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How the Military Will Hack the Election

https://www.kenklippenstein.com/p/how-the-military-will-hack-the-election
46•pavel_lishin•13m ago•5 comments

AI agents aren't 'going rogue.' Frontier labs are skipping security basics

https://www.csoonline.com/article/4234854/ai-agents-arent-going-rogue-frontier-labs-are-skipping-...
348•latexr•1h ago•153 comments

Better HTTP/1 connection reuse in Go 1.27

https://go.dev/blog/http-connection-reuse
93•allddd•2h ago•16 comments

Iosevka is an open-source, sans-serif and slab-serif monospace font

https://typeof.net/Iosevka/
607•otobrglez•10h ago•251 comments

Fire at Starlink site in Bulgaria after suspected sabotage in Poland

https://dpa-international.com/politics/urn:newsml:dpa.com:20090101:261014-930-839530/
6•ilamont•20m ago•1 comments

Submarine cable resilience

https://blog.apnic.net/2026/10/14/submarine-cable-resilience/
86•speckx•3h ago•21 comments

Neckbeard – a DevOps/platform/SRE plugin for your agent

https://github.com/bealesh/neckbeard
13•bealesh•1h ago•2 comments

ICE Planning $100M 'Nightmare' Domestic Spy Program

https://prospect.org/2026/10/14/ice-planning-nightmare-domestic-spy-program-ero-one/
288•bhrlady•2h ago•120 comments

Pg_vectorsearch: An index that is faster than pgvector's IVFFlat and HNSW

https://github.com/timescale/pg_vectorsearch
154•jascha_eng•7h ago•43 comments

Banks are now trying to offload the AI data center debt they just underwrote

https://startupfortune.com/banks-are-now-trying-to-offload-the-ai-data-center-debt-they-just-unde...
23•smartmic•24m ago•5 comments

LittleJS is 2D and 3D now

https://frankforce.com/littlejs-is-2d-and-3d-now/
39•dmit•1d ago•8 comments

Google is silently linking your phone number across all signed-in accounts

https://www.androidauthority.com/google-auto-phone-number-verification-android-3723117/
125•Brajeshwar•2h ago•30 comments

Amazon pushes up prices across the Internet

https://www.not-ship.com/how-amazon-pushes-up-prices-all-across-the-internet/
585•sighborg•9h ago•526 comments

Show HN: Graphicle, a Rust port of Graphify with memory for coding agents

https://github.com/graphicle-ai/graphicle
29•KarLexAI•3h ago•9 comments

Show HN: Petal, open-source CoScreen/ScreenHero finally free

https://petal.live/
6•thedracle•34m ago•2 comments

Tesla's Robotaxis Blow Through School Zones, NHTSA Petition Alleges

https://www.extremetech.com/cars/teslas-robotaxis-blow-through-school-zones-nhtsa-petition-alleges
56•speckx•2h ago•36 comments

Running Windows desktop tests from Linux with disposable VMs

https://www.qawolf.com/blog/how-we-solved-windows-desktop-automation
56•jadenlemmon•4h ago•24 comments

America Didn't Lose Its Rare Earth Industry. It Sold It

https://www.lawfaremedia.org/article/america-didn-t-lose-its-rare-earth-industry.-it-sold-it
24•speckx•1h ago•3 comments

Container ship sinks in Strait of Hormuz as Iran steps up attacks

https://www.cnbc.com/2026/10/14/container-ship-sinks-strait-hormuz-as-iran-war-attacks.html
17•MilnerRoute•37m ago•0 comments

The Gold-Bug: Edgar Allan Poe's story that taught me about cryptography (2024)

https://robotsinplainenglish.com/e/2024-01-21-gold-bug.html
50•ripe•2d ago•12 comments

Linus Torvalds's first LLM-assisted patch series

https://lwn.net/Articles/1100449/
99•janvdberg•2h ago•59 comments

The Origin Story of Kid Pix

http://red-green-blue.com/kid-pix-the-early-years
155•MBCook•1d ago•33 comments

US report details extent of 'devastating' dating-app scams

https://www.theguardian.com/us-news/2026/oct/14/dating-app-scams-us-congress
35•PaulHoule•1h ago•30 comments

TV4 postpones show after AI agent erases edited material

https://swedenherald.com/article/tv4-postpones-the-challenge-until-2027-after-technical-failure-e...
118•tobr•8h ago•68 comments

Sound (2022)

https://ciechanow.ski/sound/
258•dverlaeckt80•3d ago•30 comments

Strands Decider: Why Not an Encoder?

https://brooker.co.za:443/blog/2026/10/04/encoders.html
20•surprisetalk•4h ago•0 comments

Show HN: I wrote an email app that accepts only one sender per inbox

https://clova.email/
18•edpin2000•1h ago•7 comments

Scientists Are Teaching Birds to Sing Lost Songs

https://e360.yale.edu/digest/teaching-birds-lost-songs
28•speckx•5h ago•2 comments

Has AI Tells

https://theconsensus.dev/blog/2026/10/14/has-ai-tells.html?focus=1
42•7777777phil•2h ago•37 comments

Nvidia's first GPU: GeForce 256

https://dfarq.homeip.net/nvidias-first-gpu-geforce-256/
41•ibobev•6h ago•23 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.