/Tech1d ago

Former Google Engineer Justine Tunney Ships Universal C Library For LLMs

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Original postYishan#1559

A teenager in the United States started publishing software at 14 in 1998, built the entire online infrastructure for the Occupy Wall Street movement in 2011, joined Google as a software engineer, quit in 2018, and then spent five years writing a C library that does something the entire industry said was impossible.

Then she combined it with llama.cpp and shipped the easiest way on the planet to run a large language model on any computer.

Her name is Justine Tunney.

Here is the story, because almost nobody outside the low level systems world knows what one engineer has built.

Justine was born in 1984. She started writing and publishing software at 14, back when distribution meant uploading binaries to BBS systems and chat networks. She picked up the handle jart, which she still uses on GitHub today. She did the work most teenagers her age were not doing. She read the systems programming literature. She studied compilers. She fell in love with C.

In July 2011 she registered the @occupywallst Twitter handle and the occupywallst dot org domain. Within weeks the protest movement that began in Zuccotti Park in New York had become a global phenomenon, and her infrastructure was the digital backbone of the entire thing. She handled the social media, the website, the donations, the coordination. She built the platform that pushed the movement to reach millions.

After Occupy she joined Google as a software engineer. She worked on TensorBoard, the visualization tool for TensorFlow, and on site reliability for Google infrastructure. She stayed for years. Then in 2018 she left Google Brain to work on a personal project.

The project was called Cosmopolitan Libc.

Cosmopolitan does something most C programmers would tell you is mathematically impossible. It lets you compile a C program once and have the resulting binary run natively on Linux, Windows, macOS, FreeBSD, OpenBSD, and NetBSD with no modification. One file. Six operating systems. No virtual machines. No interpreters. No recompilation. The technique she invented is called Actually Portable Executable.

The implications are wild. Cosmopolitan binaries violate every assumption about how operating systems load programs. They are at once a Windows PE file, a Linux ELF binary, a macOS Mach-O binary, and a shell script. The same bytes run on every platform.

For five years she worked on it mostly alone. She funded the development partly through Mozilla's MIECO program, which sponsored her work on Cosmopolitan 3.0, released on October 31, 2023.

A month later she shipped llamafile.

llamafile is what happens when you combine Cosmopolitan with llama.cpp. You take any LLM weights file in the standard GGUF format, you wrap it in Justine's binary, and you get a single file that runs on six operating systems without installation. No Python. No CUDA setup. No dependency hell. Just one file that you double click and it works.

Mozilla launched it as an official project of their innovation group on November 29, 2023. It went viral immediately. The repository, hosted at github .com/mozilla-ai/llamafile, now has 24,600 stars. The license is Apache 2.0.

Justine kept shipping. She added GPU support to Cosmopolitan, a task systems engineers thought would require rewriting the whole thing. She added dlopen support, another thing nobody else had figured out. She wrote whisperfile, a single file version of OpenAI's Whisper speech-to-text model based on the same architecture.

Her GitHub profile lists projects most engineers would consider impossible. sectorlisp, a Lisp interpreter that fits in a boot sector. blink, the tiniest x86-64-linux emulator on Earth. bestline, a teletypewriter command session library. redbean, a complete web server inside a single zip file.

A teenager who shipped software in 1998 grew up to write the C library that the entire local AI movement now runs on top of.

She did most of it alone, and most people scrolling AI Twitter cannot name her.

2:40 AM · Jun 9, 2026 · 341.5K Views
Sentiment

Many users praised Justine Tunney shipping Cosmopolitan Libc for universal LLM execution as epic and groundbreaking while others dismissed the story over the author's gender identity.

Pos
81.5%
Neg
18.5%
27 comments with sentiment.
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VIEWS7.7KLIKES273RETWEETS8REPLIES18
Juan@JuanIsidro

@bigaiguy Great story but your left a crucial detail out:

It’s a male.

That undercuts the whole “her story” angle and all the she she she she mentions. But we already knew that.

1dViews 7.7KLikes 273Bookmarks 9
BOOKMARKS17
Ashish “Logmaster”@ashishlogmaster

@bigaiguy She also wrote red bean which is a related crazy cool project

https://redbean.dev/

1dViews 5.9KLikes 35Bookmarks 17
Juan@JuanIsidro

@IvanMontilla @bigaiguy Exactly. Hyper talented technical wizard? Yeah, I’m going with male.

1dViews 1.5KLikes 41
foucist@foucist

@bigaiguy Good write up, except for the “mathematically impossible” bit, that’s not terminology any developer would use in this context

1dViews 3.6KLikes 38
Benjamin@Benjamin_Dahls

@JuanIsidro @bigaiguy Hahaha wow, I love that your misogyny is so powerful that you revert to transphobia here. She's a woman who achieved something you never could, and you hate that so much. Who gives a shit what she was born as? You gonna go transvestigate Margaret Hamilton next? Worthless.

1dViews 854Likes 12Bookmarks 1

@bigaiguy Of course when a woman incredibly outperforms everyone in tech, it's a troon. It's insane how this never fails.

1dViews 798Likes 32
uɐɥdǝʇS@StephanSturges

@bigaiguy she's right here by the way :) @jartine

1dViews 3.4KLikes 10Bookmarks 3
Ivan • AI@IvanMontilla

@JuanIsidro @bigaiguy somehow i suspected it 😂

1dViews 1.6KLikes 25
maxx@bododidodado

@bigaiguy Thanks to @JuanIsidro telling me it’s a dude. I legitimately didn’t know, which would have meant that @bigaiguy would’ve succeeded in spreading his misinformation.

1dViews 2.1KLikes 25
R@Rujo_

@bigaiguy Should have tagged her twitter https://x.com/jartine

1dViews 1.3KLikes 4Bookmarks 3
Luctor@LuctorNonemergo

@bigaiguy @Wealth_Pill My jaw is somewhere on the floor…

What a story.

😲

1dViews 4.1KLikes 18Bookmarks 1
pastaya@realpastaya

@JuanIsidro @bigaiguy Great reply but your left a crucial detail out:

Nobody asked.

That undercuts the whole "fake girl" angle and all the he he he allegations. But we already knew that.

1dViews 945Likes 14
Ozymandias Fx@FxOzymandias

@JuanIsidro @bigaiguy lol who cares about folks gender identity this much

idgaf what she identifies as, this is REMARKABLE and I appreciate all the work shes done (even if she's got a toe in the 'dark enlightenment' pool)

yall care about gender/sex more than the LGBT+ folks I swear

1dViews 1.1KLikes 24
Arturcik®@__Arturcik__

@bigaiguy She could marry Fabrice Bellard. Would be interesting xD

1dViews 1.6KLikes 5Bookmarks 1
Ivan • AI@IvanMontilla

@JuanIsidro @bigaiguy i don't doubt there are amazing female engineers and i welcome them, i actually wish there were more, but i also tend to double- triple-check because it usually is not the case 😂

1dViews 523Likes 10
jayway@metarxan

@JuanIsidro @bigaiguy If Justine was biologically female, best believe she would have been the STEM poster child for girls in college for the last decade at least.

1dViews 730Likes 13
Jamiu@jimXBldr

@bigaiguy The rarity here isn't "genius". It's long term focus on infrastructure layers most people never touch. That's a structural gap not just talent.

1dViews 894Likes 8Bookmarks 1
司徒@szetoinsitu

@bigaiguy As long as finance, eyeball capture, sports betting, and crypto doesn’t absorb all of Americas talent, there’s still hope.

1dViews 2KLikes 5Bookmarks 1
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