/Tech24d ago

Jane Street details its Texas AI data center in a video tour, highlighting an infrastructure buildout that supports 4,032 GPUs with liquid cooling alongside its core trading operations

AI Judge changed title after evaluation, original title: "Jane Street details its new Texas data center for AI training with 4,032 GPUs and liquid cooling that replaces a six-server office cluster from twenty years ago"

The facility evolved from six Dell servers two decades ago.

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Original post
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.

12:05 PM · May 16, 2026 · 126.4K Views
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Users are excited about Jane Street showcasing a massive AI data center with thousands of GPUs and water cooling systems because it highlights impressive advances in AI infrastructure scale.

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Trung Phan@TrungTPhan

The arms race of quant funds making vids about water cooling AI data centres is unreal.

Hudson River Trading uses one in Norway cooled by fjord seawater. It’s piped into a former mountain-side mineral mine now hosting GPU racks.

Heated water sent to a land-based salmon farm nearby and the farm produces 15,000 tonnes of salmon a year. Salmon are very sensitive to water temperature and the data center water (that came in cold from the fjord) is now heated to a salmon-friendly 20°C.

When is the RenTech data centres water optimization video dropping?

Trung Phan@TrungTPhan

Just watched Jane Street data centre tour and most entertaining part was team nerding out on air cooling vs. water cooling.

Filters to ensure water perfectly uniform and flow is consistent to move heat. Ultrasonic monitors to measure the flow.

The water has specific ratio of propylene glycol (an alcohol) to prevent bacteria or algae growth that can block heat transfer from GPUs to cold plates.

24dViews 101.8KLikes 246Bookmarks 127
Trung Phan@TrungTPhan

Full Dwarkesh tour here: https://youtu.be/8J-GUnfSqeE?si=UY7-Dj_bt2RbFop1

and related

Trung Phan@TrungTPhan

The arms race of quant funds making vids about water cooling AI data centres is unreal.

Hudson River Trading uses one in Norway cooled by fjord seawater. It’s piped into a former mountain-side mineral mine now hosting GPU racks.

Heated water sent to a land-based salmon farm nearby and the farm produces 15,000 tonnes of salmon a year. Salmon are very sensitive to water temperature and the data center water (that came in cold from the fjord) is now heated to a salmon-friendly 20°C.

When is the RenTech data centres water optimization video dropping?

24dViews 37.4KLikes 19Bookmarks 21
Alexander Doria@Dorialexander

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

24dViews 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.

24dViews 6.2KLikes 45Bookmarks 1
Trung Phan@TrungTPhan

Hudson River rents data centre from Lefdal Mine Data Centers, which tries to make the most sustainable data centres in Europe.

Here is HRT video: https://youtu.be/kWPl7Awtq5U?si=-uMqfd47et2b2sR_

And Lefdal Mine Data Centers explaining the salmon stuff: https://youtu.be/U95xgVHqJik?si=U9A8ANJvyrosYXJ9

Trung Phan@TrungTPhan

The arms race of quant funds making vids about water cooling AI data centres is unreal.

Hudson River Trading uses one in Norway cooled by fjord seawater. It’s piped into a former mountain-side mineral mine now hosting GPU racks.

Heated water sent to a land-based salmon farm nearby and the farm produces 15,000 tonnes of salmon a year. Salmon are very sensitive to water temperature and the data center water (that came in cold from the fjord) is now heated to a salmon-friendly 20°C.

When is the RenTech data centres water optimization video dropping?

24dViews 10.8KLikes 12Bookmarks 3
shaur@xXshaurizardXx

@PrannayKhosla i think there's a cohort that doesn't know trading firms have more traditional compute to play w & it's fun to inform

there's never been competition for comp quite like oai & co before too

24dViews 4.9KLikes 37
Aryamman Bhatia@aryamman_bhatia

@PrannayKhosla they’ve to compete with the frontier labs now

24dViews 4.4KLikes 29
NiceDay@dMxwABXhoVgGr1Y

@PrannayKhosla XTX sponsored the last two IMOs

Jane St nowhere to be found

24dViews 1.3KLikes 5
Bonsai@bonsaiquant

@PrannayKhosla They are probably too big to ignore PR 🤣

24dViews 2.1K
Pps831@Pps831

@PrannayKhosla They can and should reduce head count with help of AI. Also, no issues with ppl going joining competitors

24dViews 1.7K
Trung Phan@TrungTPhan

norway salmon farms are no joke!

24dViews 646
randOver@randOver_

@TrungTPhan Sheeeeesh

24dViews 9Likes 1
MichealJohn1903@MJohn1903

@TrungTPhan They made the Iceland Blue Lagoon for fish.

24dViews 7Likes 1