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Ten days later, Git on macOS still trusts the compromised eMudhra certificates

https://emudhra.we-have-a-problem.com/apple.html
468•galadran•3h ago•181 comments

Start Doing Graph Theory

https://vertex.degree/
284•ibobev•5d ago•59 comments

The Agent SDK

https://cursor.com/blog/agent-sdk
22•torutofu•49m ago•17 comments

ICE Is Running One of the Largest Anti-Left Surveillance Ops in US History

https://www.wired.com/story/ice-is-running-one-of-the-largest-anti-left-surveillance-operations-i...
500•zzzeek•2h ago•299 comments

Kentucky man becomes the first humanist granted religious exemption from AI

https://religionnews.com/2026/10/26/in-a-first-a-humanist-granted-a-religious-exemption-from-usin...
99•danso•1h ago•105 comments

Unveiling The Grid: PCBs made in America, twice as fast as Shenzhen

https://www.circuithub.com/post/unveiling-the-grid
130•seddona•2d ago•53 comments

CNC Stone Carving

https://carmelitegothic.com/cnc-stone-carving/
4•bschne•13m ago•0 comments

An architectural comparison of Obsidian Canvas and Heptabase

https://www.fluxlinks.com/blog/obsidian-canvas-vs-heptabase
8•ezrasu•27m ago•4 comments

Emacs Turns 50

https://www.technologyreview.com/2026/10/20/1145399/emacs-turns-50/
86•internet_points•1h ago•33 comments

Git for the US Code

https://lexifina.com/blog/git-for-the-us-code
357•alansaber•13h ago•184 comments

Show HN: Nasscad – local-first 3D CAD for browser and Windows

https://www.nasscad.com/NASSCAD_V4_7_0.htm
12•Nasser-13•1h ago•8 comments

Ghostty 1.4

https://ghostty.org/docs/install/release-notes/1-4-0
1174•deaux•22h ago•372 comments

Genie 4

https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/
970•acossta•22h ago•555 comments

Ink droplets in motion snag top prize in Nikon Small World contest

https://arstechnica.com/science/2026/10/meet-the-2026-winner-of-nikons-small-world-photomicrograp...
318•_Microft•2d ago•55 comments

Amazon to buy satellite firm Globalstar in $11.57B deal

https://www.reuters.com/business/media-telecom/amazon-signs-1157-billion-deal-satellite-firm-glob...
118•noptd•2h ago•52 comments

Two high-speed trains collide near Toledo, Spain

https://www.euronews.com/video/2026/10/28/spain-first-footage-reveals-wreckage-of-deadly-high-spe...
109•evilmonkey19•2h ago•62 comments

Survival LLM: AI assistant and emergency library that runs on your own computer

https://www.brangus.io/survival-llm
437•Luc•18h ago•166 comments

Gaussian Splats part 3: There's always a bigger scene

https://www.magnopus.com/blog/gaussiansplats-part-3-theres-always-a-bigger-scene
6•ibobev•5d ago•1 comments

Valve Responds to Developers Fearing AI Slop and Clones

https://www.invenglobal.com/articles/27761/valve-responds-to-developers-fearing-ai-slop-and-clones
26•HelloUsername•1h ago•13 comments

Decompiling Fast Food Tycoon 2: Drawing the World

https://healeycodes.com/decompiling-fast-food-tycoon-2-drawing-the-world
119•healeycodes•3d ago•24 comments

MacOS Extensions Pack for the Apple Network Server v1.0

http://oldvcr.blogspot.com/2026/10/macos-extensions-pack-for-apple-network.html
91•classichasclass•3d ago•2 comments

Tailscale SSH: Investigation and remediation update

https://tailscale.com/ssh-investigation-update
330•figmert•18h ago•173 comments

Early progress on accelerating drug development with Claude

https://www.anthropic.com/research/early-progress-drug-development
277•dataking•18h ago•264 comments

About the compromised eMudhra intermediate CAs

https://support.apple.com/en-us/149555
79•birdculture•3h ago•41 comments

Python's experimental JIT to be removed

https://lwn.net/SubscriberLink/1102102/0c00e4d550f25f8c/
549•f311a•1d ago•298 comments

Code-execution flaw in UEFI firmware threatens most servers on planet Earth

https://arstechnica.com/security/2026/10/code-execution-flaw-in-uefi-firmware-threatens-most-serv...
213•DamnInteresting•18h ago•135 comments

New 14‑inch MacBook Pro with M6

https://www.apple.com/in/newsroom/2026/10/apple-introduces-the-new-14-inch-macbook-pro-with-m6/
395•beex•22h ago•545 comments

The Colors of a Soap Film

https://aseemrb.me/blog/colors-of-a-soap-film/
21•gregsadetsky•4d ago•2 comments

SS United States to be sunk as largest artificial reef

https://divemagazine.com/scuba-diving-news/ss-united-states-to-be-sunk-as-worlds-largest-artifici...
183•geox•2d ago•150 comments

New iMac with M6

https://www.apple.com/imac/
356•notfried•1d ago•452 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.