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GPT-5.6 used a prompt to close a 30-year gap in convex optimization

https://old.reddit.com/r/math/comments/1uxj3cy/after_openais_cdc_proof_announcement_gpt56_used_a/
369•mbustamanter•6h ago•217 comments

Gleam Is Now on Tangled

https://tangled.org/gleam.run/gleam
119•nerdypepper•3h ago•68 comments

The Kimi K3 Moment

https://stephen.bochinski.dev/blog/2026/07/18/the-kimi-k3-moment/
32•sbochins•1h ago•17 comments

Goodbye, and Thanks for All the Bikesheds

https://queue.acm.org/detail.cfm?id=3818307
97•Ygg2•1h ago•83 comments

If You Build It, They Will Come

https://www.benlandautaylor.com/p/if-you-build-it-they-will-come
81•barry-cotter•3h ago•29 comments

Elixir-lang.org has a new design

https://elixir-lang.org/
93•bbg2401•3h ago•59 comments

Our Approach to Bioresilience: Isomorphic Labs and Google DeepMind

https://deepmind.google/blog/our-approach-to-bioresilience/
35•bookofjoe•3h ago•18 comments

Is this the end of the once-mighty GoPro?

https://amateurphotographer.com/latest/photo-news/going-going-gone-is-this-the-end-of-the-once-mi...
142•aanet•3d ago•239 comments

Fable 5 vs. GPT-5.6 Sol on an NP-Hard Problem: Does /goal help?

https://charlesazam.com/blog/fable-5-gpt-5-6-sol-goal/
166•couAUIA•8h ago•84 comments

What's the deal with all the random weekly quota resets for agents lately?

https://minimaxir.com/2026/07/agent-quota-reset/
3•minimaxir•13m ago•0 comments

REO Trucks I4 4WD Pickup Truck Starts at $21,500

https://reotrucks.com
44•b_mc2•1h ago•42 comments

Regressive JPEGs

https://maurycyz.com/projects/bad_jpeg/
593•vitaut•16h ago•62 comments

Setting up your spare Mac for Claude Code to control, a step-by-step guide

https://ykdojo.github.io/claude-controls-mac/
96•ykev•3h ago•71 comments

LG monitors silently install software through Windows Update without consent

https://videocardz.com/newz/lg-monitors-silently-install-software-through-windows-update-without-...
797•baranul•8h ago•403 comments

Tech note: making your own V-I plots at home

https://lcamtuf.substack.com/p/tech-note-making-your-own-v-i-plots
45•zdw•23h ago•6 comments

Show HN: Q3Edit – Edit and play Quake 3 maps in the browser

https://q3edit.com
33•drdator•4h ago•8 comments

A Second-Grade Teacher Revived a Beloved Video Game

https://www.nytimes.com/2026/07/13/style/backyard-baseball-video-game-teacher.html
38•danso•5d ago•15 comments

Show HN: Get alerts for good seats at 70mm IMAX showings of The Odyssey

https://imaxxing.io/
13•andrewtorkbaker•1h ago•9 comments

What AI did to stackoverflow in a graph

https://data.stackexchange.com/stackoverflow/query/1953768#graph
299•secretslol•8h ago•346 comments

How GitHub gave every repository a durable owner

https://github.blog/security/application-security/how-github-gave-every-repository-a-durable-owner/
33•ascertain•1w ago•5 comments

GTX 1080s: Testing a Legend

https://www.lttlabs.com/articles/2026/07/15/gtx-1080s-revisiting-legends
49•LabsLucas•2d ago•16 comments

Thanks HN for 15 years of support and helping me find my life's work

765•nicholasjbs•1d ago•97 comments

The Computer at the Bottom of a Canal

https://negroniventurestudios.com/2026/07/18/the-computer-at-the-bottom-of-a-canal/
117•Kudos•10h ago•25 comments

Reviving a 15-year-old netbook with Arch Linux

https://parksb.github.io/en/article/41.html
197•parksb•4d ago•134 comments

Fake food delivery site for the dopamine

https://old.reddit.com/r/BingeEatingDisorder/comments/1uzr3ui/fake_food_delivery_site_for_the_dop...
60•guerrilla•3h ago•21 comments

EU ban on destruction of unsold clothes and shoes enters into application

https://environment.ec.europa.eu/news/ban-destruction-unsold-clothes-and-shoes-enters-application...
205•robtherobber•5h ago•192 comments

Qubes OS Security in the Public Record

https://arxiv.org/abs/2607.14587
64•sciences44•10h ago•9 comments

No link between acetaminophen use during pregnancy and adverse birth outcomes

https://sph.unc.edu/sph-news/no-link-between-acetaminophen-use-during-pregnancy-and-adverse-birth...
41•geox•3h ago•22 comments

British runner Josh Kerr breaks world record for mile which stood for 27 years

https://news.sky.com/story/british-runner-josh-kerr-breaks-world-record-for-mile-which-had-stood-...
69•austinallegro•4h ago•47 comments

The Fermi Paradox, Percolation, and Inbreeding

https://reactormag.com/the-fermi-paradox-percolation-and-inbreeding/
16•bryanrasmussen•3h 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.