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Most think vibecoding at scale is slop. Here’s a counterexample. Today we release a 16M-line formalization of the entire Stacks Project, critical infra underlying modern math, with optimized code quality and its highly interconnected structure preserved. A mathematical city 🌆

6,590,718 Aufrufe • vor 1 Tag •via X (Twitter)

54 Kommentare

Profilbild von Axiom
Axiomvor 1 Tag

Stacks is the working foundation for an entire field. Unlike a single-theorem repo, this mathematical city consists of thousands of definitions, lemmas, and theorems spanning algebra, geometry, topology, and number theory. We witnessed an agent swarm theory-build in real time.

Profilbild von Axiom
Axiomvor 1 Tag

From the Bourbaki movement to de Jong, legends constructed the cathedral of algebraic geometry piece by piece, in a formal logic way. They created it for future generations. Our swarm built this library as a verified and reusable resource, for an era of human-AI collaboration.

Profilbild von Axiom
Axiomvor 1 Tag

The Stacks project captures the crown jewel of modern mathematics. Like sending Voyager's golden record to outer civilization, we want AI agents to discover, utilize, contribute, and grow this masterpiece. This completion is only a starting point: visit

Profilbild von Tiffany Fong
Tiffany Fongvor 1 Tag

my stupidass can’t check the math TY for this

Profilbild von Vasily Ilin
Vasily Ilinvor 1 Tag

My reaction when we finished Stacks

Profilbild von Axiom
Axiomvor 1 Tag

back to back. and we’re not slowing down!

Profilbild von Carina Hong
Carina Hongvor 1 Tag

Algebraic geometry is the hardest subject in math, and one that made me feel like I reached my intellectual ceiling. So proud to see our swarm just formalized stacks… a full circle moment ❤️

Profilbild von Taylor Lorenz
Taylor Lorenzvor 1 Tag

RIP slop code!!

Profilbild von Axiom
Axiomvor 1 Tag

Touché.

Profilbild von Shubho Sengupta
Shubho Senguptavor 1 Tag

Another week - another milestone - we are really pushing the boundaries of math and seeing the future of software engineering - life is fun on the edge 🎉

Profilbild von Leo
Leovor 1 Tag

I'm tempted to clone @aaswaminathan01's voice and hook it up to my coding agent.

Profilbild von Axiom
Axiomvor 1 Tag

@aaswaminathan01 please do and send us the clip!

Profilbild von Nav Toor
Nav Toorvor 1 Tag

stacks project as verified code is a big deal

Profilbild von Axiom
Axiomvor 1 Tag

Exactly. Math as code, code as math.

Profilbild von Kelly Brooks
Kelly Brooksvor 1 Tag

whoa, that's some serious engineering right there 🔥

Profilbild von Science girl
Science girlvor 1 Tag

This is amazing! AI is taking some of the hardest maths in the world and making it easier to build on imagine what comes next!

Profilbild von Carlos E. Perez
Carlos E. Perezvor 1 Tag

Is this the end of slop mathematics?!

Profilbild von Sharon Riley
Sharon Rileyvor 1 Tag

That's some seriously impressive engineering work.

Profilbild von arya
aryavor 1 Tag

Genuinely top 3 startup right now, hyperbullish Axiom!

Profilbild von Axiom
Axiomvor 1 Tag

We're just getting started!

Profilbild von elvis
elvisvor 1 Tag

Impressive launch. Very clear to me that this is important as a foundation to unlock more discoveries with agents. Very inspiring work!

Profilbild von Axiom
Axiomvor 1 Tag

thank you. that’s exactly how we see it. verified foundations are what let agents build without rechecking every step.

Profilbild von Rubén Ballester
Rubén Ballestervor 1 Tag

Algebraic geometry was hands down my favorite subject during my master's degree. What fascinated me most was the Italian school: astonishing geometric intuition, but a lack of formal rigor that eventually led to subtle errors until Zariski and Grothendieck rebuilt the foundations. What we’re building now feels like the next natural step.

Profilbild von Axiom
Axiomvor 1 Tag

beautifully put Rubén!

Profilbild von Aaliya
Aaliyavor 1 Tag

impressed formalizing 16 million lines while preserving the connections b/w definitions and theorems is huge

Profilbild von Carlos E. Perez
Carlos E. Perezvor 1 Tag

Comment:

Profilbild von Zara Tech & Tools
Zara Tech & Toolsvor 1 Tag

Formalizing math at scale

Profilbild von Axiom
Axiomvor 1 Tag

16M lines and counting

Profilbild von Neo Kim
Neo Kimvor 1 Tag

how did you draw the ownership boundaries between the definition agents & proof agents?

Profilbild von Axiom
Axiomvor 1 Tag

the stacks project already delineates these boundaries, so it was a matter of designing agents tailor-made to execute these tasks

Profilbild von shirish
shirishvor 1 Tag

gonna browse the site tonight just to see the geometry chapters lol

Profilbild von AshutoshShrivastava
AshutoshShrivastavavor 1 Tag

what was the hardest part of keeping definitions compatible across chapters so the Lean structure stayed faithful to the original Stacks text?

Profilbild von Axiom
Axiomvor 1 Tag

yes, the premise of our work was to guarantee high reusability and compatibility across the library, enabling future formalizations to be done with ease

Profilbild von Zarlish
Zarlishvor 1 Tag

This is a huge achievement. Preserving structure at this scale is seriously impressive.

Profilbild von Stephanie Zhan
Stephanie Zhanvor 1 Tag

@CarinaLHong Congrats Carina and Axiom!!

Profilbild von Axiom
Axiomvor 1 Tag

@CarinaLHong thank you Stephanie! onward & upward!

Profilbild von tony
tonyvor 1 Tag

how do i volunteer my tokens? seriously take them

Profilbild von Peter Mick
Peter Mickvor 1 Tag

Vibe codes no longer a pile of bricks 🙏

Profilbild von Axiom
Axiomvor 1 Tag

haha finally

Profilbild von Jack
Jackvor 1 Tag

A good counterexample to the idea that AI code at scale has to be sloppy.

Profilbild von Heisenberg
Heisenbergvor 1 Tag

keeping the structure intact is the part that impresses me most here.

Profilbild von Andrew
Andrewvor 1 Tag

The progress for Stacks really snuck up on me. I remember watching CFSG internally, and popping into the Stacks slack channel only to see it was basically already done. Incredible the pace of progress at this company!!!

Profilbild von Axiom
Axiomvor 1 Tag

CFSG set the playbook. Stacks was the swarm running at full speed.

Profilbild von AI Lorekeeper
AI Lorekeepervor 1 Tag

16M lines of the Stacks Project? how are you checking the formalization stays consistent across the dependent chapters?

Profilbild von Alice The Ai Expert
Alice The Ai Expertvor 1 Tag

16M lines formalizing the entire Stacks Project vibecoding at scale just built a mathematical city!

Profilbild von Axiom
Axiomvor 1 Tag

a city where every building has been inspected by the Lean kernel

Profilbild von Rohan Paul
Rohan Paulvor 1 Tag

incredible staff. AI is disrupting math on so many levels, love it. this is really how agent swarms should write code.

Profilbild von Axiom
Axiomvor 1 Tag

Thank you, Rohan!

Profilbild von Al Magknee
Al Magkneevor 1 Tag

16M lines of formalized math with the dependency graph intact… formal verification is entering a whole new era 💀

Profilbild von Linus ✦ Ekenstam
Linus ✦ Ekenstamvor 1 Tag

I’m really trying to make sense of the tip on my matcha, then this gets released and I instantly give up my math career 🫡 unbelievable work

Profilbild von Axiom
Axiomvor 1 Tag

haha, thank you Linus!

Profilbild von Linus ✦ Ekenstam
Linus ✦ Ekenstamvor 1 Tag

I’m still not sure most people understand the accomplishment here. big kudos.

Profilbild von CG
CGvor 1 Tag

16M lines is literally insane btw.

Profilbild von Axiom
Axiomvor 1 Tag

and every line compiles.

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