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Claude Opus 5

https://www.anthropic.com/news/claude-opus-5
1427•alvis•12h ago•784 comments

GC and Exceptions in Wasmtime

https://bytecodealliance.org/articles/wasmtime-gc
30•phickey•4d ago•0 comments

Postgres LISTEN/NOTIFY actually scales

https://www.dbos.dev/blog/postgres-listen-notify-scalability
260•KraftyOne•10h ago•48 comments

Opus 5 is currently #1 on Artificial Analysis Intelligence Leaderboard

https://artificialanalysis.ai/models
217•aarondong•10h ago•129 comments

Taylor Farms Called White House to Try to Delay Cyclospora Recall

https://www.wsj.com/health/taylor-farms-cyclospora-recall-delay-call-41fef0bc
148•JumpCrisscross•2h ago•45 comments

India's first privately-developed rocket reaches orbit on debut launch

https://arstechnica.com/space/2026/07/indias-first-privately-developed-rocket-reaches-orbit-on-dr...
555•sohkamyung•5d ago•162 comments

My security camera shipped a GitHub admin token in its login page

https://hhh.hn/hanwha-github-token/
549•hhh•17h ago•185 comments

Sperm Whales blow bubbles to achieve restful, vertical sleep

https://news.st-andrews.ac.uk/archive/sperm-whales-blow-bubbles-to-achieve-restful-vertical-sleep/
70•hhs•6h ago•9 comments

If coding has been solved, why does software keep getting worse?

https://ptrchm.com/posts/nothing-works-and-everyone-is-euphoric/
672•pchm•20h ago•509 comments

Show HN: I simulated closing the Strait of Hormuz on real oil trade data

https://globaloilnetwork.staffinganalytics.io/
143•eliotho•1d ago•75 comments

Hannah Fry Wins the Leelavati Prize in 2026 for Mathematics Outreach

https://www.maths.cam.ac.uk/features/professor-hannah-fry-wins-leelavati-prize
30•agnishom•4h ago•7 comments

Designing an Ethernet Switch ASIC

https://essenceia.github.io/projects/ethernet_switch_asic/
153•random__duck•4d ago•41 comments

An old patent inspired the new "Y-zipper", a three-sided fastener

https://news.mit.edu/2026/three-sided-y-zipper-design-0504
163•crescit_eundo•2d ago•35 comments

Re: Bye Bye Gravatar

https://unattributed.cc/re-bye-bye-gravatar
30•surprisetalk•2d ago•12 comments

Kimi K3 exploited the latest Redis server

https://twitter.com/fried_rice/status/2080059356322918777
184•Alifatisk•1d ago•49 comments

Firefox Containers Preview

https://blog.mozilla.org/en/firefox/firefox-containers-preview/
277•twapi•3d ago•92 comments

A concrete explanation of how a cache works

https://parksb.github.io/en/article/29.html
18•parksb•3d ago•2 comments

Nvidia, Microsoft, Meta warn against overregulating open-weight models

https://www.cnbc.com/2026/07/24/nvidia-microsoft-meta-open-weight-ai-models.html
570•louiereederson•16h ago•255 comments

Half-Life 2 running natively on HaikuOS

https://discuss.haiku-os.org/t/haiku-nvidia-porting-nvidia-driver-for-turing-gpus/16520?page=18
288•m0do1•16h ago•54 comments

Don't Take the Black Pill [video]

https://www.youtube.com/watch?v=zLZwpH5lCD4
152•signa11•13h ago•132 comments

Fil-C: Garbage In, Memory Safety Out [video]

https://www.youtube.com/watch?v=5F-2Y1LPRek
124•Bootvis•1d ago•111 comments

IRGC claims it destroyed Amazon's Bahrain data center

https://houseofsaud.com/irgc-claims-destroyed-amazon-bahrain-data-center/
276•thisislife2•19h ago•344 comments

UK AISI / Caisi Preliminary Assessment of Kimi K3's Cyber Capabilities

https://www.nist.gov/news-events/news/2026/07/uk-aisi-caisi-preliminary-assessment-kimi-k3s-cyber...
4•walrus01•1h ago•0 comments

Future euro banknote design proposals

https://www.ecb.europa.eu/euro/banknotes/future_banknotes/html/all-design-proposals.en.html
157•robin_reala•20h ago•131 comments

Marimo now runs in PyCharm

https://marimo.io/blog/pycharm
90•cantdutchthis•2d ago•23 comments

The case for MUDs in modern times (2018)

https://www.andrewzigler.com/feed/the-case-for-muds-in-modern-times
91•bw86•18h ago•73 comments

Unitree As2-W

https://www.unitree.com/As2-W/
114•MehrdadKhnzd•13h ago•48 comments

Government orders GitHub to remove Bluetooth-based chat app Bitchat: Jack Dorsey

https://www.thehindu.com/news/national/government-orders-github-to-remove-bluetooth-based-chat-ap...
434•rootkea•15h ago•316 comments

Buz – A fork of Bun using modern Zig, with sub-1s incremental builds

https://ziggit.dev/t/buz-a-drop-in-replacement-for-bun-using-modern-zig-with-sub-1s-incremental-b...
249•kristoff_it•20h ago•170 comments

The footprints of every building in NYC

https://www.beautifulpublicdata.com/the-footprints-of-every-building-in-nyc/
63•jonathanmkeegan•4d ago•6 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.