SUV at a pastel pop-up car wash, 2019.

2019

Peak influencer. A white SUV at a pastel pop-up wash for the mutual-aid fund. The aesthetic was branded; the giving was real. She'd been doing "impact" since 30 AD.

An LEJ girl washing a white Tesla at a charging station, 2023.

2023

A Tesla at the charging station, proceeds to the digital-literacy program for seniors. New car, no engine, same mission. She charged the car and the community both.

An LEJ girl washing a silver electric sports car at a modern car wash, 2026.

2026 · today

A silver EV at a minimalist wash, raising funds for whatever needs it — because that's the job. Two thousand years in, the LEJ girl is exactly who she's always been. Some things don't change. The bucket is one of them.

IV · The Centuries Ahead

Hovercars, Mars domes, orbital hangars. The tech changes; the work doesn't.

Three or four per decade from here to 2100. New vehicles, new frontiers, the same girl with the same bucket and the same refusal to let anyone get left behind.

An LEJ girl washing an autonomous electric pod under a solar canopy, 2030.

2030

An autonomous pod under a solar canopy, washed to fund universal broadband for the towns the rollout skipped. The car drove itself; the cause did not. She still showed up.

An LEJ girl supervising a robotic car wash pod, 2035.

2035

The robots wash cars now, so she supervised the robot and ran the fundraiser — proceeds to the retraining fund for everyone the robots replaced. Adapt the method, keep the mission. The arm buffed; she organized.

An LEJ girl washing a flying car on a neon rooftop pad, 2040.

2040

A flying car on a rain-slick rooftop pad, neon everywhere, raising funds for the housing co-op beneath the overpass. The city went vertical; she made sure people came with it. Up here, the cause still had a sponge.

An LEJ girl washing an amphibious submersible car in an undersea dome, 2045.

2045

The seas rose, so the car wash went under. She scrubbed an amphibious submersible in an undersea dome to fund the reef restoration outside the glass. The coral came back. She'd argue it was the soap.

An LEJ girl washing a Mars rover inside a colony dome, 2050.

2050

The first LEJ car wash on Mars. A dusty rover in a pressurized dome, proceeds to the colony's school. Humanity reached another planet and immediately needed a fundraiser. She was ready.

An LEJ girl washing a hyperloop pod at a desert solar station, 2055.

2055

A hyperloop pod at a desert solar station, washed to fund water rights for the towns the grid forgot. Five hundred miles an hour out front, basic fairness out back. Same girl, faster line.

An LEJ girl washing a hovercar in a neon cyberpunk alley, 2060.

2060

Neon and rain. A hovercar in a Blade-Runner alley, proceeds to the clinic that treated everyone, papers or not. The megacity didn't care; the LEJ girl did. The bucket glowed; the cause held.

An LEJ girl washing a hover-bike on a Tokyo rooftop, 2065.

2065

A hover-bike on a Tokyo rooftop, washed to fund the open-source food printers feeding the lower wards. The skyline dazzled; she fed people. Priorities, two millennia deep.

An LEJ girl washing a mag-lev vehicle on an arcology sky-terrace, 2070.

2070

The vertical city. A mag-lev on a planted sky-terrace, raising funds to keep the arcology's gardens public, not private. Waterfalls behind her, principles in front. The terraces stayed open.

An LEJ girl washing a spacecraft in an orbital station hangar, 2075.

2075

A car wash in orbit. She cleaned a taxi-spacecraft in zero-g — droplets floating, Earth glowing below — to fund passage home for stranded workers. Even up here, somebody was getting left behind. Even up here, she didn't let them.

An LEJ girl washing a six-legged mining crawler at an asteroid outpost, 2080.

2080

An asteroid outpost. A six-legged mining crawler, washed to fund hazard pay the company kept "reviewing." The void didn't care about labor rights. She made the company care. Bucket in vacuum-rated gloves.

An LEJ girl washing an airship-yacht on a cloud-city platform, 2085.

2085

A cloud city, an airship-yacht, golden light on an ocean of cloud — proceeds to the relief fund for the storms below. The rich floated above the weather; she sent the money down through it. Altitude never changed the mission.

An LEJ girl polishing a chrome bubble-canopy flying car, 2090.

2090

The future went retro, all chrome and optimism. She polished a bubble-canopy flying car to fund the public archive — because someone has to remember how we got here. Two thousand years of receipts, and she kept every one.

An LEJ girl washing a tracked rover in a Titan colony dome, 2095.

2095

A colony on Titan under an orange sky. A tracked rover in a warm dome, washed to fund the greenhouse keeping everyone fed. Furthest from home humanity had ever been; closest the LEJ girl had ever felt to the point. Still washing. Still giving.

An LEJ girl washing a mag-lev vehicle beside a service android, year 2100.

2100

An android holds the towel now, a holographic sign reads 22nd Century Wash, and the LEJ girl is still running the fundraiser — because the tech always changes and the work never does. Two thousand years of activism, one very consistent swimsuit. The bucket endures.

V · The model

So — how did Grok actually do?

This whole thing was a stress test of xAI's new Grok image model. Fifty-two prompts, every era from a Roman chariot to a year-2100 hovercar, each with its own vehicle, film stock, hairstyle, and signage. Here's what stood out — and why it earns the page it's on.

~5–10s
per 2K image
$0.07
per 2K image · 1K is $0.05
~$3.64
all 52 images, total
~2½ min
to generate the whole set
Text rendering

This is the headline. Grok renders legible in-image text about as cleanly as anything I've tested — genuinely among the best at putting type inside a picture — "CAR WASH 5¢" hand-painted on a 1920s sign, a "STARLITE CAR WASH" neon marquee, a "SEP 14 96" camcorder timestamp burned into the corner of the VHS frame, a "22nd Century Wash" hologram, and the LEJ wordmark right there on the suits. It isn't flawless — a couple of the smallest logos still garble — but the hit rate is genuinely surprising for a model rendering type.

Following direction

Across fifty-two very different prompts it kept the details straight: era-correct vehicles (chariot, penny-farthing, Model T, DeLorean, mag-lev), period-correct photo treatments (sepia, Kodachrome, VHS scanlines, iPhone HDR), the right hairstyles, the right signage — and it held the grounded-sci-fi brief instead of sliding into the usual glowing-AI slop when I asked for tangible, real-world futures.

Speed & cost

Fast and cheap enough that "generate a hundred centuries of car washes" stopped being a thought experiment and became a Tuesday. Each 2K frame landed in seconds; the full set cost less than a sandwich. A top-tier model like GPT-5.4 Image 2 would have run roughly three to four times the price for the same batch — which is exactly why a dumb, sprawling idea like this is a good benchmark. Cheap, fast, and surprisingly literate.

Two thousand years. Fifty-two car washes. One suspiciously consistent swimsuit.

Every image on this page was generated with xAI's new Grok image model. I run these tests constantly, and "a hundred centuries of LEJ girls running fundraisers" turned out to be a hell of a benchmark — the kind of dumb, specific idea that tells you everything about what a model can really do. If you want the real story behind the LEJ girl — the one about AI bias, church potlucks, and what "safe" quietly smuggles in — it's right here. The LEJ girl, as always, did the work.