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Decoding the obfuscated bash script on a Uniqlo t-shirt

https://tris.sherliker.net/blog/obfuscated-self-evaluating-bash-script-by-cdn-akamai-being-suppli...
466•speerer•3h ago•86 comments

Apple to increase spend with Broadcom to produce billions more U.S. chips

https://www.apple.com/newsroom/2026/07/apple-to-increase-spend-with-broadcom-to-produce-billions-...
55•soheilpro•1h ago•20 comments

GitLost: We Tricked GitHub's AI Agent into Leaking Private Repos

https://noma.security/blog/gitlost-how-we-tricked-githubs-ai-agent-into-leaking-private-repos/
282•ColinEberhardt•7h ago•109 comments

How to Build a Minimal ZFS NAS Without Synology, QNAP, TrueNAS (2024)

https://neil.computer/notes/how-to-setup-minimal-zfs-nas-without-truenas/
232•4diii•8h ago•156 comments

How to Survive 3 Years in North Korea as a Foreigner

https://mydiplomaticlife.com/how-to-survive-3-years-in-north-korea-as-a-foreigner/
13•chipndale•4d ago•8 comments

Geosql: A Claude/Codex skill for geospatial data

https://github.com/dekart-xyz/geosql
44•rzk•4h ago•6 comments

EVE Online's Carbon engine is now open source: Fenris Creations explains why

https://www.gamesindustry.biz/eve-onlines-carbon-engine-is-now-open-source-fenris-creations-expla...
105•Stevvo•4d ago•24 comments

Tenda firmware (multiple versions) contains hidden authentication backdoor

https://kb.cert.org/vuls/id/213560
248•miniBill•12h ago•82 comments

Copy That Floppy – Cambridge guide for preserving data from fragile floppy disks

https://www.digipres.org/the-floppy-guide/
101•whiteblossom•9h ago•30 comments

Chat Control 1.0 and 2.0 Explained

https://fightchatcontrol.eu/chat-control-overview
720•gasull•22h ago•287 comments

NoiseLang: Where N = 5 is a Dirac delta

https://manualmeida.dev/articles/noiselang/
16•manucorporat•1d ago•7 comments

Structure and Interpretation of Computer Programs Video Lectures (1986)

https://ocw.mit.edu/courses/6-001-structure-and-interpretation-of-computer-programs-spring-2005/v...
207•gjvc•12h ago•26 comments

GAO: DOE Is Prematurely Excluding Less Expensive Options for Nuclear Cleanup

https://www.gao.gov/products/gao-26-108193
221•Jimmc414•14h ago•103 comments

Ants: Who looks after the injured in a colony?

https://www.uni-wuerzburg.de/en/news-and-events/news/detail/news/ameisen-kolonie-verletzte-pflegt/
34•hhs•4d ago•13 comments

Canada's only watchmaking school still ticking after 80 years

https://www.cbc.ca/news/canada/montreal/canada-s-only-watchmaking-school-9.7254211
163•throw0101a•3d ago•82 comments

Local, CPU-Friendly, High-Quality TTS (Text-to-Speech) with Kokoro

https://ariya.io/2026/03/local-cpu-friendly-high-quality-tts-text-to-speech-with-kokoro/
441•speckx•18h ago•83 comments

Home made GPU escalated quickly [video]

https://www.youtube.com/watch?v=qMR3IXF2sWw
75•erichocean•2d ago•20 comments

30papers.com – Ilya's 30 essential ML papers, in a beginner friendly format

https://30papers.com/
561•notmcrowley•20h ago•86 comments

LineageOS Statistics

https://stats.lineageos.org
121•pentagrama•11h ago•72 comments

Automate Excel with Python: From manual grind to one-click workflow

https://nostarch.com/automate-excel-with-python
22•teleforce•3d ago•9 comments

Herdr: One terminal to rule them all

https://herdr.dev/
314•handfuloflight•6d ago•138 comments

List of European organizations that have banned personal messaging apps at work

https://www.birdy.chat/blog/the-growing-list-of-european-organisations-that-ban-personal-messagin...
26•rmesters•1h ago•25 comments

Show HN: Davit, a Apple Containers UI

https://davit.app
326•xinit•17h ago•78 comments

The difference between "today's task" and "accretive work"

https://pluralistic.net/2026/07/02/canonization/
68•hn_acker•5d ago•43 comments

Show HN: Rowboat – Open-source, local-first alternative to Claude Desktop

https://github.com/rowboatlabs/rowboat
177•segmenta•20h ago•59 comments

l: A new runtime for k and q

https://lv1.sh/
151•skruger•18h ago•93 comments

IEEE Rolls Out Large Language Models Training Course

https://spectrum.ieee.org/large-language-models-ieee-course
86•JeanKage•1w ago•15 comments

Scheme Is a Hoot

https://gracefulliberty.com/notes/scheme-is-a-hoot/
88•signa11•2d ago•18 comments

Why we built yet another Postgres connection pooler

https://pgdog.dev/blog/why-yet-another-connection-pooler
213•levkk•21h ago•52 comments

Jim's TrueType QR Code Font

https://github.com/jimparis/qr-font
190•arantius•20h ago•24 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.