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The newest Instagram “exploit” is the goofiest I've seen

https://www.0xsid.com/blog/meta-account-takeover-fiasco
1204•ssiddharth•7h ago•294 comments

Debug Project

https://debug.com/
119•Eridanus2•3h ago•48 comments

AI Agent Guidelines for CS336 at Stanford

https://github.com/stanford-cs336/assignment1-basics/blob/main/CLAUDE.md
294•prakashqwerty•7h ago•108 comments

Should you normalize RGB values by 255 or 256?

https://30fps.net/pages/255-vs-256-division/
166•pplanu•6h ago•71 comments

OpenAI frontier models and Codex are now available on AWS

https://openai.com/index/openai-frontier-models-and-codex-are-now-available-on-aws/
30•typpo•2h ago•4 comments

CS336: Language Modeling from Scratch

https://cs336.stanford.edu/
333•kristianpaul•9h ago•42 comments

GrapheneOS Speech Services version 2 released

https://discuss.grapheneos.org/d/36001-grapheneos-speech-services-version-2-released
78•pretext•5h ago•14 comments

What appear to be biochemical processes may be a natural feature of geology

https://www.quantamagazine.org/the-dirt-that-refused-to-die-20260601/
183•speckx•8h ago•55 comments

Stealing from Biologists to Compile Haskell Faster

https://www.iankduncan.com/engineering/2026-05-30-stealing-from-biologists-to-compile-haskell-fas...
82•mooreds•2d ago•4 comments

Nvidia RTX Spark

https://www.nvidia.com/en-us/products/rtx-spark/
301•shenli3514•18h ago•245 comments

Microsoft builds MacBook Pro rival with NVIDIA-powered Surface Laptop Ultra

https://www.windowslatest.com/2026/06/01/microsoft-builds-its-ultimate-macbook-pro-rival-with-the...
110•jbk•11h ago•298 comments

Ask HN: Who is hiring? (June 2026)

143•whoishiring•8h ago•212 comments

I made my phone slow on purpose

https://vinewallapp.com/notes/i-made-my-phone-slow-on-purpose/
159•gcampos•4d ago•141 comments

Launch HN: Expanse (YC P26) – Unlock Wasted GPU Capacity

67•ismaeel_bashir•10h ago•20 comments

Anthropic confidentially submits draft S-1 to the SEC

https://www.anthropic.com/news/confidential-draft-s1-sec
423•surprisetalk•7h ago•336 comments

Windows GOG DOS Games on M-Series Macs

https://f055.net/technology/windows-gog-dos-games-on-m-series-macs/
131•f055•10h ago•77 comments

Only 17% of all 64-bit Integers are products of two 32-bit integers

https://lemire.me/blog/2026/05/22/only-17-of-all-64-bit-integers-are-products-of-two-32-bit-integ...
186•sebg•4d ago•88 comments

Ask HN: Who wants to be hired? (June 2026)

83•whoishiring•8h ago•248 comments

GitHub and the crime against software

https://eblog.fly.dev/githubbad.html
182•pplanu•4h ago•79 comments

Show HN: DepsGuard – one command to harden NPM/pnpm/yarn/bun/uv configs

https://github.com/arnica/depsguard
6•eranation•6h ago•0 comments

Flipper Zero Zig Template

https://github.com/NishantJoshi00/flipper-template
122•Nars088•10h ago•9 comments

Malicious npm packages detected across Red Hat Cloud Services

https://github.com/RedHatInsights/javascript-clients/issues/492
712•kurmiashish•10h ago•402 comments

The Pirate Bay Remains Resilient, 20 Years After the Raid

https://torrentfreak.com/the-pirate-bay-remains-resilient-20-years-after-the-raid/
475•speckx•9h ago•236 comments

Show HN: A free Linux adaptation of NETworkManager by BornToBeRoot

https://github.com/thongor77/nmlinux
15•magetriste•2d ago•3 comments

Medium Access Control Protocols

https://jasonfantl.com/posts/Multiple-Access-Protocols/
3•jfantl•1d ago•0 comments

Building a custom mount for a telescoping webcam

https://john.mercouris.online/webcam-mount.html
10•jmercouris•2d ago•2 comments

Florida sues OpenAI and Sam Altman over AI risks

https://www.politico.com/news/2026/06/01/openai-hit-with-florida-lawsuit-00944215
168•cyunker•7h ago•155 comments

Sysadmining Like It's 2009

https://lambdacreate.com/posts/sysadmining-like-its-2009
84•yacin•10h ago•37 comments

Linux Basics for Hackers (2019)

https://github.com/ahegazy0/linux-basics-for-hackers-notes
123•ibobev•10h ago•22 comments

Handmade Hawaiian Islands Map

https://www.notesfromtheroad.com/roam/hawaiian-islands-map.html
49•bovermyer•2d ago•16 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.