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Learn from Your Mistakes: Tree-Like Self-Play for Secure Code LLMs

https://arxiv.org/abs/2606.03489
1•Extropy_•3m ago•0 comments

Made my first plugin – How I orchestrated 3 LLMs to ship a plugin in 2 hours

https://byacommonthread.com/blog/what-should-i-eat
1•kaydub•4m ago•1 comments

Huawei post-trained DeepSeek's 1.6T model on 1k Ascend 910C chips

https://www.tomshardware.com/tech-industry/artificial-intelligence/huawei-led-team-claims-it-post...
2•sbulaev•6m ago•0 comments

Zooming Fractal – WebGL Mandelbrot with music sync, PNG export and video render

https://zoomingfractal.com
1•Dr_Jonah•8m ago•0 comments

Sem: New primitive for code understanding – not LSPs, but entities on top of Git

https://ataraxy-labs.github.io/sem/
1•rohanucla•12m ago•0 comments

Phonicorn: A self-hosted phonics flashcard app for kids practice word sounds

https://github.com/onatm/phonicorn
1•onatm•14m ago•1 comments

China proposes nuclear-powered floating island to reshape global shipping

https://www.scmp.com/news/china/science/article/3355989/china-proposes-nuclear-powered-floating-i...
3•ksec•15m ago•0 comments

Scientific Laws and LLMs Are the Same Shape

https://audriusberzanskis.substack.com/p/the-brute-force-formula
1•audriusber•16m ago•0 comments

Michael Reiter – The Palm Beach cop who Jeffrey Epstein couldn't stop

https://www.miamiherald.com/news/local/article315967185.html
1•embedding-shape•17m ago•0 comments

Can tech legends find the liar?

https://www.youtube.com/watch?v=EDCwQe7P8T0
1•skogstokig•19m ago•0 comments

Koppert Bumblebee Farming [video]

https://www.youtube.com/watch?v=oLucqyqg6L8
1•Onavo•25m ago•0 comments

Home alone: Remote work, isolation, and mental health

https://www.science.org/doi/10.1126/science.aec7671
3•speckx•25m ago•0 comments

AI Enthusiasts Race Against Time, Skeptics Race Against Entropy

https://charitydotwtf.substack.com/p/ai-enthusiasts-are-in-a-race-against
1•birdculture•28m ago•0 comments

If you put the Apple icon in reverse

https://daringfireball.net/2026/01/thoughts_and_observations_regarding_apple_creator_studio
1•baal80spam•30m ago•0 comments

A new robot's UI is body language

https://www.theattachmenteconomy.com/p/a-new-robots-ui-is-body-language
2•mikelgan•30m ago•1 comments

Catalog: Ecom Inspo

https://catalog.cool
2•handfuloflight•33m ago•0 comments

Taco Truck called TNT Tacos explodes, leaves two hospitalized with burns

https://www.wbbjtv.com/2026/06/05/local-taco-truck-explodes-leaving-two-hospitalized-with-severe-...
2•randycupertino•33m ago•0 comments

McDonald's Just Announced a Big Change to Its Drive-Thrus

https://www.allrecipes.com/mcdonalds-ai-drive-thru-change-11991109
1•mikhael•34m ago•2 comments

Our Great War Is a Spiritual War

https://geohot.github.io//blog/jekyll/update/2026/06/06/our-great-war.html
3•therepanic•36m ago•1 comments

Recent Thoughts on AI Use

https://blog.jsweeting.me/recent-thoughts-on-ai-use
1•speckx•37m ago•0 comments

Deterministic Implementation of a .NET Runtime

https://github.com/Smaug123/WoofWare.PawPrint
2•algorithmsRcool•37m ago•0 comments

Startup replaced $14K/mo cloud GPUs with 1000 M4 Mac Minis

https://twitter.com/TheAppleDesign/status/2063195530864542142
2•ksec•38m ago•2 comments

I made a browser game that teaches tmux

https://tmuxquest.com/
2•buzzycat•39m ago•0 comments

Trophic memory, deer, and a unique scientific object

https://thoughtforms.life/trophic-memory-deer-and-a-truly-unique-scientific-object/
4•BafS•41m ago•0 comments

Ask HN: Are your hidden links missing?

1•toomuchtodo•44m ago•0 comments

Mass Layoffs Caused by AI

https://olegdubovoi.com/thoughts/2026-06-04-mass-layoffs-caused-by-ai/
2•empiree•44m ago•0 comments

Show HN: I ported Xonotic (arena FPS) to WebAssembly with full P2P multiplayer

https://dpgame.xonotic.workers.dev/
5•astlouis44•47m ago•1 comments

Looking for Backdoors in Jane Street LLMs

https://www.alignmentforum.org/posts/a98MFPmqH54J2ayBn/looking-for-backdoors-in-jane-street-llms-1
2•allenleee•48m ago•0 comments

Claude, Teach Me Something

https://hugotunius.se/2025/10/26/claude-teach-me-something.html
1•dannyboland•51m ago•1 comments

We Forget

https://quinnmaclay.com/posts/forget
1•speckx•55m ago•0 comments
Open in hackernews

The Audio Stack Is a Crime Scene

https://fireborn.mataroa.blog/blog/i-want-to-love-linux-it-doesnt-love-me-back-post-2-the-audio-stack-is-a-crime-scene/
83•todsacerdoti•1y ago

Comments

PaulHoule•1y ago
Windows is better but not much. My big PC at home isn't completely reliable to attach to Bluetooth headphones, some of which might be the fault of the particular headphones, but some of which seems to be the fault of having various sorts of "virtual" drivers installed such as for Steam, MQ 3, Immersed, etc.
mystified5016•1y ago
Windows' Bluetooth stack is an absolute dumpster fire. They trashed the perfectly good BT stack from windows 7 and apparently had an unpaid intern write the replacement.

My day job is building widgets that connect to a windows PC over Bluetooth. The situation is so bad that we're building a dedicated RF adapter so we can have a sane stack under our control.

If your program is scanning for a particular device in the background, that device will never show up in the windows BT pairing menu. I can't even imagine how that happens. Many API calls do nothing or return garbage, many BT features are just not exposed at all, despite windows clearly having that data internally.

W10 never even had BT audio sink. You could not play audio from a remote device to your PC. W7 had it and I think W11 finally got it a few years back. Linux has always had it.

Windows' Bluetooth stack is no contest the worst available on the market. It's astonishing how poor quality Microsoft products are these days.

Macha•1y ago
Yeah, I always feel surprised when people call out the Linux audio experience as uniquely bad. Meanwhile on Windows I need to jam voicemeter in the middle to separate inputs and outputs so I don't have games crashing to desktop because my bluetooth headset ran out of battery, while Mac makes each individual application implement volume control UI.
Ekaros•1y ago
After upgrading to Intel Bluetooth/Wlan module I have had lot less issues.

But in general Bluetooth is just bad protocol audio...

Artoooooor•1y ago
I'm still baffled by difference between Audacity on Windows and Linux. On Windows I have n+1 recording devices, where n is number of microphones, the 1 being stereo mix. On Linux I have gazillion cryptic names and I pray for each of them to even work. And neither of them is stereo mix, for such advanced feature I have to enable external mixer.
loa_in_•1y ago
Stereo mix is a surprisingly neutral nontrivial feature. How do you mix the channels, are you okay with limitations of software mixer, do you want to hardware mix it on supported audio chipsets, what stereo mix means when you have three or more microphones?
pseudosaid•1y ago
A stereo mix is in fact trivial and roughly assumes a left right speaker arrangement. Software summing is math and is the same across digital audio workstations because math is math. Are there 3 or more microphones? doesnt matter, each mic is a mono input. trying to capture a facsimile of a perceived stereo field? use ORTF mic spacing and hard pan those mono inputs appropriately.

Stereo is just dual mono. its that simple. Summing is just math, its that trivial.

Creating a mix of multiple inputs for a stereo lr output? also completely trivial from a technical standpoint. Hardly trivial from a creative pov, but that isnt what this is about.

okdood64•1y ago
Precisely the reason I don't understand how people can daily drive Linux on their laptop. (I say laptop because additionally: trackpad issues, Bluetooth issues, etc.)

Is it much better than 10 or 20 years ago? Yes.

Is it still annoying enough and sometimes colossal waste of time? Yes. Just use a Macbook and be done with it.

xrhobo•1y ago
I think it depends on what laptop.

Asus laptops have always worked flawlessly for me.

I am writing this on an Asus laptop with linux mint. Everything just works perfect out of the box.

I could buy three of these laptops instead of the same setup on a mac is the major selling point for me.

ringeryless•1y ago
the cause of all this? single client ALSA driver model.

coreaudio doesn't need pulse nor jack nor pipewire to allow a single device to be opened by multiple applications.

ALSA additionally specifies every 2 channels as separate 2channel devices, so your 8 channel audio interface looks like 4.

the confusion is added to by device tree overlays such that you may find your pro audio 8 channel device is always seen as a surround setup, replete wirh highpass filtering on the principle pair of outputs, and you don't know why your poor desktop environments sound device doesn't show this...

patrakov•1y ago
> ALSA additionally specifies every 2 channels as separate 2channel devices, so your 8 channel audio interface looks like 4.

There is no such specification. It is device-dependent and abstracted through ALSA configuration. Creative Labs indeed implemented their cards as three separate codecs, while ForteMedia used a single 6-channel codec that you can open as such at the hardware level. In both cases, you can open a single virtual "surround51" device that routes the channels correctly.

duped•1y ago
> The stack is clean. The interfaces are better. But the expectations are still stuck in 2012.

The interfaces are absolutely not better, they're a bunch of ~~undocumented~~ C preprocessor macros that hide a pit of complexity and indirection. Pulse is mature enough that you can figure out how to interface with it, pipewire has a handful of examples and some reference documentation that doesn't make sense if you don't already know what you're looking for. Good luck if those examples don't fit nicely into your existing applications' architectures.

Pipewire is very impressive as an achievement, but the work needs to be put in to make it mature enough as a software project (meaning: documentation and well typed interfaces) before existing software can work with it.

The architecture may well be better equipped to provide stable and elegant interfaces to complex media routing problems in application software. But I couldn't tell you if that's true or not, because it's sparsely documented. An undiscoverable API is a nonexistent one.

edit: I wrote this ignorantly before looking back at the pipewire docs. They've improved since I last looked, but I still find the docs lacking (comparable to Apple's docs, which is not a compliment) and the overall interface design of Pipewire a massive challenge to grasp. It might be better, but I don't know. The last time I tried to implement direct support for pipewire in a Linux app I gave up because of its design and lack of useful documentation.

amy214•1y ago
the interfaces are shite, from the same clown who invented systemd

just use one file per stream eg /dev/dsp/pid_tempfile eg /dev/dsp/778_gJG86h, move mix to kernel, give it a /proc interface. the unix way

nesarkvechnep•1y ago
Another area where FreeBSD excels.
AHTERIX5000•1y ago
The Linux audio stack is just baffling. After all these years it's still unreliable. I'm running Fedora 41 and often toggle between two audio devices, USB DAC and HDMI output. Sometimes when I change the output via Gnome settings my Flatpak apps don't care and keep playing with the previous output and other apps change as expected.

I've never edited any audio configs on this machine because I expected my 2 device setup and Gnome settings would be trivial enough for the latest Linux desktop audio solution.

thedanbob•1y ago
A few years ago I was helping run sound at a conference which involved recording and rebroadcasting multiple audio streams simultaneously. The provided equipment included a Linux computer running a real-time kernel and routing was handled by JACK.

It was a disaster. If the USB audio interface ever disconnected, JACK crashed and wiped my routing configuration. After the first day I ditched the Linux computer and ran the whole setup through my MBA, using Reaper for both recording and routing.

wormius•1y ago
I got bit by linux audio issues after moving from Win10 to CachyOS (arch based distro). It seemed to be working fine, but I noticed when switching to speakers a terrible digital distortion that wasn't there previously. (I'm not a linux noob, have used since Debian Bo in '97, for example, plus many other distros off and on through the years)

I spent so much time messing with alsamixer, removing pipewire, installing pulse, uninstalling pulse, readding pipewire, resetting ports and connections.

I realized it had something to do with the audio buffer (due to the echo and the distortion was "shaped" like the feedback/if that makes sense). like a half second delay feedback.

Ultimately I read up on the buffering mechanism and found that switching to the Bore-LTO kernel fixed everything. I was so desperate I was literally swapping ends of my cables between the PC and speaker, in theory it shouldn't matter but before realizing the issue when I noticed the noise was based on a delay/feedback, I had no other alternative and was at my wits end.

esbranson•1y ago
Facts. I still don't think pavucontrol, the GTK volume control tool for PulseAudio, has been replaced by a PipeWire native tool. (I have no idea what Helvum is for, and pavucontrol has minimal backing.) And since I messed with it one time now using headphones is all jacked.