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Chuwi Minibook X

https://tylercipriani.com/blog/2026/05/28/chuwi-minibook-x/
244•thcipriani•9h ago•175 comments

Cloudflare Turnstile requiring fingerprintable WebGL

https://hacktivis.me/articles/cloudflare-turnstile-webgl-fingerprinting
646•HypnoticOcelot•17h ago•352 comments

Malaysia enforces ban on social media accounts for children younger than 16

https://apnews.com/article/malaysia-social-media-ban-16-bfaa7b01163b61b5d53c4ecfa870d133
44•01-_-•57m ago•20 comments

Decades of Effort Restore Steelhead and Salmon Passage on Alameda Creek

https://www.fisheries.noaa.gov/feature-story/decades-effort-restore-steelhead-and-salmon-passage-...
106•rawgabbit•2d ago•9 comments

Rubin Tracks Skyscraper-Size Asteroids and Failed Supernovas

https://www.quantamagazine.org/rubin-tracks-skyscraper-size-asteroids-failed-supernovas-and-inter...
19•adm4•3h ago•4 comments

ChatGPT for Google Sheets exfiltrates workbooks

https://www.promptarmor.com/resources/gpt-for-google-sheets-data-exfiltration
201•hackerBanana•11h ago•55 comments

1-Bit Bonsai Image 4B Image Generation for Local Devices

https://prismml.com/news/bonsai-image-4b
375•modinfo•16h ago•135 comments

Bias Compounds, Variance Washes Out

https://convergentthinking.sh/posts/bias-compounds-variance-washes-out/
20•jxmorris12•2d ago•4 comments

The Genius of the Barn Owl's Feathers

https://thereader.mitpress.mit.edu/the-genius-of-the-barn-owls-feathers/
29•EA-3167•3d ago•3 comments

Dav2d

https://jbkempf.com/blog/2026/dav2d/
467•captain_bender•20h ago•171 comments

Two Ways to Draw Infinite Jest's Sierpinski Gasket

https://www.chiply.dev/post-ij-sierpinski
11•chiply•3d ago•4 comments

United Airlines 767 returns to Newark after Bluetooth name sparks alert

https://simpleflying.com/united-airlines-767-returns-newark-bluetooth-name-alert/
336•Eridanus2•19h ago•632 comments

Meta launches Instagram, Facebook, and WhatsApp subscriptions

https://techcrunch.com/2026/05/27/meta-officially-launches-instagram-facebook-and-whatsapp-subscr...
206•tambourine_man•15h ago•319 comments

A 10 year old Xeon is all you need (for 26B-A4B MTP Drafters without GPU)

https://point.free/blog/gemma-4-on-a-2016-xeon/
7•cafkafk•1h ago•8 comments

The four programming questions from my 1994 Microsoft internship interview (2023)

https://www.computerenhance.com/p/the-four-programming-questions-from
132•tosh•3d ago•53 comments

Surface Laptop Ultra: Made for World Makers

https://blogs.windows.com/devices/2026/05/31/introducing-surface-laptop-ultra-made-for-world-makers/
22•berlianta•3h ago•17 comments

Finding success in industry as a chip designer

https://spectrum.ieee.org/chip-design-academic-vs-industry
29•jnord•2d ago•3 comments

Unix in East Germany (GDR) (1990)

https://groups.google.com/g/comp.unix.wizards/c/QX_dxElrVNs
64•downbad_•2d ago•11 comments

Dune's Butlerian Jihad and the Future of AI

https://technology.inquirer.net/147084/dunes-butlerian-jihad-and-the-future-of-ai
5•SVI•31m ago•0 comments

The Speed of Prototyping in the Age of AI

https://darylcecile.net/notes/speed-of-prototyping-age-of-ai
159•mooreds•15h ago•80 comments

What if remote working, not AI, is to blame for weak junior hiring?

https://www.ft.com/content/2205e2d0-50dc-4e80-9bf7-78d0272276c0
155•uxhacker•2d ago•215 comments

Websites have a new way to spy on visitors: analyzing their SSD activity

https://arstechnica.com/security/2026/05/websites-have-a-new-way-to-spy-on-visitors-analyzing-the...
167•Brajeshwar•3d ago•42 comments

The Website Specification

https://specification.website/
491•k1m•1d ago•197 comments

Restartable Sequences

https://justine.lol/rseq/
217•grappler•17h ago•52 comments

Linux/M68k

http://www.linux-m68k.org/
101•doener•2d ago•25 comments

London's Free Roof Terraces

https://diamondgeezer.blogspot.com/2026/05/londons-free-roof-terraces.html
296•zeristor•1d ago•140 comments

Codex just found a "workaround" of not having sudo on my PC

https://twitter.com/i/status/2060746160558543217
522•thunderbong•13h ago•242 comments

New Beam Spring Keyboards

https://www.modelfkeyboards.com/product/beam-spring-b104-keyboard/
91•recursivedoubts•2d ago•67 comments

Show HN: Streambed – Stream Postgres to Iceberg on S3, Supports Postgres Wire

https://github.com/viggy28/streambed
99•vira28•13h ago•26 comments

Having your insulin pump die while you're on vacation

https://blog.lauramichet.com/what-its-like-to-have-the-machine-that-keeps-you-alive-die-while-you...
160•speckx•3d ago•169 comments
Open in hackernews

The Fastest Way yet to Color Graphs

https://www.quantamagazine.org/the-fastest-way-yet-to-color-graphs-20250512/
62•GavCo•1y ago

Comments

tonyarkles•1y ago
In case you haven't looked at the article, this is looking specifically at the Edge Coloring problem and not the more commonly known Vertex Coloring problem. Vertex Coloring is NP-complete unfortunately.
erikvanoosten•1y ago
You can convert edge coloring problems into vertex coloring problems and vice versa through a simple O(n) procedure.
meindnoch•1y ago
Wrong. You can convert edge-coloring problems into vertex-coloring problems of the so-called line graph: https://en.m.wikipedia.org/wiki/Line_graph

But the opposite is not true, because not every graph is a line graph of some other graph.

erikvanoosten•1y ago
Indeed. Thanks, I stand corrected.
tonyarkles•1y ago
Hrm... right. It's been a while. And it looks like both Vertex Coloring and Edge Coloring are both NP-complete (because of the O(n) procedure you're talking about and the ability to reduce both problems down to 3-SAT). I've started looking closer at the actual paper to try to figure out what's going on here. Thanks for the reminder, I miss getting to regularly work on this stuff.

Edit: thanks sibling reply for pointing out that it's not a bidirectional transform.

mauricioc•1y ago
For the edge-coloring problem, the optimal number of colors needed to properly color the edges of G is always either Delta(G) (the maximum degree of G) or Delta(G) + 1, but deciding which one is the true optimum is an NP-complete problem.

Nevertheless, you can always properly edge-color a graph with Delta(G) + 1 colors. Finding such a coloring could in principle be slow, though: the original proof that Delta(G) + 1 colors is always doable amounted to a O(e(G) * v(G)) algorithm, where e(G) and v(G) denote the number of edges and vertices of G, respectively. This is polynomial, but nowhere near linear. What the paper in question shows is how, given any graph G, to find an edge coloring using Delta(G) + 1 colors in O(e(G) * log(Delta(G))) time, which is linear time if the maximum degree is a constant.

Syzygies•1y ago
Yes. The article ran through this point as follows:

"In 1964, a mathematician named Vadim Vizing proved a shocking result: No matter how large a graph is, it’s easy to figure out how many colors you’ll need to color it. Simply look for the maximum number of lines (or edges) connected to a single point (or vertex), and add 1."

I keep wondering why I ever read Quanta Magazine. It takes a pretty generous reading of "need" to make this a correct statement.

JohnKemeny•1y ago
phkahler•1y ago
Is this going to lead to faster compile times? Faster register allocation...
john-h-k•1y ago
Very few compilers actually use vertex coloring for register allocation
isaacimagine•1y ago
Totally. The hard part isn't coloring (you can use simple heuristics to get a decent register assignment), rather, it's figuring out which registers to spill (don't spill registers in hot loops! and a million other things!).
NooneAtAll3•1y ago
and this post isn't even about vertex coloring
DannyBee•1y ago
No.

In SSA, the graphs are chordal, so were already easily colorable (relatively).

Outside of SSA, this is not true, but the coloring is still not the hard part, it's the easy part.

Not really. Coloring a graph is almost always talking about proper coloring, meaning that things that objects that are related receive different colors.

If you read the introduction, you'll also read that the goal is to "color each of your lines and require that for every point, no two lines connected to it have the same color."

Ps. "How many colors a graph needs" is a very well established term in computer science and graph theory.

mockerell•1y ago
I think the comment referred to the phrase „a graph needs X (colors or whatever)“. For me, this can be read two ways: 1. „a graph always needs at least X colors“ or 2. „a graph always needs at most X colors“.

Personally, I would interpret this as option 1 (and so did the comment above I assume). In that case, the statement is wrong. But I’d prefer to specify „at most/ at least“ anyways.

Or even better, use actual vocabulary. „For every graph there exists a coloring with X colors.“ or „any graph can be coloured using X colors“.

PS: I also agree with the sentiment about quanta magazine. It’s hard to get some actual information from their articles if you know the topic.

JohnKemeny•1y ago
What about this statement:

No matter how large a car is, it is easy to figure out how much money you'll need to buy it. Simply look at the price tag.

(From: No matter how large a graph is, it’s easy to figure out how many colors you’ll need to color it. Simply look for the maximum ...)

mauricioc•1y ago
Parent's point is that sometimes (but not always) the store is perfectly fine selling you a car for $1 less than what the "price tag" of Delta(G)+1 dollars asks for, so "need" is a bit inaccurate.