frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Steam Machine launches today

https://store.steampowered.com/news/group/45479024/view/685257114654870245
1505•theschwa•14h ago•1318 comments

Will It Mythos?

https://swelljoe.com/post/will-it-mythos/
135•mindingnever•3h ago•77 comments

The new HTTP QUERY method explained

https://kreya.app/blog/new-http-query-method-explained/
33•CommonGuy•1h ago•4 comments

GLM-5.2 – How to Run Locally

https://unsloth.ai/docs/models/glm-5.2
347•TechTechTech•10h ago•150 comments

VibeThinker: 3B param model that beats Opus 4.5 on reasoning with novel SFT+GRPO

https://arxiv.org/abs/2606.16140
152•timhigins•5h ago•50 comments

Polymarket has flooded social media with deceptive videos by paid creators

https://www.wsj.com/business/media/polymarket-social-media-bets-prediction-market-441cdeb5?st=HhTZY2
236•Vaslo•2d ago•180 comments

In praise of memcached

https://jchri.st/blog/in-praise-of-memcached/
134•j03b•6h ago•51 comments

An Introduction to YOLO26

https://blog.roboflow.com/yolo26/
60•teleforce•6h ago•18 comments

OpenAI DayBreak – GPT-5.5-Cyber

https://openai.com/index/daybreak-securing-the-world/
66•AaronO•6h ago•27 comments

Ultralytics YOLO26: Unified Real-Time End-to-End Vision Models

https://arxiv.org/abs/2606.03748
36•teleforce•5h ago•5 comments

Optocam Zero: a Pi Zero based digital camera made using off the shelf components

https://github.com/dorukkumkumoglu/optocamzero
164•iamnothere•12h ago•42 comments

Improvements to Std:Format in C++26

https://mariusbancila.ro/blog/2026/06/19/improvements-to-stdformat-in-c26/
7•jandeboevrie•2d ago•1 comments

My Mathematical Regression

https://blog.dahl.dev/posts/my-mathematical-regression/
278•aleda145•3d ago•105 comments

Ask HN: Anthropic banned me from using Claude Code and I don't know what to do

38•ayi•1h ago•33 comments

Japanese symbols that speak without words

https://arun.is/blog/japan-symbols/
167•msephton•12h ago•88 comments

Cyberdecks, going analog, and convivial technology

https://blog.hydroponictrash.solar/cyberdecks-going-analog-and-convivial-technology/
94•akkartik•3d ago•51 comments

Moebius: 0.2B image inpainting model with 10B-level performance

https://hustvl.github.io/Moebius/
278•DSemba•18h ago•69 comments

Windows NT for GameCube/Wii

https://github.com/Wack0/entii-for-workcubes
59•zdw•3d ago•10 comments

Show HN: A pure ARM64 Assembly web server, now on Linux with CGI for no reason

https://github.com/imtomt/ymawky/tree/linux
9•imtomt•3h ago•1 comments

Show HN: Oak – Git alternative designed for agents

https://oak.space/oak/oak
182•zdgeier•16h ago•162 comments

Canada plans 'nuclear renaissance' with up to 10 reactors built by 2040

https://www.cbc.ca/news/politics/federal-nuclear-strategy-9.7244509
449•geox•12h ago•297 comments

How Lume Works: The Retrieval Primitives

https://deepbluedynamics.com/blog/lume-retrieval-primitives
6•kordlessagain•2d ago•0 comments

Package Managers need global hooks

https://captnemo.in/blog/2026/06/17/package-managers-need-hooks/
17•evakhoury•4d ago•29 comments

Kyber (YC W23) Is Hiring a Head of Engineering

https://www.ycombinator.com/companies/kyber/jobs/FGmI8mx-head-of-engineering
1•asontha•10h ago

Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed

https://ipvm.com/reports/police-chiefs-track
495•jhonovich•12h ago•207 comments

Canyon HUD helmet for road riding

https://media-centre.canyon.com/en-INT/266866-new-canyon-heads-up-display-helmet-could-be-a-safet...
92•zh3•2d ago•103 comments

ytr: YouTube Radio for Emacs

https://xenodium.com/ytr-youtube-radio-for-emacs
119•xenodium•10h ago•9 comments

Help I accidentally a wigglegram

https://lmao.center/blog/wiggle-accidents/
526•gregsadetsky•3d ago•122 comments

Show HN: Got sick of ads, so I made my own logic puzzle site

https://puzzlelair.com/
185•HaxleRose•19h ago•112 comments

1,700 free online courses from top universities

https://www.openculture.com/freeonlinecourses
173•momentmaker•6h ago•32 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.