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Juturna is a data pipeline library written in Python

https://meetecho.github.io/juturna/
1•mooreds•32s ago•0 comments

GEN-0: SoTA 10B+ Foundation Model for Robotics with Harmonic Reasoning

https://generalistai.com/blog/nov-04-2025-GEN-0
1•e0m•3m ago•0 comments

Leo: Auto-Typing Tool for Teaching Coding

https://github.com/gniziemazity/LEO
1•t0mk•3m ago•0 comments

Two tiny banks are helping Trump's sons build a crypto empire

https://www.ft.com/content/39a4a5c9-aa33-40b4-addb-076ee0242430
1•TheAlchemist•5m ago•0 comments

Show HN: A better ZSA keyboard layout explorer

https://www.keyderboard.com/
1•dhdaadhd•5m ago•0 comments

Think for Yourself

https://kevlinhenney.medium.com/think-for-yourself-7d129aa959e3
1•mooreds•7m ago•0 comments

Sequoia Capital Leader Exits in VC Shake-Up

https://www.wsj.com/finance/investing/sequoia-capital-leader-steps-down-from-vc-giant-e599103b
3•cgoodmac•8m ago•0 comments

Open Source Context-Aware PII Classifier

https://corp.roblox.com/newsroom/2025/11/open-sourcing-roblox-pii-classifier-ai-pii-detection-chat
1•moneil971•13m ago•1 comments

Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

https://arxiv.org/abs/2510.01171
1•JnBrymn•13m ago•0 comments

Visualrambling.space

https://visualrambling.space/
1•crummy•13m ago•1 comments

Show HN: Agentic semantic search, but with GitHub APIs

https://github.com/nilenso/ask-github
1•sriharis•16m ago•0 comments

HTTP Message Signatures

https://www.rfc-editor.org/rfc/rfc9421
2•mooreds•16m ago•0 comments

Digital Stamp Collection – The Weight of Paper

https://marijanapav.com/stamps
1•shashanktomar•18m ago•0 comments

Video‐rate tunable colour electronic paper with human resolution

https://www.nature.com/articles/s41586-025-09642-3
2•westurner•19m ago•1 comments

Implementing Soft Deletion in Prisma with Client Extensions

https://matranga.dev/true-soft-deletion-in-prisma-orm/
1•frankmatranga•19m ago•1 comments

Cheaper MacBook powered by iPhone chip coming in 2026, per new report

https://9to5mac.com/2025/11/04/cheaper-macbook-powered-by-iphone-chip-coming-in-2026-per-new-report/
3•spurgu•19m ago•0 comments

Phobos (RA2: YR engine extension) v0.4 – Release Highlights and Project News

https://www.moddb.com/mods/phobos-yr/news/phobos-v04-release-highlights-and-project-news
1•Kerbiter•21m ago•0 comments

Benchmarking the AMD EPYC 9V64H: Azure HBv5's Custom AMD CPU with HBM3

https://www.phoronix.com/review/azure-hbv5-amd-epyc-9v64h
1•ashvardanian•22m ago•0 comments

NASA releases robotic / flight app generation tool Ogma under Apache license

https://github.com/nasa/ogma
1•ivanperez-keera•23m ago•1 comments

Why Tech Needs Personalization

https://om.co/2025/10/29/why-tech-needs-personalization/
1•walterbell•24m ago•0 comments

Skyshelve: A Python Dictionary in the Cloud

https://github.com/s1liconcow/skyshelve
1•siliconc0w•26m ago•1 comments

Why do we need dithering?

https://typefully.com/DanHollick/why-do-we-need-dithering-Ut7oD4k
2•ibobev•26m ago•0 comments

Show HN: JobsAndAI – Personalized career risk analysis for AI disruption

https://jobsandai.com
1•jobsandai•27m ago•0 comments

First Brands Found Some Fake Invoices

https://www.bloomberg.com/opinion/newsletters/2025-11-04/first-brands-found-some-fake-invoices
1•ioblomov•27m ago•1 comments

Open database of large AI data centers, using satellite and permit data

https://epoch.ai/data/data-centers/satellite-explorer
1•cjbarber•27m ago•1 comments

Thermodynamic Computing Is Here

https://twitter.com/DaveShapi/status/1985697301298340087
3•delichon•32m ago•0 comments

Bullying Is Not Innovation

https://www.perplexity.ai/hub/blog/bullying-is-not-innovation
5•juokaz•35m ago•3 comments

The Poseidon Problem

https://www.nakedcapitalism.com/2025/11/coffee-break-armed-madhouse-the-poseidon-problem.html
1•speckx•35m ago•0 comments

Parallel achieves 70% accuracy on SEAL, benchmark for hard web research

https://parallel.ai/blog/benchmarks-task-api-sealqa
1•lukaslevert•35m ago•0 comments

From Billion-Dollar Flows to Gooseberry Jam: Fraser Howie's Voltairean Turn

https://worldsensorium.com/from-billion-dollar-flows-to-gooseberry-jam-fraser-howies-voltairean-t...
1•dnetesn•39m ago•0 comments
Open in hackernews

Exploring a space-based, scalable AI infrastructure system design

https://research.google/blog/exploring-a-space-based-scalable-ai-infrastructure-system-design/
35•meetpateltech•2h ago

Comments

ceejayoz•2h ago
> In the right orbit, a solar panel can be up to 8 times more productive than on earth, and produce power nearly continuously, reducing the need for batteries.

Sure. Now do cooling. That this isn't in the "key challenges" section makes this pretty non-serious.

A surprising amount of the ISS is dedicated to this, and they aren't running a GPU farm. https://en.wikipedia.org/wiki/External_Active_Thermal_Contro...

boutell•2h ago
This is absolutely the first thing I looked for too. They just barely mentioned thermal management at all. Maybe they know something I don't, but I know from past posts here that many people share this concern. Very strange that they didn't go there, or maybe they didn't go there because they have no solution and this is just greenwashing for the costs of AI.
TeMPOraL•12m ago
No, they just literally assumed their design fits withing the operational envelope of a conventional satellite - the paper (which no one read, apparently) literally says their system design "assumes a relatively conventional, discrete compute payload, satellite bus, thermal radiator, and solar panel designs".

This is not the 1960s. Today, if you have an idea for doing something in space, you can start by scoping out the details of your mission plan and payload requirements, and then see if you can solve it with parts off a catalogue.

(Of course there's million issues that will crop up when actually designing and building the spacecraft, but that's too low level for this kind of paper, which just notes that (the authors believe) the platform requirements fall close enough to existing systems to not be worth belaboring.)

xnx•1h ago
Barely mentioning thermal management seems at odds with the X principle of "Don’t use up all your resources on the easy stuff": https://blog.x.company/tackle-the-monkey-first-90fd6223e04d
eminence32•1h ago
Just run your AI calculations on your favorite Cryoarithmetic Engine, no problem.
stronglikedan•1h ago
that's easy - just put everything right behind the solar panels /s
abtinf•1h ago
The article doesn’t even have the word “heat” in it.
TeMPOraL•55m ago
The linked paper does.
TeMPOraL•59m ago
Point solar panels away from the Sun and they work as rudimentary radiators :).

More seriously though, the paper itself touches on cooling and radiators. Not much, but that's reasonable - cooling isn't rocket science :), it's a solved problem. Talking about it here makes as much sense as taking about basic attitude control. Cooling the satellite and pointing it in the right direction are solved problems. They're important to detail in full system design, but not interesting enough for a paper that's about "data centers, but in space!".

ceejayoz•56m ago
Cooling at this scale in space is very much not a solved problem. Some individual datacenter racks use more power than the entire ISS cooling system can handle.

It's solved on Earth because we have relatively easy (and relatively scalable) ways of getting rid of it - ventilation and water.

TeMPOraL•52m ago
No, I meant in space. This is a solved engineering problem for this kind of missions. Whether they can make it work within the power and budget constraints is the actual challenge, but that's economics. No new tech is needed.
ceejayoz•41m ago
> No new tech is needed.

Sure, in the same sense that I could build a bridge from Australia to Los Angeles with "no new tech". All I have to do is find enough dirt!

TeMPOraL•30m ago
No, but building bridges is a good example - it's also a solved problem. Show civil engineers a river, tell them how much and what type of traffic needs to allow it, and they'll tell you it obviously can be done, they'll even tell you what structural elements will be needed and roughly how expensive they are. The problem to solve here isn't whether this can be done, but which off-the-shelf parts to use to make a design that you can afford.

We're past the point of every satellite being a custom R&D job resulting in an entirely bespoke design. We're even moving past the point where you need to haggle about every gram; launch costs have dropped a lot, giving more options to trade mass against other parameters, like more effective heat rejection :).

But I think the first and most important point for this entire discussion thread is: there is a paper - an actual PDF - linked in the article, in a sidebar to the right, which seemingly nobody read. It would be useful to do that.

ceejayoz•28m ago
> Show civil engineers a river, tell them how much and what type of traffic needs to allow it, and they'll tell you it obviously can be done, they'll even tell you what structural elements will be needed and roughly how expensive they are.

Now ask them to do the Australia / Los Angeles one.

"lol no"

The where and the scale matter.

TeMPOraL•22m ago
Where: Low Earth Orbit.

Scale: Lots of small satellites.

I.e. done to death and boring. Number of spacecraft does not affect the heat management of individual spacecraft.

Much like number of bridges you build around the world does not directly affect the amount of traffic on any individual one.

ceejayoz•19m ago
> Where: Low Earth Orbit.

Challenging!

> Scale: Lots of small satellites.

So we're getting cheaper by ditching economies of scale?

There's a reason datacenters are ever-larger giant warehouses.

> Much like number of bridges you build around the world does not directly affect the amount of traffic on any individual one.

But there are places you don't build bridges. Because it's impractical.

TeMPOraL•18m ago
I humbly request 'dang to strike "read the damn article" off the list of guideline violations.
estimator7292•18m ago
It's solved for low power cooling.

We do not have a solution for getting rid of megawatts or gigawatts of heat in space.

What the sibling comment is pointing out is that you cannot simply scale up any and every technology to any problem scale. If you want to get rid of megawatts of heat with our current technology, you need to ship up several tons of radiators and then build massive kilometer-scale radiation panels. The only way to dump heat in space is to let a hot object radiate infrared light into the void. This is an incredibly slow and inefficient process, which is directly controlled by the surface area of your radiator.

The amount of radiators you need for a scheme like this is entirely out of the question.

pr337h4m•2h ago
Data centers in space are guaranteed to be a thing by 2035.

https://x.com/elonmusk/status/1984868748378157312

https://x.com/elonmusk/status/1985743650064908694

https://x.com/elonmusk/status/1984249048107508061

boutell•2h ago
Had me going for a minute there.
ceejayoz•2h ago
Poe's Law strikes again!
wongarsu•1h ago
However 10 years in Musk time is at least 30 years in real time
mattlutze•1h ago
0.5% of the starlink node network deorbits each month currently, though potentially more.

They're already having a negative, contaminating effect on our upper atmosphere

Sending up bigger ones, and more (today there's some 8,800, but they target 30k), sounds ill-advised.

1: https://www.fastcompany.com/91419515/starlink-satellites-are... 2: https://www.science.org/content/article/burned-satellites-ar...

visviva•1h ago
It will require a number of innovations just to solve the formation flying aspect of the system, not to mention the other challenges (listed and not)... good luck with that.
mr_toad•1h ago
What sort of formation are you thinking of? They’re all going to be hugging the terminator, like a big merry go round.
synapsomorphy•1h ago
I'm completely puzzled on why space-based compute is so exciting to everyone all of a sudden. I have worked on spacecraft and the constant power benefit seems comically far from outweighing the many, many negatives, even if launch cost is zero, which we are still very far from.

Am I missing something? Feels like an extremely strong indicator that we're in some level of AI bubble because it just doesn't make any sense at all.

candiddevmike•58m ago
Since LLM results aren't trustworthy anyways, what's a few bit flips amongst friends?
smlacy•56m ago
The ultimate "out of sight out of mind" solution to a problem?

I'm surprised that Google has drunken the "Datacenters IN SPACE!!!1!!" kool-aid. Honestly I expected more.

It's so easy to poke a hole in these systems that it's comical. Answer just one question: How/why is this better than an enormous solar-powered datacenter in someplace like the middle of the Mojave Desert?

alooPotato•53m ago
From the post they claim 8 times more solar energy and no need for batteries because they are continuously in the sun. Presumably at some scale and some cost/kg to orbit this starts to pencil out?
ceejayoz•40m ago
You're trading an 8x smaller low-maintenance solid-state solar field for a massive probably high-maintenance liquid-based radiator field.
wongarsu•29m ago
Can't be high maintenance if we just make it uncrewed, unserviceable and send any data center with catastrophically failed cooling to Point Nemo /s
moralestapia•37m ago
No infrastructure, no need for security, no premises, no water.

I think it's a good idea, actually.

ceejayoz•21m ago
> No infrastructure

A giant space station?

> no need for security

There will be if launch costs get low enough to make any of this feasible.

> no premises

Again… the space station?

> no water

That makes things harder, not easier.

incognito124•47m ago
I think the atmosphere absorbs something like 25% of energy. If that's correct, you get a free 33% increase in compute by putting more compute behind a solar power in LEO
wongarsu•33m ago
And you can pretty much choose how long you want your day to be (within limits). The ISS has a sunrise every 90 minutes. A ~45 minute night is obviously much easier to bridge with batteries than the ~12 hours if night in the surface. And if you spend a bunch more fuel on getting into a better orbit you even get perpetual sunlight, again more than doubling your energy output (and thermal challenges)

I have my doubts that it's with it with current or near future launch costs. But at least it's more realistic than putting solar arrays in orbit and beaming the power down

TeMPOraL•40m ago
Think to any near-future spacecraft, or idea for spaceships cruising between Earth and the Moon or Mars, that aren't single use. What are (will be) such spacecraft? Basically data centers with some rockets glued to the floor.

It's probably not why they're interested in it, but I'd like to imagine someone with a vision for the next couple decades realized that their company already has data centers and powering them as their core competency, and all they're missing is some space experience...

ceejayoz•39m ago
Sure, if you don't mind boiling the passengers.
TeMPOraL•24m ago
Heat management is table stakes. It's important, but boring. Nothing to obsess about.
ceejayoz•23m ago
> It's important, but boring.

It gets very exciting if you don't have enough.

> Nothing to obsess about.

It's one of the primary reasons these "AI datacenters… in space!" projects are goofy.

mmaunder•36m ago
Cooling is conspicuously absent other than a brief mention in the conclusion. As if it has been redacted, because it’s such an obvious and hard problem in space. Which leads me to believe they’ve made progress and aren’t sharing that for competitive reasons. There’s an extremely strong incentive for SpaceX to put GPU on board their birds for local SDR processing power, for applications like SIGINT, high channel counts, etc, and the cooling is literally the only impediment.

In fact everything in this paper is already solved by SpaceX except GPU cooling.

gremlin102•13m ago
This is dual-use technology for the weapon systems needed for Golden Dome. Engineers should be wary when they're getting asked to work on things that don't make economic sense.