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AWS: Inaccurate Estimated Billing Data – $1.7 billion

158•nprateem•5h ago•168 comments

Minikotlin

https://minikotlin.run
72•frizlab•1h ago•16 comments

Multi-Primary Color Display Emerges as Next-Gen Color Reproduction Technology

https://en.ubiresearchnet.com/multi-primary-color-display-technology-2026/
32•ksec•1h ago•26 comments

Mozilla: The state of open source AI

https://stateofopensource.ai/
10•rellem•12m ago•0 comments

AI Meets Cryptography 2: What AI Found in OpenVM's ZkVM

https://blog.zksecurity.xyz/posts/openvm-bugs/
9•duha•22m ago•0 comments

First atmosphere found on Earth-like planet in habitable zone of distant star

https://www.bbc.com/news/articles/cy4kdd1e0ejo
9•neversaydie•37m ago•0 comments

Apple targets dozens of OpenAI employees with legal letters

https://www.ft.com/content/1b8c9d52-88a9-426b-ba47-f1811f859166
156•merksittich•2h ago•84 comments

EEG shows brain can simultaneous encode two speech streams

https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3003876
183•giuliomagnifico•8h ago•120 comments

Manufact (YC S25) Is Hiring a Senior infra engineer to build the MCP cloud

https://www.ycombinator.com/companies/manufact/jobs/Dh6PYP5-senior-infrastructure-engineer
1•luigipederzani•1h ago

Three ways people respond to a problem (other than solving it)

https://improvesomething.today/responses-to-problems/
6•surprisetalk•43m ago•1 comments

VulnHunter: Capital One's agentic AI code security tool

https://www.capitalone.com/tech/open-source/announcing-vulnhunter/
18•medina•2h ago•11 comments

A Road to Lisp: Which Lisp

https://scotto.me/blog/2026-07-17-which-lisp/
7•silcoon•47m ago•0 comments

Pebble Mega Update – July 2026

https://repebble.com/blog/pebble-mega-update-july-2026
193•crazysaem•10h ago•109 comments

Evidence of inconsistencies in evaluation process and selection of winners

https://www.kaggle.com/competitions/kaggle-measuring-agi/discussion/724918#3498423
380•twerkmeister•3h ago•213 comments

How Has Roman Concrete Lasted for Millennia? 1,900-Year-Old Latrine Offers Clues

https://www.smithsonianmag.com/smart-news/how-has-roman-concrete-lasted-for-millennia-a-1900-year...
201•divbzero•10h ago•149 comments

Show HN: Watch bots interact with an SSH honeypot in real time

https://honeypotlive.cc/
4•tusksm•38m ago•1 comments

PennyLane is an open-source quantum software platform for quantum

https://github.com/PennyLaneAI/pennylane
5•donutloop•1h ago•0 comments

Microsoft Comic Chat is now open source

https://opensource.microsoft.com/blog/2026/07/16/microsoft-comic-chat-is-now-open-source/
745•jervant•22h ago•160 comments

Camera Chase Vehicle

https://transistor-man.com/gimbal_camera_rover.html
87•geerlingguy•1w ago•11 comments

Tannakian Reconstruction

https://bartoszmilewski.com/2026/07/14/tannakian-reconstruction/
8•ibobev•3d ago•0 comments

Decoy Font

https://www.mixfont.com/experiments/decoy-font
628•ray__•22h ago•146 comments

An Engineer's Guide to USB Typе-С (2024)

https://www.ti.com/lit/eb/slyy228/slyy228.pdf?ts=1759892558029
235•gregsadetsky•6d ago•35 comments

Kimi K3: Open Frontier Intelligence

https://www.kimi.com/blog/kimi-k3
1843•vincent_s•23h ago•1092 comments

Turn your singing voice into printable notes (in the browser)

https://om-intelligence.ch/projects/vocal-notation/vocal-notation.html
67•busssard•3d ago•22 comments

More Bounce to the Ounce – By Maciej Cegłowski

https://mceglowski.substack.com/p/more-bounce-to-the-ounce
3•pavel_lishin•1h ago•0 comments

LM Studio Bionic: the AI agent for open models

https://lmstudio.ai/blog/introducing-lm-studio-bionic
293•minimaxir•18h ago•106 comments

$100 AI Music Video: Claude Fable 5 vs. GPT-5.6 Sol

https://www.tryai.dev/blog/ai-music-video-arena-claude-vs-gpt-5.6
328•hershyb_•18h ago•448 comments

Solod: Go can be a better C

https://solod.dev
182•koeng•3d ago•111 comments

NotebookLM is now Gemini Notebook

https://blog.google/innovation-and-ai/products/gemini-notebook/notebooklm-gemini-notebook/
347•xnx•22h ago•167 comments

Ask HN: Any AWS billing issues known? Amazon forecast of 3 billion dollars

158•mstolpm•3h ago•82 comments
Open in hackernews

Multi-Primary Color Display Emerges as Next-Gen Color Reproduction Technology

https://en.ubiresearchnet.com/multi-primary-color-display-technology-2026/
32•ksec•1h ago

Comments

noelwelsh•1h ago
Can anyone explain how this works? Humans have 3 (sometimes 4) cones, so I thought that going beyond 3 primaries wouldn't increase the perceivable gamut.

Update: thanks for all the great explanations!

kibwen•58m ago
I don't know either, but if we visualize the RGB color space as a triangle that is entirely contained within the weird shape that represents the set of all colors the human eye can perceive ( https://en.wikipedia.org/wiki/RGB_color_model#/media/File:CI... ), presumably the idea is to cover more of that human-perceived space via a quadrilateral with four anchor points rather than a triangle with three. Presumably the "C" in "RGBC" stands for cyan, and in the linked image the cyan portion of the color space is particularly poorly represented.
Daneel_•56m ago
Cyan is severely under-represented by monitors, so the extra pixel is a dedicated cyan. It dramatically improves the ability to display blue/green colours.

*edit: found the link I was after on this: https://moultano.wordpress.com/2026/06/19/where-to-find-the-...

NoMoreNicksLeft•35m ago
I was under the impression that yellow was a better candidate for this. But whatever. Can hardly wait for RGBCYM televisions that will make my wallet bleed.
ripe•2m ago
Wow, that's a great article about color! It answers many questions. Thanks for the link.
ChrisMarshallNY•48m ago
We have a very "fuzzy" visual perception. I remember seeing an RGB response curve of the human vision mechanism once. I doubt it was measured. Maybe they extracted it from the CIELab stuff.

Anyway, things like the green (or blue -can't remember) receptor have a strong curve in the green spectrum, but also a "bump," over in red (I think).

We're an organic mess.

Looking at RGB curves for LEDs, they are three perfect little mountains. No "bumps," anywhere.

I guess that the goal is to try to mimic the "messy" human visual perception.

Also, expect these monitors to be non-cheap. Companies like Eizo are having a difficult time, justifying their prices, these days.

Giefo6ah•47m ago
The cones are not sensitive to a single wavelength but to a range.

The green-sensitive cones overlap with the red-sensitive cones, and to a smaller extent also with the blue-sensitive.

Full saturation red and blue are possible by emitting light on the edges of the visible spectrum.

Full saturation green, however, also activates the red and blue cones.

To cover the whole gamut is impossible, but you can approximate it with ~three green tones: a 490nm deep cyan that hits blue and green but not red, ~510nm that hits red and blue equally, and ~540nm the peak of the green cone.

rezmason•36m ago
I don't have an answer, I'm just wondering out loud.

Cone cell activation is complicated. Displays with three well chosen primaries are economical and effective, but they aren't intended to produce every perceivable color. And our chromaticity diagrams, that pointy splotch that's often used to compare display gamuts, is based on a "standard observer" that is a simplified model for human perception.

An ideal pixel would be able to emit any kind of electromagnetic radiation of any intensity, kind of fun to think about but unrealistic and impractical.

What additional primaries mathematically do is expand a gamut from a triangle to a convex polygon. While ten or a hundred primaries would be bonkers, I bet we could fit a quadrilateral or a pentagon to the perceivable gamut in ways that'd see some gains.

esafak•31m ago
Remember that light is synthesized by combining the primaries; the spectrum is defined by their convex hull. You can expand the hull and ergo gamut by adding primaries.
esafak•28m ago
Remember that light is synthesized by combining the primaries; the spectrum is defined by their convex hull. You can expand the hull and ergo gamut by adding primaries.

The RGB setup we have strikes a balance between cost and visual quality. If the cost of adding primaries goes down you can add more to increase the quality. One issue is that the signals often assume RGB (channels), so the hardware manufacturer would have to adapt the RGB signal to their multi-primary hardware.

Cthulhu_•22m ago
Humans can see more than the colors they can make with only combining RGB pixels; you can't make 'neon' colors with them, even though we can see them in real life, for example. Other commenters pointed to links showing the visible color gamut vs the RGB ones. Compare also with CMYK used in print, it can produce sightly different colors compared to display RGB.
layer8•20m ago
You are probably familiar with the horseshoe-shaped chromaticity diagram [0] of human-visible colors. A light source with three color primaries spans a triangle in that coordinate system. To cover the whole horseshoe, the three vertices would need to be considerably outside the horseshoe. With four color primaries, you get a quadrilateral that makes it easier to cover a larger portion of the horseshoe.

[0] https://upload.wikimedia.org/wikipedia/commons/1/1e/CIE1931x...

summa_tech•17m ago
Excellent explanation.

I'd like to add that no light source can lie outside the horseshoe of the CIE xyz diagram: pure wavelengths are points on the curved line, everything that mixes them moves towards the inside of the space. So you're stuck with triangles that fit within it.

layer8•13m ago
I was wondering about that, since some color spaces have their primaries outside the horseshoe. Thanks for clarifying.
rayiner•10m ago
It's not as simple as "3 cones = 3 primary colors." Each type of cone has a response curve and three curves overlap: http://hyperphysics.phy-astr.gsu.edu/hbase/vision/colcon.htm.... And each cone has different sensitivities (blue is much more sensitive than red and green). So perfectly monochromatic light will stimulate two and usually three cones to varying degrees. When you mix "green" and "red" to get yellow, what you're actually doing is stimulating the green cones (but also the red cones) and the red cones (but also the green cones) in relative proportions that your brain perceives as yellow. But it won't necessarily give you the exact same response of the two cones as monochromatic yellow light.
LoganDark•6m ago
The "sometimes 4" is quite fascinating: https://en.wikipedia.org/wiki/Tetrachromacy#Tetrachromacy_in...
khalic•1h ago
Preventing selection is quite the useless and user antagonistic pattern...
ChrisMarshallNY•52m ago
Yeah. That was crazy. I've not encountered that, before.
mhb•32m ago
Turning off Javascript helps.
mhb•33m ago
Interesting. Though maybe not so surprising that "multi-primary color display technology ... was presented as a key direction for the next-generation display industry" at the “Multi Primary Color Display Ecosystem Conference”.
HelloUsername•32m ago
So where does this stand in 'backlit' or 'self emmission' panels?

"TV Displays Explained at the Fundamental Level" https://www.youtube.com/watch?v=WhFwPAfwdLo

layer8•27m ago
If you’d read the article, you’d learned that these are advancements in backlit LCD technology. More generally, however, having more than three color primaries is orthogonal to the question of backlit vs. self-emissive.
zehaeva•12m ago
Everything old is new again. Back in the 2010s Sharp tried to release a TV with an extra yellow colored subpixel. Commercially, it failed spectacularly.
badc0ffee•10m ago
I remember George Takei shilling those things.
RetroTechie•7m ago
If you're using 4 of them versus 3, wouldn't this require 1/3 more subpixels to achieve the same display resolution in pixels?

Or -using same # of subpixels per cm^2- would perceived display quality be similar due to better color representation?

ricardobeat•2m ago
Probably yes, but density hasn’t been an issue for over a decade. Mobile device screens are 5-10x denser than TVs, and cost <€100; Apple has used mini-led for their retina displays for a long time too.