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Start all of your commands with a comma

https://rhodesmill.org/brandon/2009/commands-with-comma/
193•theblazehen•2d ago•56 comments

OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
679•klaussilveira•14h ago•203 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
954•xnx•20h ago•552 comments

How we made geo joins 400× faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
125•matheusalmeida•2d ago•33 comments

Jeffrey Snover: "Welcome to the Room"

https://www.jsnover.com/blog/2026/02/01/welcome-to-the-room/
25•kaonwarb•3d ago•21 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
62•videotopia•4d ago•2 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
235•isitcontent•15h ago•25 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
39•jesperordrup•5h ago•17 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
227•dmpetrov•15h ago•121 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

https://vecti.com
332•vecti•17h ago•145 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
499•todsacerdoti•22h ago•243 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
384•ostacke•21h ago•96 comments

Microsoft open-sources LiteBox, a security-focused library OS

https://github.com/microsoft/litebox
360•aktau•21h ago•183 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
292•eljojo•17h ago•182 comments

Where did all the starships go?

https://www.datawrapper.de/blog/science-fiction-decline
21•speckx•3d ago•10 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
413•lstoll•21h ago•279 comments

ga68, the GNU Algol 68 Compiler – FOSDEM 2026 [video]

https://fosdem.org/2026/schedule/event/PEXRTN-ga68-intro/
6•matt_d•3d ago•1 comments

Was Benoit Mandelbrot a hedgehog or a fox?

https://arxiv.org/abs/2602.01122
20•bikenaga•3d ago•10 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
66•kmm•5d ago•9 comments

Dark Alley Mathematics

https://blog.szczepan.org/blog/three-points/
93•quibono•4d ago•22 comments

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
260•i5heu•17h ago•202 comments

Delimited Continuations vs. Lwt for Threads

https://mirageos.org/blog/delimcc-vs-lwt
33•romes•4d ago•3 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
38•gmays•10h ago•13 comments

I now assume that all ads on Apple news are scams

https://kirkville.com/i-now-assume-that-all-ads-on-apple-news-are-scams/
1073•cdrnsf•1d ago•459 comments

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
60•gfortaine•12h ago•26 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
291•surprisetalk•3d ago•43 comments

I spent 5 years in DevOps – Solutions engineering gave me what I was missing

https://infisical.com/blog/devops-to-solutions-engineering
150•vmatsiiako•19h ago•71 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
8•1vuio0pswjnm7•1h ago•0 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
154•SerCe•10h ago•144 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
187•limoce•3d ago•102 comments
Open in hackernews

Giant, all-seeing telescope is set to revolutionize astronomy

https://www.science.org/content/article/giant-all-seeing-telescope-set-revolutionize-astronomy
192•gammarator•7mo ago

Comments

gnabgib•7mo ago
Discussion a year ago (75 points, 22 comments) https://news.ycombinator.com/item?id=39927682
taylorportman•7mo ago
The mirror coating timelapse video is pretty awesome https://www.youtube.com/watch?v=Gg9UPS7ndRA
fastball•7mo ago
Why is the substrate glass? Lack of reactivity? Ability to remove imperfections? As a layman with almost zero knowledge of telescope construction, I feel like a heavy amorphous solid would not be my first choice for the base layer underneath the reflective/mirror coating.
minetest2048•7mo ago
Its not your normal soda-lime glass, its more of a glass-ceramic material that have very low coefficient of thermal expansion, something like zerodur: https://en.m.wikipedia.org/wiki/Zerodur , which means it can keep its shape and focus even under varying temperature

Interesting demo by Huygens Optics: https://youtu.be/qi8jmEbWsxU?si=rj0I3k-l74Xhg7vC

perihelions•7mo ago
I think while the smaller mirror here is Zerodur, the larger one is just borosilicate,

https://astro.arizona.edu/news/rubin-observatory-achieves-an...

IAmBroom•7mo ago
That would be an odd choice.

A large glass mirror once cracked because they "only" allowed one year for it to cool.

The second one was allotted three years.

idontwantthis•7mo ago
Has this not been affected by USA science cuts?
viraptor•7mo ago
It's been over 10 years since they started. I don't know what the funding details are, but overall this is not really working on a scale that 5 months would change.
hermitcrab•7mo ago
It looks like the current administration may kill other projects mid-mission:

"Among the other programs set to lose funding are a craft already on its way to rendezvous with an asteroid that's expected to pass close to Earth in 2029, and multiple efforts to map and explore the acidic clouds of Venus. Researchers worry that abandoning missions would mean investments made by earlier generations might be lost or forgotten."

https://phys.org/news/2025-06-trump-dozens-nasa-missions-thr...

So I'm not sure any US government-funded science project is safe.

IAmBroom•7mo ago
The time the tree has spent growing is only loosely correlated with the time it takes to fell it.
perihelions•7mo ago
No, but its space-based counterpart was cancelled (the 2.4 meter wide-field survey telescope).

https://en.wikipedia.org/wiki/Nancy_Grace_Roman_Space_Telesc...

zanecodes•7mo ago
It has not been cancelled as of now, the cancellation has only been proposed, not passed.
walrus01•7mo ago
Is there a figure somewhere on how many TB of images this will produce per day when running in automated sky survey mode?
Jgrubb•7mo ago
> The vast archive, growing by 20 terabytes each night, will after 1 year contain more optical astronomy data than that produced by all previous telescopes combined.
9dev•7mo ago
73 PB over the full runtime of the survey. That’s a nice new datacenter filled to the brim with images.
jl6•7mo ago
Probably about 10 racks if using dense HDDs.
jankeymeulen•7mo ago
Storage densities these days are kinda amazing, it's not that much of a datacenter. Assuming you chunk it with triple redundancy, that's 220k TB raw. 10k 22 TB disks, you put them in one of those 4U 50 disk storage pods. 200 pods, 10 of those in a rack with some space left for a switch and power, so that's only 20 racks.
LiamPowell•7mo ago
Only 50 disks? WD sells a 102 disk 4u box and Seagate sells a 106 disk one.
ethan_smith•7mo ago
The Rubin Observatory will generate approximately 20TB of raw image data per night, with an annual data production of about 15PB for the 10-year survey.
blop•7mo ago
I found this pdf presentation with lots of great technical details about data management and a devops infra oriented view of this telescope: https://ci-compass.org/assets/602137/2025jan23_cicompass_rub...

Worth a read for the devops guys around here!

  - about 20TB per day, around 100PB expected for the whole survey
  - 0.5PB ceph cluster for local data
  - workloads on 20 nodes kubernetes cluster/argocd
  - physical infra managed with puppet/ansible
  - 100Gbs(+40Gs backup) fiber connection to US-based datacenter for further processing
Melatonic•7mo ago
Insanity - love it
cycomanic•7mo ago
If you think this is insanity I encourage you to look up the expected data to come out of the SKA. Even after several processing steps they expect several hundred PB/year (the raw data which is not being archived is several orders of magnitude more). That is only SKA-low I think for SKA-mid we are talking Exabyte/year. I recall that their chief scientist said once they are operational they will process more data than google and facebook combined.
cb321•7mo ago
Yeppers: https://en.wikipedia.org/wiki/Square_Kilometre_Array

In-page search for "data challenges". Pfew, that's a lot of data.

newpavlov•7mo ago
I wonder if they could reduce the data size at rest by using specialized compressing techniques. Your probably could build an averaged "model" of the sky observed by the telescope (probably with account for stellar parallax and bright planets) and store only compressed diffs, not full images.

But I guess, since storage is relatively cheap, it's simply impractical to bother with such complexity.

xhkkffbf•7mo ago
There's quite a bit of black out there. That should compress easily.
newpavlov•7mo ago
The usual lossless image compression algorithms is the given. I am talking about compressing it further since the telescope observes the same (or largely overlapping) patches of the sky and the most significant signal is stars, which are more or less "constant". At the very least, they probably could use the lossless "animation" compression algorithms like APNG or FLIF for consequent images of the same sky patch.
aragilar•7mo ago
Look up fpack and funpack.
blop•7mo ago
actually the telescope devops guys were hiring a couple years ago on HN: https://news.ycombinator.com/item?id=38101085 :-D
viraptor•7mo ago
Q for astronomy people: This is tracking the sky movement as it takes the pictures right? Also, with the atmosphere moving, is there a limit of how large the telescope can be and take photos from earth, before it can't get more quality?
ddahlen•7mo ago
The atmosphere is always an issue, we can correct for many of the effects using adaptive optics, but there are always limits. The advantage you get from going bigger on the ground is that you are making a bigger "bucket" to put photons in. More photons = fainter objects are visible, this is the motivation for projects like:

https://en.wikipedia.org/wiki/Extremely_Large_Telescope

Typically for non-adaptive optics telescope the atmosphere will limit you to the scale of about an arcsecond. Meaning objects which take up less than an arcsecond of the sky will appear as points. Adaptive optics telescopes however have much better resolving power.

prpl•7mo ago
The seeing in Chile is closer to .7 arc seconds. Sub-arcsecond seeing for Rubin has already been achieved across the focal plane.
ddahlen•7mo ago
As I said, just an order of magnitude estimate for many non-adaptive optics telescopes.
joshvm•7mo ago
At some point you'll be diffraction limited even at the scale of Earth. The larger your effective aperture, the better you can resolve. Adaptive optics helps get big telescopes closer to diffraction limited performance. That's the best you can do with a given optical system, barring some funky microscope setups. Trying to beat the diffraction limit has occupied a lot of very smart minds.

https://en.m.wikipedia.org/wiki/Diffraction-limited_system

Practically to go really big you need to use interferometry. There are radio experiments that can do this at Earth scale - the Event Horizon Telescope can image very small objects (black holes) by making simultaneous observations from all over the world. The telescopes point at the same place and use very very good timestamping. At the South Pole we have a hydrogen maser for that. Then all the data gets sent somewhere for correlation and a lot of processing. The analogy I like most is imagining you have a big mirror (Earth) but you've blacked out almost the entire surface except a few points where the telescopes are.

Radio is particularly amenable to this because you can build big dishes more easily than for visible light, and the diffraction limit is lower because it's proportional to wavelength/aperture. So in addition to big dishes, you're observation wavelength is much much longer (mm vs nm).

There's a log-log plot on that wiki page which is quite difficult to read, but the important point is that radio is all the way at the top and the best we have is the VLBA.

Visible interferometry is much harder...!

prpl•7mo ago
it tracks the sky. The exposures here are never longer than 30 seconds for the normal survey mode. They bounced around a lot, it was going to be 2 15s images so you can do cosmic ray rejection (and other things)
abound•7mo ago
If you're just here looking at the HN comments: check out the article. It's really well-written and has a bunch of nice visualizations if you like astronomy things.
vincnetas•7mo ago
The last picture made a bit sad and feel pity for astronomers : "Satellite swarms mar Rubin’s pristine view"

I imagine these are like mosquitos in photoshoot where you try to capture a super hot model.

soco•7mo ago
I guess Rubin will be the last telescope built on the Earth surface right? Little use to have stronger eyes only to have them blinded...
perilunar•7mo ago
Building telescopes in high-earth or solar orbit has other advantages too: you can make them much bigger, and don't have to account for atmospheric distortions, etc. The downside is cost of launching them, but the same SpaceX that's 'ruining' the images is also making it much cheaper to launch them into space.
BotJunkie•7mo ago
I visited there a few months ago, and satellites are not a big concern for Rubin in particular. It will visit every part of the sky over 800 times and add all those images together, and since the satellite trails won't cover the same things every time the overall impact on data is minimal. They estimate less than 1%, so the plan is to just run the survey for 1% longer.
ddahlen•7mo ago
I have been working in astronomy for a few years now and I recently have gone back to school for a PhD in orbital dynamics.

Rubin is going to make a big difference in our knowledge of the asteroid belt, it will likely more than triple the size of our known catalog of asteroids. Its actually somewhat difficult to know exactly how much it will increase our knowledge. The bigger the telescope we build, the fainter the asteroids we see. The difficulty is that while we can make a pretty educated guess as to how many smaller ones there are, this is such a jump that the error bars on that guess is quite large. I am quite excited to see how the catalog of asteroids changes, I expect we will be finding a LOT of smaller rocks near the Earth.

Asteroids have a broad range of albedo, basically the brightness of the surface can vary from the blackest coal (like 3-5% of the light reflecting) to concrete (up to about 50%). All visible range telescopes will be susceptible to a bias in their observations, since a big black rock will be as bright as a smaller paler rock. We know that the asteroid belt favors the dark material.

In a couple of years, the Near Earth Object Surveyor (NEOS) space telescope will launch. NEOS is an IR telescope and will not have the same albedo bias. The trade off is that it will measure the black body radiation, meaning asteroids have to be nearer the sun. Broadly these are very complementary surveys, Rubin will be fantastic for filling out the main belt, and NEO Surveyor will do a great job on our neighborhood.

Source: I worked at Caltech on NEOS, I wrote the code they use to predict known asteroid orbits:

https://github.com/dahlend/kete

Edit: I failed to mention that Rubin is a big deal for a lot of time-domain astronomy, I'm just being selfish talking about asteroids only.

sdoering•7mo ago
I love your selfishness. Learned a lot, while sipping my second coffee and eating my breakfast before diving into work. Thanks kind stranger.

I loved astronomy as a kid and the town I grew up in has a "solar system way", basically a long street where a kind fellow (who in his freetime taught astronomy to nerds like myself and had built his own oberservatory in his backyard) had - with the blessing of the city - built a scale model of the solar system on a length of about 1.5 kilometers (a bit less than a mile).

I always found it fascinating when walking "through our solar system" with about 13 times the speed of light (normal walking translated into the distance at that scale) how veeeeeeeeeeery far apart things get in the solar system.

Sadly only in German: https://www.muenchberg.de/erleben/tourismus/tourismus-und-fr...

Edit: And yes - Pluto is still in there. It was built before the demotion - and they kept him in when doing the renovation last year (I was not in my home town since then - I so need to see it, when I visit the next time).

teekert•7mo ago
Selfishness tends to work well for everyone when practiced by a rational individual ;)
earnestinger•7mo ago
I’m pedantic: s/rational/romantic|idealist|not-cycical-person/
teekert•7mo ago
No need for all that extra stuff, just be rational enough to realize humans do not exist in a vacuum, and trust those feelings that tell the healthy mind to be kind, and indeed, that other have those feelings too.
IAmBroom•7mo ago
Not pedantic enough. You failed to define cycical, which may be a misspelling of cyclical, but is impenetrable in meaning if so.
masfuerte•7mo ago
Or maybe it's a typo of cynical rather than some craziness.
SiempreViernes•7mo ago
Good luck with cleaning out the Musky foreground!
IAmBroom•7mo ago
Took me a bit to derive "Elon-Musk-created" from "Musky".

In the meantime, I imagined high-jumping muskelunges...

realityfactchex•7mo ago
For anyone passionate about orbital dynamics: IMO it would be great to get more eyes on and thorough critiques of the Tychos model put forth at https://www.tychos.space where there is a book, visual simulator, forum, etc.

The sincere claim put forth appears to be that Tycho Brahe was almost right, and that something like this is in fact true:

  - The planets except for the Earth orbit around the Sun
  - The Sun orbits around the Earth
  - The Earth has its own small orbit
It is pretty dense information, but seems important if true. I believe that the Tychos model is claimed to be just as consistent with observation as the conventional model, if not more so (with some arguments in the favor of the Tychos model as more likely, which escape me).

The best intro to cut to the chase may be at https://book.tychos.space/chapters/4-intro-tychos but I think that the writers would do well to summarize their main arguments somewhere.

colonCapitalDee•7mo ago
What is this, flat Earth theory for people with bachelors degrees? There is a 0% chance this is true.
realityfactchex•7mo ago
It can seem that way. They are more or less ultra-realists and ultra-skeptics.

Here's a 1-page abstract from the 2025 Demysticon conference: https://files.catbox.moe/j8rd0s.pdf

An excerpt from the abstract is below, listing some issues they have with the mainstream heliocentric model, which are presumably resolved elegantly by the Tychos model:

  Anomalies of the Keplerian/heliocentric model include:

  1: whether the Sun has a binary companion,
  2: why only Mercury and Venus have no moons,
  3: why Venus always presents the same face to Earth at its closest approach,
  4: the “anomalous” precession of Mercury’s perihelion, and other aspects of Mercury and Venus,
  5: the cause of the General Precession (Newton’s lunisolar wobble theory is not it, it does not match with observables),
  6: why Mars and Sun exhibit 79-year cycles locked at a 2:1 ratio (and many other “harmonies” found between bodies),
  7: why there is a sidereal diurnal variation of G, in interferometry results, and in the movements of stars,
  8: why sunspot formation location shows a geocentric preference, and more.
jiggawatts•7mo ago
A small error in a simplified (non-relativistic!) model does not in any way imply the truth of its diametric opposite.

PS: I find it entertaining that I can judge the crackpot level from the URL itself without even having to click it.

jl6•7mo ago
The starlink streak issue is real, but isn’t this type of survey uniquely well suited to compensate for it, because it takes repeated exposures in relatively quick succession, meaning the odds of a given pixel being obscured by a streak in successive images get very low? Still not ideal but seems manageable compared to other telescopes running non-automated surveys.
BurningFrog•7mo ago
As I understand it, the orbit for each satellite is very precisely known.

Which I think/hope means you can remove/identify known satellites in the images mechanically.

Kye•7mo ago
That doesn't help if the distant light you're interested in was blocked. It's not an aesthetic concern. You can't remove the satellite and put the interesting light back. It's just gone. That could be a supernova or some as yet unidentified phenomena that only exists for a moment.
BurningFrog•7mo ago
It's gone for the very brief moment the satellite blocks it.

The article says Rubin pictures are 30 seconds exposure, which should leave at least 29* seconds of data.

Of course, there will unavoidably be some degradation.

* This number is backed solely by my personal intuition

prpl•7mo ago
That’s not how it works, especially for Rubin. In practice what it means is much lower statistics on streaky data over time. The streaks are not point sources either, so they have a disproportionate impact. You can deal with this through survey strategy to some extent.

You can almost think of this as something similar to vignetting in the final data products. Certain areas will have lower statistics and especially lower temporal resolution based on the season depending on where they are relative to the horizon near twilight.

So, a single image could be lost, but there is supposed to be 1000 or so good images of that area over the survey, about 100 a year. With the satellites, potentially you’ve now lost 3–8 images a year for any given section of the sky (probably more near the equatorial plane), lowering your statistics of the entire survey 1-10%, depending on the declination.

I’m spitballing numbers, there are actual papers you could read though.

Rubin is “wider, deeper, faster”. This reduces all of those dimensions to some extent, but especially the deeper.

Kye•7mo ago
That fits with how I was thinking of it. I had something like this in mind: https://www.sciencealert.com/galaxy-speared-with-black-holes...

Galaxies are tiny little things in a telescope's view and a satellite always in that view, even if it's only one out of so many shots, could make it harder to glean useful data from an interaction between two galaxies like that. That beam is moving at near the speed of light and a telescope like this could tell us if there are fleeting but significant changes in all that power interacting with matter. Unless a satellite interferes with that light at just the wrong time.

Kye•7mo ago
This sounds so cool. I sure hope this isn't one of the projects threatened by impending cuts to science funding.
aragilar•7mo ago
I suspect the better question is "how badly affected are project science goals by the funding uncertainty". I'm not US-based, but from what I've heard no astro projects are unaffected.
IAmBroom•7mo ago
Holy shazbot! I thought the author was being a bit hyperbolic about the "built for speed" part...

"The test drive shows off just 20% of Rubin’s maximum speed. At full tilt, a runner wouldn’t be able to keep up.

Presumably measured at the edge of the platform, but still... WOW!

inasio•7mo ago
I see some parallels with magnetic resonance imaging. I worked on a project optimizing MRI scans a few years back. I remember the PI in the project essentially acknowledging that analyzing single MRI images is absolutely more art than science, but there's a ton of value in getting periodic MRIs (say yearly) and looking at the diffs. I imagine a lot of the value coming from Rubin will be due to this, as well as the reason it was built for speed.
vivzkestrel•7mo ago
fictional question: how much detail would we see if we could somehow make a telescope with a 1 million km diameter
me_again•7mo ago
Not exactly the same, but https://en.wikipedia.org/wiki/Very-long-baseline_interferome... is a technique used in radio astronomy which uses two receivers a long way apart and a very accurate clock to approximate having a radio telescope the size of the distance between them. By putting one receiver on a satellite, measurements have been made with a separation of 300,000km.
asinno•7mo ago
I visited the cleanroom where they manufactured and assembled the lens and processing unit before shipping to Chile. world’s largest digital camera at 3200-megapixel image in a few seconds.
kristianp•7mo ago
> alerts for each new “transient”—as many as 10 million every night

How are astronomers going to deal with that many alerts?

BotJunkie•7mo ago
There are automated "alert brokers" that will filter these alerts to make them manageable- you can subscribe to phenomena that you're interested in and get only those alerts.