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Designing a Cost-Efficient Agentic System

https://p.agnihotry.com/post/designing_a_cost_efficient_agentic_system/
1•pagnihotry•2m ago•0 comments

DSA Interview Questions: What Gets Asked (and How to Prepare Smart)

https://dsa-interview-questions.pages.dev
1•anjandutta•2m ago•0 comments

From watchdogs to mouthpieces: Washington Post and the wreckage of legacy media

https://www.thejournal.ie/readme/bezos-washington-post-trump-6950317-Feb2026/
1•DyslexicAtheist•4m ago•0 comments

Show HN: I built an autonomous agent to play Pax Historia (YC AI Strategy Game)

https://github.com/phillipyan300/Pax-Automata
1•curiouscrow55•5m ago•1 comments

Show HN: Closed by a Human – human accountability visible in AI-driven decisions

1•iroy2000•6m ago•0 comments

Stoat: Open-Source Alternative to Discord

https://stoat.chat
3•akyuu•6m ago•0 comments

Technology, Crime, and Public Safety with Garrett Langley, CEO of Flock Safety [video]

https://www.youtube.com/watch?v=RQcE0U6260A
1•seafoam•6m ago•0 comments

How Discord Is Building Safer Experiences for Teens

https://discord.com/safety/how-discord-is-building-safer-experiences-for-teens
1•lax4ever•7m ago•1 comments

Truthful Decision Mechanisms – The Holy Grail of Democratic Systems

https://substack.com/home/post/p-187417686
1•carleverett•7m ago•0 comments

Paths of MySQL, vector search edition

https://theconsensus.dev/p/2026/02/08/paths-of-mysql-vector-search-edition.html
1•ibobev•8m ago•0 comments

I Wrote a Scheme in 2025

https://maplant.com/2026-02-09-I-Wrote-a-Scheme-in-2025.html
2•maplant•8m ago•0 comments

Emulator Bugs: Sega CD, Part 2

https://jsgroth.dev/blog/posts/emulator-bugs-sega-cd-2/
1•ibobev•8m ago•0 comments

Game Boy Advance Audio Interpolation

https://jsgroth.dev/blog/posts/gba-audio-interpolation/
1•ibobev•8m ago•0 comments

Compound Engineering

https://every.to/guides/compound-engineering
1•spking•8m ago•0 comments

How does AI impact skill formation?

https://www.seangoedecke.com/how-does-ai-impact-skill-formation/
1•mefengl•8m ago•0 comments

Owning Our Words

https://theconvivialsociety.substack.com/p/owning-our-words-sounding-the-depths
1•longdefeat•10m ago•0 comments

Recomendation for open-source tool for the AI supply chain security

https://github.com/arsbr/Veritensor
1•arseniibr•11m ago•1 comments

Weakening Section 230 Would Chill Online Speech

https://www.eff.org/deeplinks/2026/02/op-ed-weakening-section-230-would-chill-online-speech
2•iamnothere•12m ago•2 comments

AI Agents are shipping code faster than we can test

https://christopherhwood.com/AI-Agents-Shipping-Code-Faster-Than-We-Can-Test/
2•chw9e•14m ago•0 comments

Show HN: Pure Go PostgreSQL SQL parser (no CGO, works in Lambda / scratch)

https://github.com/ValkDB/postgresparser
1•valkdb•15m ago•1 comments

Italy's Secretive Food Confraternities

https://www.bbc.com/travel/article/20260206-inside-italys-secretive-food-confraternities
2•Geekette•16m ago•0 comments

Show HN: TapnClaw – Deploy your own OpenClaw AI assistant in 5 min, zero config

https://tapnclaw.com
2•bcgreenberg•17m ago•1 comments

Leaked specs for Sony's next flagship wireless earbuds reveal ANC upgrades

https://www.theverge.com/tech/875782/sony-wf-1000xm6-earbuds-spec-leak
2•cf100clunk•19m ago•1 comments

Show HN: Applying OAuth/RBAC patterns to secure AI agents

https://www.macawsecurity.ai/blog/securing-ai-agents-weve-solved-this-before
2•mrajagopalan•19m ago•1 comments

I built a customized LLM with RAG for Singapore

https://github.com/adityaprasad-sudo/Explore-Singapore
4•ambitious_potat•20m ago•1 comments

Living Forever Is an Asset Allocation Problem

https://www.thediff.co/archive/living-forever-is-an-asset-allocation-problem/
2•jger15•20m ago•0 comments

I Built a Browser Flight Simulator Using Three.js and CesiumJS

3•dimartarmizi•20m ago•1 comments

Operant AI targets 'shadow' AI agents with real-time security platform

https://thenewstack.io/operant-ai-targets-shadow-ai-agents-with-real-time-security-platform/
2•CrankyBear•20m ago•0 comments

How the Little Guy Moved

https://animationobsessive.substack.com/p/how-the-little-guy-moved
3•zdw•22m ago•0 comments

Stranded assets in European agriculture during food system transformations

https://www.nature.com/articles/s43016-025-01283-z
1•PaulHoule•24m ago•0 comments
Open in hackernews

AirPods Pro 4 Could Feature Cameras to 'See Around You'

https://www.macrumors.com/2026/02/09/airpods-pro-4-could-feature-cameras-to-see-around-you/
32•geox•1h ago

Comments

nothercastle•1h ago
So you want to get AirPods banned everywhere… genius
Cthulhu_•1h ago
I don't believe these facebook rayban / modern google glass things are banned everywhere, why would this one be?
testfrequency•1h ago
So in Japan, will the audio play on the outside of the headphone?
Cthulhu_•1h ago
What? Where did you get that from?
accrual•1h ago
I suspect it could be due to Japan requiring that cameras play a sound when taking a photo or video. Here's some background:

https://japandaily.jp/why-you-cant-turn-off-the-camera-shutt...

> Japan’s requirement for an audible camera shutter sound isn’t just a quirky design decision — it’s a deliberate policy meant to prevent secret photography.

testfrequency•1h ago
This
giarc•1h ago
Looks like it will be an infrared camera, so perhaps that changes the requirement?
wongarsu•1h ago
Doesn't that just make it worse? It can't see color, but instead it can potentially see through thin clothing
wahnfrieden•1h ago
That law regulates captured images. It doesn't require continuous shutter sounds while the phone is processing and even displaying the camera input - only once an image is captured. It seems unlikely that the AirPods will allow users to capture IR images that are used for gestural control and environmental awareness for system functions.
Someone1234•36m ago
The law doesn't make a distinction for what the AirPod's internal processing does. Infrared definitely violates people's privacy and dignity.
kristofferR•1h ago
A shutter sound I kinda get, that is simple to implement, but how is a video audio signal supposed to work?
accrual•1h ago
It looks like these cameras are infrared and intended to see gestures from the wearer. There are some more details in the linked article:

https://www.macrumors.com/2024/06/30/new-airpods-to-feature-...

> The IR cameras can detect environmental image changes, facilitating a broader range of gestures to improve user interaction. For example, if a user watches a video using Apple Vision Pro and the new AirPods, and turns their head to look in a specific direction, the sound source in that direction can be "emphasized to enhance the spatial audio/computing experience."

I wonder if the signal could be integrated into AR glasses or headset to provide a wider FOV to the wearer.

ASalazarMX•46m ago
> For example, if a user watches a video using Apple Vision Pro and the new AirPods, and turns their head to look in a specific direction, the sound source in that direction can be "emphasized to enhance the spatial audio/computing experience.

Geez, if only the Apple Vision had some kind of gyroscope and accelerometer so it could detect head motion without relying on external hardware...

nozzlegear•25m ago
> It looks like these cameras are infrared and intended to see gestures from the wearer.

I had an APV for a while, controlling it with just gestures was sweet. If they're looking to bring those kinds of gestures to other Apple devices via AirPods (i.e. beyond just bringing more gestures to the AirPods), I'm intrigued.

SunshineTheCat•1h ago
I just want a feature that helps me find the one that runs away after I fall asleep with them in >:(
1123581321•1h ago
For me, they fell off during sleep less often after I did the tip size testing.

(I don't really want to be wearing them while asleep, but my body sometimes has other plans.)

dangus•1h ago
Put a damn tracker in the case. I hate how the case is completely dumb if the AirPods are outside of it.
colechristensen•1h ago
They did. Airpods Pro 2 has a tracker in the case, Find My can find all three pieces separately and each can make the pinging noise.
daft_pink•1h ago
The AirPods Pro 2, AirPods Pro 3, and AirPods 4 WITH ANC all have cases with speakers and separate Find My integration that I belive is what you are looking for.

It’s the only reason why I have upgraded to ANC on the Airpods 4, because I don’t really like ANC, but I want the smart case.

jpalomaki•1h ago
The pros have Find My -support and you can even ping the earbuds separately via the app.

Also the new model can regonize when you fall a sleep and stop the media. I think it works, but I'm not sure how quickly it detects the sleep.

tclancy•50m ago
Mine are older and support Find My, but only when they’re out of the case. If I can’t find my case when they’re in it, I’m stuck. Does pro do anything for that?
alwa•42m ago
Yes it does! Each ear separately and the case itself.
daft_pink•1h ago
That’s why I use the Pro Max for sleep, but I wish it had the newer chip with sleep detection.
bjohnson225•1h ago
Doesn’t that already exist within the Find My app? It’s not perfect, but it’s always worked fine for me.
m4ck_•52m ago
Get memory foam tips for them. Mine rarely fall out if I sleep with them in.
HumblyTossed•1h ago
Is it possible for tech to "jump the shark"?
jayd16•1h ago
Yes. It happens all the time. You would usually call the features "gimmicks".
dcreater•1h ago
Have you seen anything that Microsoft has done in the past 10 years?
jeffbee•1h ago
There was an old video about the new app for your BlackBerry that would show you what's on the other side of your BlackBerry. At the time we believed this to be a joke, rather than a product development brief.
daft_pink•1h ago
Are we going to have to take our airpods off when we go in the bathroom now?

Seems like a negative tradeoff.

mrbigbob•1h ago
reminds me when google introduced radar for their pixel phones called project soli. https://research.google/blog/soli-radar-based-perception-and.... i have a feeling that these will be as successful. its a solution in search of a problem in my eye
jpalomaki•1h ago
Would be quite handy for gesture control. When wearing thick gloves you need to take them off to operate the current AirPods.
yesfitz•32m ago
This was a solved problem in the 1st and 2nd generation of AirPods with tap controls[1]. I'm still surprised that they removed that feature in favor of pressure, although now that I'm reflecting more on it, I wonder if it's part of Apple using their manufacturing and engineering as a moat[2]. i.e. Tap controls are relatively easy, so once wireless earbuds became commodities, they had to figure out some way to differentiate themselves.

That said, as someone who does pottery (messy hands), wears gloves/hats (stuff in the way), and has relatively poor fine motor control, I guess I welcome any solution that doesn't mean getting clay or cold air in my hair/ear.

The battery consumption and latency of the IR cameras will be interesting though. Too sensitive, and you'll eat up your battery. Not sensitive enough, and UX suffers.

1: https://support.apple.com/en-us/102628 2: https://news.ycombinator.com/item?id=45186975

Someone1234•38m ago
I still own a Google device with that tech on it (Home Display), and, yeah it isn't useful. They just hide certain UI elements until your hand gets close, which is obnoxious and feels like they invented something then invented a usage for it to justify it.

UI should be consistent, it allows users to learn a muscle memory, this "hide stuff until you're 20cm away" stuff is the antithesis of that (and all good design in general).

serf•1h ago
Remember the fuss people made about the Google Glass?

Turns out that people become okay with cameras every few inches observing every action as long as you say "It's for gestures.", even though the data stream will inevitably make it back to corpo for training ( and voyeurism[0] by the other parties that'll be in the room).

Same excuse for the VR headsets. "Oh, it has a red LED that fires when recording!" , meanwhile the thing has 30 other IR cams in non-stop loops consuming the environment at power-on til death.

[0]: https://www.reuters.com/article/world/uk/nsa-staff-used-spy-...

ravenstine•53m ago
It reminds me of that principle of how people are more likely to be receptive to your request if you preface it with "because..."
changoplatanero•51m ago
My experience working at Apple was that private information does not leave the device. All our training data came from contractors who were hired to perform data collection and not from the general public.
BiteCode_dev•49m ago
You are one PRISM type request and one gag order from a silent update changinf that.

In fact, it could have been the case already and you would not have known ir.

gruez•38m ago
>You are one PRISM type request and one gag order from a silent update changinf that.

Wouldn't the bigger issue be that they can abuse the same thing to grab camera and or microphone from your phone? Probably more useful than airpods too, given that a phone's always on, unlike airpods.

ASalazarMX•39m ago
If Apple really walked the walk about their privacy marketing, it would sunset all their APIs used for tracking, making impractically hard for advertisers to track you. Not warning "do you still want to be tracked?", but remaking their whole stack to make tracking unreasonably hard.

Currently I see Apple as safer than, say Google or Microsoft, but not as the privacy bastion it claims to be.

gruez•35m ago
>Not warning "do you still want to be tracked?", but remaking their whole stack to make tracking unseasonably hard.

It's opt in, and the bolded option is "ask app not to track", so I'm really not sure what the issue is here.

ASalazarMX•20m ago
It's clear it doesn't bother you, but I'll try to explain my posture.

Years ago, Apple's Weather app sourced their data from The Weather Channel. That meant these three tracking options ragasrding your location:

- Always share - You get real-time weather alerts, very useful some seasons

- Share while using - You get current weather, but lose real-time alerts

- Do not share - Might as well uninstall the app

Then Apple made Apple Weather, which collects weather data from multiple sources, and is supposedly safer to share real-time location with since Apple won't share it with anyone. Before this, The Weather Channel had the real-time location of millions worldwide, and all Apple had for privacy was that prompt.

This is the kind of stack reengineering I'm talking about, that makes privacy a real proposal, but applied deeper so it really makes a difference.

noupdates•1h ago
I suspect most devices will have cameras and mics on them and will mesh connect as a collective system. OpenAI is most likely working on a suite of devices that would fit this "regalia" of sorts.
KaiserPro•53m ago
Depending on where the cameras are placed, they can be used to work out the pose (ie what position) the upper body is in.

Meta showed that it was possible to do that from cameras mounted on glasses.

However, the power required to do that is quite high (30-60mw to detect, more to do the pose extractions)

So I suspect its just hand recognition.

bobbylarrybobby•26m ago
Are accelerometers not sufficient for pose determination? I would assume they'd work as well as cameras if not better.
Someone1234•50m ago
People commonly continue to wear their AirPods in the changing rooms, because why not? Keep the tunes/podcast/etc going while you get ready/even shower.

If they add cameras to them, regardless of the implementation, I'm pretty sure that not only is against every gym-policy, but may be an actual criminal offense in certain states.

So I guess what I am saying is: This could be an anti-feature for certain people, or get people into trouble who continue to do a preexisting habit.

Timpanzee•42m ago
IR cameras, not visible light cameras, so this should be a non-issue.
Someone1234•34m ago
Have you never used an IR camera? IR can see more than visible light cameras, including through layers of people's clothing and can certainly see a detailed image of a naked human.

So more of an issue in that case; and the laws I am talking about don't have a "IR Camera" exception.

gruez•27m ago
>If they add cameras to them, regardless of the implementation, I'm pretty sure that not only is against every gym-policy, but may be an actual criminal offense in certain states.

Is having the camera on illegal in and of itself, or only when you're actively recording?

adolph•44m ago
It is interesting to see camera-in-airpods as a rumor instead of wireless-radio-as-camera [0] to detect similar. Maybe it is less power/volume intensive to add very limited cameras instead of upping the processing power to run inference on the radio signals?

I suppose that the "camera" could be as simple as an optical flow sensor [1] commonly used on mice and quad-copters and placed behind the black plastic so there would not be a visible lens [2].

0. https://web.ece.ucsb.edu/~ymostofi/WiFiReadingThroughWall

1. https://ieeexplore.ieee.org/document/10164626

2. https://www.schneier.com/blog/archives/2012/07/camera-transp...

crazygringo•43m ago
I wonder what this would do to battery life -- continuously-on IR cameras are going to be a significant power draw. And then there's the question of whether the video processing is done on the earbuds, or how much Bluetooth bandwidth is used sending the video stream to your phone for processing.

Using this to detect gestures does seem very cool, however. Seems like a fascinating engineering challenge.

coldtea•35m ago
>Using this to detect gestures does seem very cool, however.

Don't know, sounds totally useless, like most on-air gesture interfaces.

coldtea•37m ago
Can we get a bloody better sound driver, protection from ANC feedback shriek, one or two physical buttons (or at least a raised haptic buttons, not just a touch sensitive stem area), and battery level on the case?

We don't want no fucking infra cameras for "better hand gestures and enhanced spatial audio experience".