/AI22d ago

Jane Street has shown the interior of its Texas AI training data center containing 4,032 GPUs across 56 racks linked by 8,000 km of fiber with liquid cooling

AI Judge changed title after evaluation, original title: "Jane Street reveals Texas AI data center with 4,032 GPUs"

The firm now runs multiple clusters to support trading AI models and revealed early details of a six-server setup called the hive via Ron Minsky.

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Dwarkesh Patel@dwarkesh_sp#70inAI

It was very fun to hear Ron tell the stories of early Jane Street.

Their first cluster was a pile of 6 Dell boxes in their office.

And it was important to them that it be physically in their office so that if something went haywire, they could just physically unplug the machine.

Goes without saying that they can no longer fit their 100s of k of GPUs in their office.

We gave @dwarkesh_sp a tour of one of our new GPU-filled data-centers. Much fun!

https://www.youtube.com/watch?v=8J-GUnfSqeE

4:16 PM · May 15, 2026 · 127.4K Views
Sentiment

People praised Jane Street's new GPU data center for its impressive scale and efficiency in powering AI trading models while others accused the firm of unfair advantages over retail traders or dismissed the build as uninnovative.

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69 comments with sentiment.
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VIEWS126.4KLIKES473
Prannay Khosla@PrannayKhosla

How bad is the rejection rate in Olympiad talent pool now that JS has to do this kind of marketing?

I remember the time when medals meant offers over poker

Goshawk Trades@GoshawkTrades

Jane Street just showed the inside of their AI training data center in Texas.

4,032 GPUs. 56 racks. 8,000 km of fiber. liquid cooling running through every server because air cooling can't handle the heat anymore.

but the part that got me was the origin story.

Ron Minsky, who co-heads their technology group. said their first compute cluster was literally six Dell boxes stacked on top of each other at the end of a desk row. they called it "the hive."

the trading systems sat out in the room with the traders because they wanted to be able to unplug them if something went wrong.

at one point, someone vacuuming the office unplugged a live trading system in the middle of the day.

from six Dell boxes and a vacuum cleaner incident to a liquid-cooled GPU data center processing trades in under 100 nanoseconds.

that's a 20-year arc.

21dViews 126.4KLikes 473Bookmarks 142
BOOKMARKS179

This is interesting just on the merits and also “This is a segment that makes no sense to any broadcaster on any economical model in history of television, and yet makes excellent sense for all participants here.”

We gave @dwarkesh_sp a tour of one of our new GPU-filled data-centers. Much fun!

https://www.youtube.com/watch?v=8J-GUnfSqeE

22dViews 69.6KLikes 424Bookmarks 179
RETWEETS424
Goshawk Trades@GoshawkTrades

Jane Street just showed the inside of their AI training data center in Texas.

4,032 GPUs. 56 racks. 8,000 km of fiber. liquid cooling running through every server because air cooling can't handle the heat anymore.

but the part that got me was the origin story.

Ron Minsky, who co-heads their technology group. said their first compute cluster was literally six Dell boxes stacked on top of each other at the end of a desk row. they called it "the hive."

the trading systems sat out in the room with the traders because they wanted to be able to unplug them if something went wrong.

at one point, someone vacuuming the office unplugged a live trading system in the middle of the day.

from six Dell boxes and a vacuum cleaner incident to a liquid-cooled GPU data center processing trades in under 100 nanoseconds.

that's a 20-year arc.

22dViews 2.1MLikes 6.3KBookmarks 4.2K
REPLIES24
Erik Bernhardsson@bernhardsson

Smart move of Jane Street to ditch the cloud and improve profits by 0.0000001 bps

Goshawk Trades@GoshawkTrades

Jane Street just showed the inside of their AI training data center in Texas.

4,032 GPUs. 56 racks. 8,000 km of fiber. liquid cooling running through every server because air cooling can't handle the heat anymore.

but the part that got me was the origin story.

Ron Minsky, who co-heads their technology group. said their first compute cluster was literally six Dell boxes stacked on top of each other at the end of a desk row. they called it "the hive."

the trading systems sat out in the room with the traders because they wanted to be able to unplug them if something went wrong.

at one point, someone vacuuming the office unplugged a live trading system in the middle of the day.

from six Dell boxes and a vacuum cleaner incident to a liquid-cooled GPU data center processing trades in under 100 nanoseconds.

that's a 20-year arc.

21dViews 89.6KLikes 312Bookmarks 71
Nataniel Ruiz@natanielruizg

im a little surprised that it’s only 4k

Goshawk Trades@GoshawkTrades

Jane Street just showed the inside of their AI training data center in Texas.

4,032 GPUs. 56 racks. 8,000 km of fiber. liquid cooling running through every server because air cooling can't handle the heat anymore.

but the part that got me was the origin story.

Ron Minsky, who co-heads their technology group. said their first compute cluster was literally six Dell boxes stacked on top of each other at the end of a desk row. they called it "the hive."

the trading systems sat out in the room with the traders because they wanted to be able to unplug them if something went wrong.

at one point, someone vacuuming the office unplugged a live trading system in the middle of the day.

from six Dell boxes and a vacuum cleaner incident to a liquid-cooled GPU data center processing trades in under 100 nanoseconds.

that's a 20-year arc.

21dViews 21.8KLikes 91Bookmarks 12

“Why doesn’t it make sense to broadcasters?”

Because you can’t broadcast to an audience that profoundly cares about data center water cooling engineering optimization. All the incentives are “Make it more accessible! Make it less concrete! Connect it to broader narratives!”

22dViews 2.2KLikes 60Bookmarks 3

(That lecture included the memorable instruction, paraphrased, "There are multiple types of fire suppression systems in our physical environments and some will not kill you during ordinary operation. Important to understand what type of room you are in at *all times.*")

22dViews 4.3KLikes 48Bookmarks 3
Sarah Catanzaro@sarahcat21

I must admit that my first thought upon seeing this video was… “did Jane Street hire an interior designer for their data centers and if so, who?”

But I still love the cloud.

We gave @dwarkesh_sp a tour of one of our new GPU-filled data-centers. Much fun!

https://www.youtube.com/watch?v=8J-GUnfSqeE

20dViews 6.5KLikes 21Bookmarks 5

Probably one of the best “talent brand” artifacts on Internet in last two decades and I’m not 100% sure that is the primary point either.

22dViews 2.4KLikes 43Bookmarks 3
Alexander Doria@Dorialexander

@PrannayKhosla Well they had a very visible stand at ICLR while Anthopic was nowhere to be found

20dViews 6.2KLikes 46Bookmarks 1
memcpy@markov_maestro

@PrannayKhosla Probably just growing the company? It's hard to impossible to keep the same talent bar while growing, so something has to change about the recruiting.

20dViews 6.2KLikes 45Bookmarks 1

(Some people do heat management professionally, he mentions for the benefit of readers who have never contemplated that specific question before.)

22dViews 1.8KLikes 42Bookmarks 1

(It is also extremely tuned for accessibility but not the sort of accessibility that 60 Minutes cares about, FWIW. In particular you can follow it without ever having done heat management professionally. That is not, I think, an accident.)

22dViews 1.9KLikes 41Bookmarks 1

("Have you?" Near the minimum possible for a systems engineer. I got the How To Not Die After Pushing The Big Red Button lecture precisely once and have not been in a dense computing environment since except via command line.)

22dViews 4.6KLikes 38Bookmarks 1

@GoshawkTrades Imagine having the best infrastructure, top mathematicians, thousands of GPUs and near unlimited capital…

…and still ending up accused of manipulating markets across commodities, crypto and even Indian markets.

21dViews 2.7KLikes 10Bookmarks 3
Siva Kontham@sivakntm

@GoshawkTrades Retail traders after watching Jane Street’s setup:

Yeah but my RSI divergence strategy still works bro😭

21dViews 3.6KLikes 23Bookmarks 1
NVIDIA AI@NVIDIAAI

@yminsky @dwarkesh_sp This is awesome! 💪

22dViews 2.6KLikes 25Bookmarks 1
Kislay Parashar@KislayParashar1

@GoshawkTrades The most sophisticated trading firm on the planet kept their systems in the open because they were too scared to lose sight of them. A janitor with a vacuum fixed that real quick.

22dViews 5.3KLikes 24Bookmarks 1
Alex Elliott@alexpotato

@GoshawkTrades If you are wondering how trading systems can go wrong, I highly recommend the below

(B/c I lived it)

21dViews 465Likes 2Bookmarks 4

@ANSR42 @GoshawkTrades They produce liquidity. Someone wants to buy at price X, and someone else wants to sell at price Y, and they make that transaction happen sooner than it otherwise would.

This is a measurable service they produce. You and I are not buyers of this service, but others are.

20dViews 185Likes 5Bookmarks 3
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