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How's Linear so fast? A technical breakdown

https://performance.dev/how-is-linear-so-fast-a-technical-breakdown
220•howToTestFE•3h ago•112 comments

Building from zero after addiction, prison, and a felony

https://gavinray97.github.io/blog/building-from-zero-after-addiction-prison-felony
250•gavinray•4h ago•128 comments

If LLMs Have Human-Like Attributes, Then So Does Age of Empires II

https://arxiv.org/abs/2605.31514
74•ketchup32613•3h ago•50 comments

Show HN: I Derived a Pancake

https://www.absurdlyoptimized.com/recipes/pancakes/
40•bkazez•2d ago•7 comments

Making peace with your unlived dreams (2023)

https://nik.art/making-peace-with-your-unlived-dreams/
96•herbertl•4h ago•43 comments

Silurus/ooxml: Pixel-faithful Office documents, rendered in the browser

https://github.com/yukiyokotani/office-open-xml-viewer
105•maxloh•5h ago•37 comments

Powering up a module from the IBM 604: an electronic calculator from 1948

https://www.righto.com/2026/06/ibm-604-thyraton-tube-module.html
63•elpocko•5h ago•19 comments

What is the purpose of the lost+found folder in Linux and Unix? (2014)

https://unix.stackexchange.com/questions/18154/what-is-the-purpose-of-the-lostfound-folder-in-lin...
102•tosh•2d ago•37 comments

My automated doubt development process

https://www.alexself.dev/blog/automated-doubt
40•aself101•4h ago•15 comments

Do we fear the serializable isolation level more than we fear subtle bugs?

https://blog.ydb.tech/do-we-fear-the-serializable-isolation-level-more-than-we-fear-subtle-bugs-5...
29•b-man•4d ago•8 comments

Cloning a Sennheiser BA2015 battery pack

https://blog.brixit.nl/cloning-a-sennheiser-ba2015-accu-pack/
92•zdw•1d ago•15 comments

LLMs are eroding my software engineering career and I don't know what to do

https://human-in-the-loop.bearblog.dev/llms-are-eroding-my-software-engineering-career-and-i-dont...
739•poisonfountain•9h ago•709 comments

The 29th International Obfuscated C Code Contest (IOCCC) 2025 Winners

https://www.ioccc.org/2025/
353•matt_d•17h ago•85 comments

Show HN: Lathe – Use LLMs to learn a new domain, not skip past it

https://github.com/devenjarvis/lathe
213•devenjarvis•11h ago•41 comments

VibeOS: First ever AI-native operating system

https://vibeos.sh/
7•doener•1h ago•6 comments

Backrest – a web UI and orchestrator for restic backup

https://github.com/garethgeorge/backrest
67•flexagoon•5d ago•5 comments

Proliferate (YC S25) is hiring to building open source Codex

https://www.ycombinator.com/companies/proliferate/jobs/L3copvK-founding-engineer
1•pablo24602•5h ago

A Fundamental Principle of Aeronautical Engineering Has Been Overturned

https://www.tohoku.ac.jp/japanese/2026/05/press20260512-02-DMR.html
8•mhb•5d ago•5 comments

The complete IPv4 address space, mapped

https://worldip.io/
26•theanonymousone•4h ago•11 comments

Why isn't the U.S. better at soccer?

https://www.natesilver.net/p/why-isnt-the-us-better-at-soccer
41•7777777phil•3h ago•96 comments

Anthropic, please ship an official Claude Desktop for Linux

https://github.com/anthropics/claude-code/issues/65697
416•predkambrij•9h ago•242 comments

A visual introduction to kernel functions

https://kelvinpaschal.com/blog/kernel-functions/
21•Kelvinidan•2d ago•1 comments

Podman 6: machine usability improvements (2025)

https://blog.podman.io/2025/10/podman-6-machine-usability-improvements/
86•daesorin•8h ago•6 comments

An Ohio Valley 100k-watt FM signal is severed in broad daylight

https://www.radioworld.com/news-and-business/headlines/an-ohio-valley-100000-watt-fm-signal-is-se...
128•pkaeding•21h ago•124 comments

Splash Is a Colour Format

https://www.todepond.com/lab/splash/
42•tobr•4d ago•58 comments

The gamers taking on the industry to stop it switching off games

https://www.bbc.com/news/articles/c8e8e7g0r82o
94•Brajeshwar•6h ago•102 comments

I design with Claude more than Figma now

https://blog.janestreet.com/i-design-with-claude-code-more-than-figma-now-index/
233•MrBuddyCasino•17h ago•211 comments

Win16 Memory Management

http://www.os2museum.com/wp/win16-memory-management/
125•supermatou•2d ago•65 comments

The architecture of the internet creates risks for democracy

https://www.science.org/doi/10.1126/science.aei2409
67•Anon84•2h ago•84 comments

Show HN: Nightwatch, The open-source, read-only AI SRE

https://github.com/ninoxAI/nightwatch
4•egorferber•2h ago•2 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.