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Long Presumed Dead, a Thriving Coral Reef Is Discovered in West Africa

https://e360.yale.edu/digest/benin-coral-reef
122•speckx•2h ago•9 comments

Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber

https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-6-flash-3-5-flas...
346•logickkk1•2h ago•272 comments

The World's 2,400 Castles

https://thecastlemap.com/
84•marklit•1h ago•65 comments

Meta's AI Models Are Powering the First Wave of Genesis Mission Projects

https://ai.meta.com/blog/genesis-mission-lawrence-berkeley-national-laboratory-segment-anything-d...
25•surprisetalk•50m ago•5 comments

PCjs Machines

https://www.pcjs.org/
113•naves•4h ago•8 comments

Qwen-Image-3.0: Rich Content, Authentic Details, Deep Knowledge

https://qwen.ai/blog?id=qwen-image-3.0
474•ilreb•9h ago•191 comments

France's Anssi Will Block PQC-Free Products from Certification Starting 2027

https://postquantum.com/security-pqc/anssi-pqc-certification-2027/
36•Sami_Lehtinen•1h ago•7 comments

Bloomy (YC S26) is hiring a founding engineer

1•alexsouthmayd•53m ago

My USB Drive Has a Hidden Encrypted Vault

https://rootkitlabs.com/2026/06/22/I%27m-Building-a-Secure-USB-Drive/
39•machinehum•1d ago•6 comments

The unreasonable difficulty of time series forecasting

https://suzyahyah.github.io/machine%20learning/2026/06/27/trouble-with-time-series.html
31•suzyahyah•2d ago•8 comments

Apple Defeats Liability for Not Scanning iCloud for CSAM

https://blog.ericgoldman.org/archives/2026/07/apple-defeats-liability-for-not-scanning-icloud-for...
189•speckx•3h ago•146 comments

Show HN: Imagin Raw – A 9MB Open-Source Alternative to Adobe Bridge for Mac

https://github.com/cristibaluta/Imagin-Raw
5•cristi_baluta•24m ago•0 comments

Who's afraid of Chinese models?

https://stratechery.com/2026/whos-afraid-of-chinese-models/
912•mfiguiere•1d ago•753 comments

Python 3.15's Ultra-Low Overhead Interpreter Profiling Mode – Ken Jin's Blog

https://fidget-spinner.github.io/posts/ultra-fast-tracing.html
118•rbanffy•6d ago•7 comments

Apple Fixes Hide My Email Vulnerability After 404 Media Coverage

https://www.404media.co/apple-fixes-hide-my-email-vulnerability-after-404-media-coverage/
68•arto•2h ago•6 comments

Why Are There No Empires in Age of Empires? (2019)

https://acoup.blog/2019/11/22/collections-why-are-there-no-empires-in-age-of-empires/
35•jkly•4h ago•18 comments

Show HN: CodeAlmanac – Karpathy-style codebase wiki from your conversations

https://github.com/AlmanacCode/codealmanac/
3•divitsheth•42m ago•0 comments

Incremental – A library for incremental computations

https://github.com/janestreet/incremental
318•handfuloflight•14h ago•60 comments

Uhubctl – control USB power per-port on smart USB hubs

https://github.com/mvp/uhubctl
3•gregsadetsky•44m ago•0 comments

Shanay-Timpishka, a boiling hot river 700km from the nearest active volcano

https://terradaily.com/anything-that-falls-into-a-four-kilometre-stretch-of-a-river-in-the-centra...
36•camtarn•4d ago•7 comments

Jelly UI: Soft-body physics for native HTML form controls

https://jelly-ui.com/
633•baldvinmar•1d ago•191 comments

Show HN: Explore 6048 YC companies as an interactive galaxy

https://artifacta.io/a/pg_x9pombpdybx90q2s16eu
29•jnakano89•2d ago•10 comments

Kimi Work

https://www.kimi.com/products/kimi-work
656•ms7892•1d ago•266 comments

Oracle could face $7B collateral bill for Wisconsin data centre

https://www.ft.com/content/b37030b6-bda8-4ba9-8e08-e6b88687b8f5
105•1vuio0pswjnm7•2h ago•74 comments

Human mathematicians are being outcounterexampled

https://xenaproject.wordpress.com/2026/07/20/human-mathematicians-are-being-outcounterexampled/
450•artninja1988•22h ago•223 comments

Show HN: I built a command palette for the terminal – 6.2MB, pure Go, no fzf

https://github.com/matheuzgomes/decoreba
12•MarinhoD•31m ago•3 comments

How to pack ternary numbers in 8-bit bytes

https://compilade.net/blog/ternary-packing
87•JoshTriplett•6d ago•42 comments

Arduino Launches Plug-and-Play Modules for Long-Range Sensor Projects

https://www.allaboutcircuits.com/news/arduino-launches-plug-and-play-modules-for-long-range-senso...
79•WaitWaitWha•3d ago•36 comments

Claude Is Not a Compiler

https://blog.exe.dev/claude-is-not-a-compiler
118•bryanmikaelian•3h ago•124 comments

Running Doom on Our Custom CPU and Going Viral

https://www.armaangomes.com/blogs/doom/
125•arghunter•13h ago•35 comments
Open in hackernews

Apple Defeats Liability for Not Scanning iCloud for CSAM

https://blog.ericgoldman.org/archives/2026/07/apple-defeats-liability-for-not-scanning-icloud-for-csam-but-the-judge-was-not-pleased-amy-v-apple.htm
185•speckx•3h ago

Comments

jobs_throwaway•2h ago
A win for privacy and freedom
hosteur•2h ago
Indeed. And a rare one at that.
amazingamazing•2h ago
It is crazy people think apple isnt on the side of privacy. Are they perfect? Not even close, but compared to the rest of big tech theyre simply on another level.

Apple could easily not do this stuff and it may even be easier to not.

cryo32•2h ago
Indeed.

But they are until they are actually defeated. I would rather plan for failure. We are in a global climate where court rulings can be ignored.

avidiax•2h ago
> It is crazy people think apple isnt on the side of privacy.

> It also ensured pressure from governments and plaintiffs, including CSAM victims, who preferred Apple’s more interventionist approaches, which Apple had voluntarily demonstrated it was willing to do.

I feel that Apple open pandora's box with the client-side scanning. It proved that it was technically feasible, and was "privacy preserving". I use scare quotes there because I don't think that political or religious dissidents would find that the same or similar technology used to discover and persecute them is "privacy preserving". And that's really the problem with Apple here. They provided a model for scanning for any kind of message or material while purportedly maintaining privacy.

mmmlinux•2h ago
Is it different than telling your therapist something in confidence and then finding police waiting for you in the lobby.
arcticbull•2h ago
Yes, in the sense that you have a legal doctor-patient privilege that binds what they can share with whom. There's not really an Apple cloud user privilege.

No, in the sense that your therapist is still required to report you to the police in various situations where you pose an immediate threat to yourself or others, etc.

busterarm•1h ago
> No, in the sense that your therapist is still required to report you to the police in various situations where you pose an immediate threat to yourself or others, etc.

And therapists are legally mandated to report you if you told them you viewed or possessed CSAM.

Dylan16807
LatencyKills•2h ago
I was an engineer at both MS and Apple. At Apple, privacy was baked into every new feature from the start. At MS, the privacy component was glued on at the very end, if ever.

Like OP said, Apple isn't perfect nor will they ever be, but they do prioritize privacy better than most.

an0malous•2h ago
I said this in another thread a while ago, and one of these people who thinks Apple isn’t on the side of privacy cited a lawsuit they settled around Siri listened to conversations: https://www.scientificamerican.com/article/apple-settles-cla...

People understood this settlement to mean Apple was spying on their conversations and selling them to advertisers, when it seems to have more to do with people accidentally triggering Siri. But people don’t care about this kind of nuance or actually tallying up all the ways Apple is pro privacy against rare issues like this one. It’s all just tribalism at the end of the day.

fsflover•2h ago
Apple is on the side of privacy, except when you want privacy from Apple:

Watchdog ponders why Apple doesn't apply its strict app tracking rules to itself (theregister.com)

161 points by Logans_Run on Feb 14, 2025 | 69 comments

https://news.ycombinator.com/item?id=43047952

Apple silently uploads your passwords and keeps them (lapcatsoftware.com)

170 points by ingve on Nov 1, 2024 | 127 comments

And whenever your privacy contradicts their control over "your" device, you are also out of luck, e.g., you can't have Ublock Origin on an iPhone. Relevant discussion: https://news.ycombinator.com/item?id=44804921

dd8601fn•1h ago
It's telling that these come from people trying to implement tracking and high visibility into user behavior, and complaining that Apple won't let them even though Apple conceptually could.

Except ublock, which can't do what it does the way it normally does, for the same reason you can't have any plugin inspecting realtime activity and doing scriptlet injection.

You can have ad blocking. You can't have plugins with that kind of low level access to your browser activity.

You can prefer something that allows dangerous behavior as a trade-off for greater capabilities, but you can't deny it's a safety trade-off where Apple picked what's safer.

anon7000•1h ago
Yep, and if you want good Adblock on iPhone use Wipr.
SXX•1h ago
Apple is very much like WhatsApp. Yes you cant perfectly trust their E2EE against state actors, but both in fact put some effort into making world have little bit more privacy.

At least on Desktop we have usable Linux, but on the phones there is literally nothing usable because thanks to Google efforts switching to GrapheneOS mean tons of apps either not working or break every few months.

Yes its possible to make Andoid spy on you a little less, but even for tech savvy person its damn inconvinient and Google making platform worse with every single release.

Thanks to Google "security" I can use my banking apps on 9 years old device with 6 years outdated firmware, but not on GrapheneOS.

Cider9986•1h ago
> Apple is very much like WhatsApp. Yes you cant perfectly trust their E2EE against state actors, but both in fact put some effort into making world have little bit more privacy.

They probably use E2EE just so they don't have to respond to court orders and such.

cataphract•35m ago
Like when Google got tired of handling geofencing warrants.
Pfhortune•1h ago
> hanks to Google efforts switching to GrapheneOS mean tons of apps either not working or break every few months.

I've been using GrapheneOS for years and that hasn't been my experience. There are two financial apps that don't work for me, and that's it. Pretty much everything else I use is fine. But, to be fair, I'm very scrupulous about my apps and tend to avoid installing an app for every little thing that wants me to.

amelius•1h ago
Apple may be on the side of privacy, but since they are competing everybody out of the market with their slick consumer products they actually form a threat to privacy since now the government has to only implement a backdoor at one vendor.
macintux•1h ago
I have a suspicion that Google and Android aren't going to just vanish.
goolz•1h ago
It is crazy that I do not trust a multi-trillion dollar company who has forced labor in their supply chain to have my best interests in mind? It is crazy to me you would think they do not understand the concept of lip service.

These companies are liars. I do not trust liars. It has served me well.

mikenew•1h ago
Apple is on the side of privacy if it serves their marketing. Which is why they would rather build and normalize CLIENT SIDE CONTENT SCANNING so they can continue to market iCloud as "secure and private".

If Apple's interests sometimes align with ours then great. I'll take it. But don't attribute to this ~5 trillion dollar company some kind of altruism.

Isamu•1h ago
Privacy is a natural fit for Apple in that they make money on discrete devices, but services have grown tremendously. That’s where the erosion of privacy happens.

So once there’s a profit motive for violating your privacy, the justification for eroding your privacy will proceed. It’s really the inertia of Apple starting out as privacy-compatible that makes them hesitant to throw that away.

jchw•34m ago
Oh I think Apple is, just only for the PR obviously. People suggest they literally care, which is not how corporations work. People in corporations may care, but the machine in general doesn't and will shift freely depending on the current strategy and the conditions that inform it.

Apple isn't a privacy company, Apple is playing the privacy angle. I don't want to applaud them for this anymore than I want to applaud Bayer Pharmaceuticals for putting a pride flag on their social media account. What I'd rather do instead is push the expectations harder on Google and others. Why are you so far behind Apple on privacy?

I see the point in applauding it, but the end goal is to not have a single company who champions privacy, even if it was genuinely a mission-driven thing backed by more than just corporate image.

i3ima•2h ago
the judge is indeed wise
JSR_FDED•2h ago
The judge called the outcome disturbing, as it leaves victimized children as "collateral damage" of privacy protections.

As sad as this is, end to end encryption means no CSAM scanning.

As an alternative Apple previously tried to do scanning on the phones locally but caught hell for that too.

This is one of those unfortunate tradeoffs but I see no alternative to privacy taking priority.

al_borland•2h ago
Children are often used as a weapon to erode freedoms, like privacy and speech. Those pushing it rarely actually care about the children.
layer8•2h ago
While I’m decidedly pro-encryption, I don’t like this argument. If something is the right thing, it would still be the right thing when promoted for the wrong reasons, and if it’s the wrong thing, it’s still the wrong thing even when at present nobody has ulterior motives.

When arguing against surveillance, the arguments should be on its merits, not on whether the current proponents happen to have ulterior motives.

ajsnigrutin•1h ago
So invading the privacy of millions of people, even if it's just automatic scans for some specific thing is a right thing? Does this apply to mandatory drug tests for everyone everywhere? How about drug and weapon seeking drones, doing daily checks in every apartment everywhere? How about mandatory AI powered microphones everywhere that would detect threats, blackmail, any talk about anything illegal, etc.?

If you take a 1000 random people of the street now,how many of them are sharing CSAM via icloud?

If you take a 1000 random politicians, how many of them have corruption scandals? Why not start with them instead, a bodycam and an AI powered microphone that would detect corruption automatically... let them lead as an example, before they apply the laws onto "the rest of us".

twuopf•2h ago
I know creating a throwaway to hide your name for an opinion is a bad manner, but this one is one I really don’t want linked back to me

The VAST majority of “CSAM” is consensually created and exchanged by teens. Their future selves and their parents form this pressure group attacking everyone’s liberty and privacy to try to undo the downsides of choices they made themselves with full knowledge of what could happen.

The criminal and disgusting tail end of this type of material deserves the worst of consequences for the perpetrators and all the support in the world for the victims, but these are mostly - you guessed it - poor and unprivileged children from far away places and they certainly can’t put this much pressure on apple

alistairSH•2h ago
Do you have a citation for that? Sounds plausible, but I'm not sure I've ever seen it stated that way in any of the related media reports on CSAM efforts.
mschuster91•2h ago
In Germany, the rise in "youth porn" material has been attributed to such kinds of cases where youth send intimate pictures to each other [1].

Our legal systems are not built to deal with that mess, and it may hang around your neck for the rest of your life. Unfortunately, the law is very explicit, leaving barely any avenue for the courts to drag us out of the mess, and politicians - even if they are actually interested in the topic in the first place - won't touch that area with a ten foot pole for fear of getting blamed a pedophile themselves.

[1] https://www.n-tv.de/panorama/KI-treibt-Jugendporno-Fallzahle...

aljgz•2h ago
Are there statistics backing up the "VAST" majority claim?

While on statistics, I wonder, are there reliable statistics about child abuse of different types? Studying correlations with other social metrics, like sex education, liberal/conservative, policies regarding prostitution, and others can provide support for/against decisions.

Not that I hope these will impact people's and governments' choices, but I want to challenge my intuitions.

m3kw9•2h ago
If these judges are so righteous, they should go further and mandate the OS to do mandatory scanning of personal hd.
dilap•2h ago
Don't worry, we'll get there soon enough.
stronglikedan•2h ago
It's still a shade of gray to me. If I offered some homegrown cloud storage to my friends, and one of them uploaded CSAM to it, you can bet your ass that I would be arrested for it.
polski-g•2h ago
Does Sundar get arrested if someone uploaded CSAM to GDrive?
izacus•1h ago
No, because Google will report it to the law enforcement.
majorchord•2h ago
IMO "end-to-end encryption" simply isn't possible when the application is run by the same company as the servers the data sits on, is closed source, and can at any time, see the decrypted contents of data it downloads from their servers and do whatever they want with it.

Same issue with Proton, MEGA, and any other e2ee app... it's only useful when the company decides not to mess with the data it could always decrypt locally. Also why people are hesitant to use javascript-based e2ee solutions where the site owner can modify the code at will to do what they want.

megous•2h ago
There's no issue with mega. There are third party apps and as long as you don't login to mega.nz with their website you're fine. And they also have SDK you can use that they'll not be able to control/manipulate without your knowledge.
kyralis•2h ago
This is based on a faulty understanding of the underlying systems. The risk with this sort of E2E encryption is not that the service provider pinky promises not to decrypt what they have, it's that they promise they will not insert a new key into your circle of trust to subsequently start decrypting things.
IshKebab•1h ago
I think you've imagined this faulty understanding. There are many mechanisms by which Apple could actually decrypt the data despite pinky promises not to. You listed one. There are others.
johnsmith1840•27m ago
You're suggesting they purposely put a backdoor into all their custom methods? Why?

From a liability standpoint that implies a security breach could result in massive loss of customer data and if it did occur would destroy their privacy image to their customers.

I agree with the point that what you actually trust is the company to not insert maliscous code or keys into your protected path but modern systems actually contain ways to truly lock out the company itself from seeing your data.

Security wise it's amazing. If a company's admin cannot take your data it's excedingly hard for a hacker to do so.

St0n3d•2h ago
“Apple created its own proprietary alternative, NeuralHash, which apparently wasn’t as good. So Apple U-turned on its efforts to scan for CSAM in its cloud storage. Instead, Apple implemented end-to-end encryption for iCloud files.”

Wasn’t Apple’s design to explicitly NOT scan in its cloud storage, but look at the file on-device at the moment you wish to upload it to iCloud? This method would make it compatible with Advanced Data Protection; so ADP could have always been in the pipeline rather than Apple u-turning. In fact, NeuralHash may have been proposed because Apple wanted to introduce ADP and saw a potential problem here/get concerns from government agencies about it and saw this as a means to an end(-to-end).

The system was designed pretty elegantly and offers far better privacy protections - including guardrails - than what Microsoft and Google do, but the communication from Apple about it was absolutely horrible and generated enormous backlash. (Not saying I agreed with implementing it, just saying the design was infinitely better than competitors.)

kyralis•2h ago
Also, Apple's E2E iCloud encryption vastly predated the NeuralHash efforts.
drnick1•2h ago
I simply don't trust services such as iCloud. The legal landscape is too volatile, and Apple's own "terms and conditions" are also subject to constant change. As far as I can tell, most people don't need cloud backups, and iCloud mostly shows up as an annoyance designed to extract more money from customers. In fact, most people probably don't know that Apple and Google vacuum up their files the moment they are created, for their own good, of course.
slashdave•2h ago
> most people don't need cloud backups

What world do you live in?

drnick1•1h ago
The world where the operating system on my phone (GrapheneOS) isn't conspiring against me or uploading my files to someone else's computer.
slashdave•1h ago
That must also be the world where more than a tiny number of people are using GrapheneOS
kowbell•32m ago
Is your phone also made of indestructible materials so it can't break, and magnetically linked to your person so it can't be stolen? Backups exist so you don't lose precious photos/data if you lose the device. Most People™ do not have the technical knowledge to set up a self-owned backup system, and/or will not realize how badly their future selves will wish they had backups if the setup friction for a self-owned solution is too high to conveniently do it right this second.
djoldman•2h ago
I am not a lawyer.

There is something ironic about US laws that attempt to prevent crime A by outlawing action B. For example:

  * A: physical sexual abuse of children. B: possession or distribution of CSAM
  * A: drug trafficking or tax evasion. B: structured cash withdrawals
The irony is that the more B is prevented, the less A can be detected and the less B can be used as evidence of A.

It's my understanding that conviction of CSAM-related crimes do not require any physical act to have ever occurred to any real person: one can be convicted of CSAM-related crimes related to paintings/drawings/created_art of fictional people.

It's my understanding that one can be convicted of structured withdrawals that are not driven by, linked to, or in any way related to anything nefarious.

joshred•1h ago
I don't think these are the same. Outlawing CSAM gives law enforcement the ability to shutdown markets and prevent commercial distribution of CSAM. Sexually abusing children is heinous, but sexually abusing children for financial gain is even worse.
carljungslabtek•1h ago
There are even people involved in commercial distribution of it that claim to not even be interested in children, just in profit or even allegedly “for a sense of community” (someone actually said this after getting caught, he was in his 20s but I can’t remember his name — he might have been one of the red room guys).

On top of that, while there are different types of child abusers, the worst ones almost invariantly collect CSAM to the point of hoarding. So it really isn’t that bad of a proxy.

The root comment is implying that legalizing or decriminalizing csam would somehow help with prosecution of child abuse? I’m kind of speechless. Csam IS child abuse. The fact that there are consumers encourages producers to, well, produce!

IncreasePosts•
wbl•2h ago
IANAL but I thought the whole reason scanning worked was it wasn't required so there weren't fourth amendment issues.
quaddoggy•1h ago
Ah, the CSAM saga. Very poorly handled by Apple. Suspect it may have taken Hair Force One off the shortlist of CEO succession.
economistbob•1h ago
Seems like the kids miss their chance at justice because of section 230 allowing platforms the freedom to remove whatever they want but not be responsible for what they keep or amplify. That is the problem with 230. Censorship is permitted and punishing the censor isn't. Twitter and Tiktok are literally microblog platforms that get away with removing good stuff and leaving evil because they "are not a publisher" while the algorithm literally publishes a chosen set of articles to people. Facebook can remove religious freedom material and leave human trafficking groups. Section 230 gives the publishers the cake and the edict too.
junon•1h ago
You're conflating "what's illegal" with "what a private entity doesn't want". I don't like it any more than you do, but the first is very clear, the second is a bit harder to "solve".
ryanisnan•37m ago
As the creator of mediaden.ca[1] I’ve thought about this. Client side scanning is maybe marginally better than server side scanning, but both paths lead to privacy rot.

Governments need to catch criminals, but they shouldn’t do it at everyone else’s expense.

1. https://mediaden.ca

kmeisthax•21m ago
sigh

Once again, someone (in this case, the judge of this case) asks if we can meet in the middle on whether or not private communications are actually private.

To be clear: this is not a limitation of nerds' imagination. This is a limitation of physics. A person is either party to a communication (and thus can decrypt it) or is not (and thus cannot). If you demand Apple scan encrypted photos for CSAM, what you are demanding is that Apple be party to every communication done with an iPhone. There is no middle ground on encryption, there will never be a middle ground on encryption, and I will hold this truth on my deathbed.

There is no "encrypted but crackable" - if the CIA can crack it at all, we're only a few years away from some kid's gaming rig doing the same thing. There is no "secure golden key" - if there was, you could buy it in the same section of Amazon that sells copies of the TSA master key that opens all luggage locks.

Personally, the next time a government demands decryption keys, I think Apple should just set all iCloud photo libraries in that country to public and say "Sorry, your politicians made private photos illegal, take it up with them". Obviously, telegraph this far in advance and give users time to actually delete their cloud-hosted photos first. But definitely do not pretend like you can keep a secret with a government bureaucracy of hundreds of thousands of people.

But then again, Apple also capitulated (good meaning) to the EU on third-party app distribution, so Apple has a lot less of a spine than they let on. At least Google actually stayed out of China.

•
1h ago
No matter how or why? That seems like a terrible mandate.
busterarm•1h ago
> No matter how or why? That seems like a terrible mandate.

Honestly shocked that anyone would even say this, but even giving you the benefit of the doubt here -- the one case where I could imagine this might not happen would be if you're a police officer investigating such cases. But they also have their own therapists dedicated/trained in police-specific issues.

Dylan16807•1h ago
Even if someone went browsing for it, yes that's illegal but there's no benefit in their therapist reporting them for just visiting terrible websites.

But also there are definitely ways to get accidentally exposed. That's an absolutely awful thing to call the cops over.

busterarm•39m ago
I think you're demonstrating incredibly poor judgment here. CSAM is a crime with real victims. Even if your patient came across it innocently, someone is out there intentionally distributing it and that needs to be investigated.
AlexandrB•54m ago
A better analogy is a storage locker. AFAIK police need a warrant to search "your" storage locker even though it's on someone else's property. I don't see why data in the cloud should be any different. Pre-emptively scanning everyone's data is equivalent to officers rummaging through all the storage lockers in a facility "just in case" they find something illegal.
bayindirh•2h ago
> It proved that it was technically feasible, and was "privacy preserving".

Didn't their paper disproved by reversing the perceptual hashes to reveal blurred version of the images being hashed, and Apple basically said "that's fair, it's not as robust as we wanted, let's visit this later"?

If not, I'll happily stand corrected, but please share sources.

Addenda:

- Apple's original paper: https://web.archive.org/web/20210807165030/https://www.apple...

- Paper breaking the hash: https://arxiv.org/abs/2111.06628

Edit: The second one is the wrong paper. I’ll find and link the correct one tomorrow. Keeping the link for transparency.

yogorenapan•1h ago
> to reveal blurred version of the images being hashed

Skimmed your linked paper. It seems they were able to classify hashes up to ~8% top-1 accuracy and ~30% top-10. Not exactly a blurred version, or any images at all.

So for example, they can say that you probably have images of trees, or images of buildings, but without much other data & very low accuracy.

I'd still be a lot more concerned about them simply flagging political images rather than trying to get a broad understanding of what type of photos I have

soulofmischief•36m ago
It starts at a broad understanding and ends with people permanently giving up their right and ability to keep rogue corporate governments in check.
comex•1h ago
The paper you linked doesn’t reveal blurred versions of the images being hashed. It does train a classifier to determine which of 1,000 ImageNet classes an image belongs to, which “achieved a top-1 test accuracy of 4.34%”.
bayindirh•16m ago
Then, that’s the wrong paper. I’ll find it and link it as a reply to this comment. Probably tomorrow morning.
trollbridge•2h ago
I thought the client side scanning was to protect children? If it suspects an image is bad, it blurs it and pops up a warning including a link to resources to go to for help.

Very different than trying to narc out users to the authorities.

pavon•1h ago
That is what they actually deployed. They were planning on performing client-side scanning of all images uploaded to iCloud for CSAM and reporting it to the authorities, but backpedaled after public push-back.
Zak•38m ago
There were two different technologies. One was client-side scanning for known CSAM, which created a huge backlash and is described here: https://educatedguesswork.org/posts/apple-csam-intro/

The other is detection of images that may contain nudity, whether sent or received, when the owner/admin/parent enables the feature. It is relatively uncontroversial and is described here: https://support.apple.com/en-us/105069

michaelmrose•36m ago
The original proposal was to use a visual hash designed to identify known bad CSAM images even if cropped or otherwise edited. Your computer would scan all your stuff for these images and report you to apple who would report you to the cops. This presented a number of issues.

Accidental false positives could lead to horrific outcomes up to and including oh look bob got shot by the cops for resisting.

It was possible to produce apparently matching innocuous images and then poison people's machines with them.Oops did you click on that picture of a tree have fun with the cops. Like an advanced form of swatting.

Although inspired by a desire to find CSAM Apple could be forced to scan for ANYTHING by repressive regimes including America and China.

Although initially targeting images client side scanning of messages is a pretty obvious next step. Again obvious good motivation exists and is completely justifiable who doesn't want to stop the next mass shooting or terrorist attack... and then we can basically use it to find people critical of the regime. Do remember we are presently prosecuting a political figure for a picture of sea shells and a guy in texas is rotting in prison for distributing political literature.

FireBeyond•1h ago
I still also totally don't get their policy.

Trying to avoid false positives by not firing until a threshold was hit (was it 20 images?) seemed insane from a PR position... rightly or wrongly, all it would take would be the wrong court case and you can see the headlines:

"Apple says users can have up to 20 CSAM images on their phone before they'll tell police"

xphos•49m ago
Imagine you have pictures of someones baptism and the kid was nude. Is it CSAM? I think the program would have to say use but morally I'd say no. The issue with client scanning is it has to assume the worst, or they are than liable. If its the person has 20+ different baptism of nude babys well huh that actually might be CSAM because the context of how that concentrated photos implies but even than its hard what if that person actually has 20 God Children its less crazy than one thinks... Especially if they have multiply phones from a single baptism.

You might not like pictures that way but honestly I think more important in procescuting CSAM is to go after the large sources of CSAM generation. Its trafficing in East Asia, and in Europe. I think weirdly America actually produces less CSAM in general because Americans are lot more off put by Sex than most other cultures. Abuse definitely happens in the US but making policy decisions like this produces bad policy.

Does iCloud rehost the photos to other people I don't really know because I use andriod tbh. If they are being rehosted (I assume to members of your contacts) that can be problematic but I think honestly the issue a lot more complex than just protect the children which the source of critic is a lot attacks against apples are coming from

nylonstrung•37m ago
> America actually produces less CSAM in general because Americans are lot more off put by Sex than most other cultures

The US has the largest pornography industry in the world by a massive margin, and the largest consumption of online pornography per capita

Meanwhile should we be surprised that CSAM production is higher in countries like the Philippines that have very weak digital policing, abject poverty, high numbers of street children etc?

dgellow•25m ago
The US is pretty extreme, you have at the same time easy access to all the pornography you want (unless you’re in states that require age verification), and also a very prude culture. It’s not the only place with such contradictions though
dgellow•28m ago
> Imagine you have pictures of someones baptism and the kid was nude. Is it CSAM?

In some countries it is as far as I’m aware

fortran77•42m ago
The practical problem is, without a threshold, they'd have an order of magnitude more false positives than 'real' detections, making the system useless.
GeekyBear•13m ago
> I feel that Apple open pandora's box with the client-side scanning.

That box has been open for years now.

Big brother is already watching what you do on your Android device.

> A Dad Took Photos of His Naked Toddler for the Doctor. Google Flagged Him as a Criminal.

https://www.nytimes.com/2022/08/21/technology/google-surveil...

layer8•1h ago
You misread what I wrote. My comment is against the argument used, not against what is being argued for. Using the wrong argument diminishes one’s position. I’d prefer the stance against surveillance to not be diminished by such arguments.
al_borland•1h ago
Calling out the ulterior motives can help clear the deck to focus on what is right or wrong, without as much emotional manipulation in the picture.
layer8•1h ago
One problem with that is that it’s difficult to prove motives. So you’re on shaky and disputable ground. It’s much better to point out how the proposed mechanisms are prone to be misused, which is independent of current motives. Get rid of the shaky ground. Saying “these are disingenuous people proposing this” is exactly an attempt at emotional manipulation, in the sense of an ad hominem fallacy.
majorchord•2h ago
> As sad as this is, end to end encryption means no CSAM scanning.

I think it depends on your definition of e2ee and where the "end"s are.

If the locally running application can decrypt the data, it could always do whatever it wanted. Is that really how you define e2ee?

cortesoft•2h ago
The locally running application is one of the 'ends' of the end to end encryption.
majorchord•2h ago
Then in that case I think the previous statement of "end to end encryption means no CSAM scanning" would be false.
megous•2h ago
I wonder if the judge would be in favor of companies proactively going into people's houses at random to check on their belongings, if they don't have inappropriate photos somewhere, or whatever.

It's harder to do, but conceptually the same. So sad it's not being done. Very disturbing.

They could do it when people are not at home. There'd no problem, nobody would even notice.

kthinckley•2h ago
have you lost your mind?! I really hope you are joking, if not, you are a truly a sick individual
Terr_•2h ago
They are being sarcastic.
eagle2com•2h ago
It is drowning in sarcasm, so I would say yes, it is a joke.
theoreticalmal•1h ago
The comment above is illustrating why the judge’s decision would be silly in another circumstance. And if it’s silly in that circumstance, it’s silly in the judge’s circumstance as well.
slashdave•1h ago
Kind of a bad analogy (not service related, no associated liability).

A better one: what about rental property, like a business? Can the landlord randomly check for criminal behavior?

pantalaimon•47m ago
> Can the landlord randomly check for criminal behavior?

Absolutely not.

an0malous•2h ago
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semiquaver•2h ago
The judge’s dicta about protecting children in her pro-privacy ruling upholding existing law “tips their hand” that they are somehow part of a global conspiracy to eliminate privacy?

I think your conspiracy theory needs work, to be perfectly honest with you.

0cf8612b2e1e•2h ago
People can also distribute heinous things through snail mail, but we are not yet at the point where the government reads all letters looking for wrongthink.

Just because we technically can make a privacy destroying drag net does not mean we should. Had phones existed 250 years ago, I have no doubt the founders would have thought it obvious that a cellphone’s contents were your personal papers which could not be freely searched.

ajsnigrutin•2h ago
More effort should be done to find real-world equivalents of such actions and "think of the children".

An icloud is like a storage locker or a safety deposit box... the owner should go through all your stuff there, just in case you have some CSAM!

Metadata is just tracking info about who, where and with whom... every bartender should take your IDs and log when you came to the bar, who you sat with and how long you talked there.

EU Chat control is like general eavesdropping... every time you sit down and talk with someone, an EU bureaucrat should sit next to you and listen and write down your conversations, just in case.

etc.

Somehow people think that "it's ok if it's on the internet", even when it's stuff they'd never accept in real life.

timcambrant•1h ago
But that's mostly because it's impractical. They do use dogs to sniff for drugs and explosives, so if CSAM smelled or was visible through X-ray then it would probably be a different story. And let's not forget snail mail is by far a more uncommon way to spread that material than the Internet is. The Internet came into broad use just ~15 years after commercial CSAM was openly being sold by mail order in Europe.

Personally, I am on the side of privacy, just to be clear.

projektfu•1h ago
If East Germany can, why can't we? /s
slashdave•1h ago
> end to end encryption means no CSAM scanning

Not true. There is the option of scanning on the device.

yason•1h ago
Owning your device (instead of the manufacturer, a set of unlisted governments, big software corporations, etc.) means no scanning.
pantalaimon•48m ago
It also means no banking app will work
SepiaSapient•57m ago
Truly being honest, I think CSAM scanning of private comms is ineffective in the long term anyways. Pedophiles aren't stupid, you'll drag a bunch at first but the networks will be reestablished and sharing will be done via sneakernet.

The primary focus should always in preventing the creation of CSAM.

- Comprehensive Sex Ed starting young so kids can identify grooming and seek help from a trusted adult, even if abuse comes from a family member.

- Fixing schools in general so homeschooling isn't as attractive for parents. Keep a tab on home schooled children and identify social isolation.

- Bigger resources for actual honest to god on the ground investigations.

To be clear I'm not saying that homeschooling = child abuse, simply there's a lack of the mechanisms to detect it in homeschooling settings.

mrkeen•2h ago
That's the fun of it. Try to find out? Straight to prison.
aljgz•54m ago
Really sad. I read a lot of psychology. But I've never encountered psychology of child sexual abuse (I know there is if I look it up, but that's my point, it should be shared around, discussed, challenged).

Why would some adults find kids sexually attractive? Is it abusive/aggressive behavior manifesting itself in sexuality? Or is it sexuality channeled in the wrong direction? If it's the second, is it out of desperation, and would happen less if the culture makes it easier for them to satisfy their needs with adults, or would it happen regardless? On the victim's side, are the shy and less social ones more in danger, or the socially active ones? From my social scientist friends I hear a lot that most child sexual abuse is domestic. What are measures that a society can take to prevent these, without turning the society into a surveillance state, which will ultimately harm everyone more, including the children? What can be done to make sure children speak up, so that such behavior is dealt with at the beginning (and maybe while the more terrible things have not happened yet), and not turn into a multi-year childhood trauma?

What are signs (and early signs) on the abuser's side and the child's side? How to deal with these signs?

IshKebab•1h ago
It's probably impossible to get reliable statistics about that given how both groups are trying to keep everything secret. But you can consider how many paedophiles there are vs how many horny teenagers there are. Based on that it would be extremely surprising if he was wrong.

The real question is what happens when a horny teenager sends another a nude. There definitely have been insane cases where they get stitched up for creating child porn. I don't know if that's the normal outcome today though.

majorchord•2h ago
Children cannot legally consent to most things in most places, especially until near the end of their teen years.
pixel_popping•2h ago
They can't consent but it does make sense that it's true, I would genuinely bet that more nudes are being shared between 17-year olds than some freak, as this is common to the point where I feel a very large portion of all existing teens have done it.
intrasight•1h ago
In the near future, when a 17 year old asks her phone to take a nude selfie, the phone will say "no".
pixel_popping•59m ago
It wouldn't be so bad tbh, would avoid all the leaks and regrets that comes with it. In term of awareness, I would say that a late teen is fully aware of his/her actions but might not calculate consequences properly.
kstrauser•2h ago
I think you’re right, but from another angle. In the state where I lived way back when, a state representative put forth a bill to explicitly make e-CSAM illegal. I guess it was already illegal for print media and this covered a gap in the law about cell phone pics, etc. Thing is, it had no allowance for the age of the picture taker, or even whether the picture taker was the photo subject. If a 16 year old girl took a nude selfie and sent it to her boyfriend, she was a felon.

I wrote to the rep and explained my concerns. I wholeheartedly agreed with the intent of the law, but the code was buggy. To my surprise, he wrote back in horror to say he hadn’t considered that and pulled the bill immediately. I’m proud of having done that.

I’m 100% pro yeeting child pornographers into the sun. I still don’t want to throw kids in prison or remove all traces of a right to privacy in our haste to sun-yeet them.

fortran77•24m ago
> I still don’t want to throw kids in prison or remove all traces of a right to privacy in our haste to sun-yeet them.

The one messy corner of this is the "strict liability" for this type of material. An underage kid can take a nude photo, send it to an adult, and then the adult can criminally liable for just having it, even if he deleted it as soon as he saw it. Either both parties involved in handing something for which there is "strict liability' need to be held accountable, or "strict liability" has to be changed so a person isn't liable if he deletes or reports the material as soon as he first becomes aware of it. And this isn't likely to happen because it would provide a plausible defense for every one criminally charged.

Aurornis•2h ago
The proposed CSAM scanning used perceptual hashing to try to identify CSAM material known to law enforcement.

It was not a tool to identify private images as being underage. That’s an impossible task.

trollbridge•2h ago
I'd say modern AI tools could probably do this pretty effectively. They're very effective at describing anything else about an image. I have a workflow that churns through large amounts of images, describes them, and then looks for things I specifically want (in my case, auction listings that are not described accurately on the auction website).
philipkglass•1h ago
I need to process a modest amount of imagery (about 25 million images, and growing) for NSFW content and general captioning/description. About 5% of it contains nudity or partial nudity, and about 10% of that 5% contains sexual activity.

In theory, modern vision language models could classify human nudity and sexual activity very thoroughly. But every model I have tried is reluctant to clearly describe what is notable about sexualized/nude images. The models are deliberately under-exposed to nude and sexualized content during training and further RLHF'd away from generating straightforward descriptions of such images.

Models also occasionally hallucinate WTF captions for ordinary adult sexual activity. I recently ran a baseline test with frames extracted from adult videos and about 1/3000 frames was mis-captioned as involving a child according to Gemma 4 12b.

cortesoft•1h ago
It's impossible to do with perfect accuracy, but that doesn't mean it isn't done.

Just ask the dad who was investigated for taking pictures of his toddler for the doctor: https://www.koffellaw.com/blog/google-ai-technology-flags-da...

dfxm12•2h ago
I won't pretend to be so knowledgeable about how so much CSAM is being created, but keep in mind, there are laws against distribution & mere possession, too. Revenge porn is an obvious thing to be mindful of in this context in addition to other types of distribution. Consent to create doesn't imply consent to distribute (probably even to cloud storage) & is completely immaterial to issues of possession if it ends up in some 3rd party's hands. So the scope goes way wider than you're letting on. If you're saying all of these these laws are being abused, like they exist primarily to punish a state senator's daughter's ex-boyfriend, I would ask for something to back that up.

Yes, poor and unprivileged children can't really defend themselves here, but this is the system working to find some legal mechanism to do what it can, as a more powerful force. Protecting people from exploitation is a good use of government. If this was shot down for legal reasons, OK, the system is working and I hope there is a way to expand protections that fits into our system.

kccqzy•25m ago
I completely agree with you, but I do think that these teens do not have good opsec around these photos. It’s like the revenge porn problem but way worse. A teenager sending a nude selfie to a friend who then later shared these images non-consensually is a much bigger problem than if the same thing happened to adults.

I don’t have any ideas for a solution, but I suspect that the heightened focus on CSAM is really compensating for the fact that we don’t have solutions for revenge porn.

slashdave•2h ago
Only if the company misleads and adds a backdoor to the front-end app (thus this entire discussion).

If the company is misleading, any encryption technology is irrelevant anyway.

IshKebab•1h ago
Yes that's exactly his point. E2E is often sold as preventing the owners of the server from being able to read the messages at all, even if they are evil and misleading you.

That's obviously only the case if they aren't also the sole providers of the "ends".

johnsmith1840•21m ago
There are actual methods to do this though just not sure anyone does it yet.

1. 3rd party audit of a current repo hash 2. Public hosting of hash 3. Modern attested compute can check the current startup and running code hash and return to the user for their own checks. 4. User encrypts the last known hash they used or trust a 3rd party to perform the check like azure's methods.

Another way is to open source it and repeat 2/3/4

The way around that requires either a backdoor in attested hardware which would be wild if discovered because it's the same tech protecting companies and governments most sensitive info so they're all incentivised to audit that.

SepiaSapient•1h ago
Beyond the privacy marketing angle, e2e allows companies with global exposure to sidestep any unpleasantness when they get a subpoena from Bumfuck, Nowhere.

Sure, the NSA, GCHQ and Mossad have a way to get the encrypted data by a sidechannel but proprietary e2e is a good thing for most people IMO. Shifts the risk from "my messages are theoretically available to most law enforcement in the globe" to "YOU’RE STILL GONNA BE MOSSAD’ED UPON"[0]. This is specially good for me because I know the equivalent to the FBI where is live is too cheap to buy a Cellebrite [1] license.

[0] https://www.usenix.org/system/files/1401_08-12_mickens.pdf [1] https://arstechnica.com/gadgets/2025/10/leaker-reveals-which...

EDIT: I suppose someone could ask about Meta. The reason behind their support for scanning (and removing e2e in facebook msg) is simply regulatory capture. The zucc wishes to have a letter of marque to "protect" your children and remove the "unsafe" competitors.

johnsmith1840•17m ago
Side channel is academic at best.

Watching memory changing on a complex code base without having said code base is near impossible.

1. Run code 2. Watch memory changes 3. Correlate those to real data

If your code is doing anything complicated that's an intense thing to determine. If you're deep enough for a side channel there's likely a lot easier way of getting in.

mannanj•12m ago
I think we are closing that gap with AI coding tools.

A growing number of people people today can figure out how to run Fable in a co work session, or codex, and that can indeed set up the self-owned backup system for you along with an alternative trustable cloud backup thats not Apple or Google.

yoz-y•1h ago
Everybody needs cloud backups for their photos at least.

Most people don’t have computers, those who do, do not regularly backup their photos on them.

In both family and extended family many a cry would be avoided if people paid the 5 bucks it costs to backup their photos before your phone gets stolen or lost.

poolnoodle•1h ago
I gotta say handling my ever growing photo collection is a pain in the ass but I'm just not okay with uploading it to some server I don't control.
1h ago
There's also the argument that CSAM can act as a gateway leading people from just being a pedophile in their head, to going out and doing something to some child.
MichaelDickens•55m ago
Yes, this is an argument that exists. But it's not supported by evidence. It's the same as the old "video game violence should be outlawed because it might cause real violence", which is just as unsubstantiated.
pembrook•55m ago
Yes, it’s an argument but there’s zero data to support it, in fact the opposite.

If this were true then widespread availability of pornography on the internet would have resulted in a massive increase in rape of adult females. When in fact, assault numbers have been on a steady decline for decades.

IncreasePosts•38m ago
Why would general pornography lead to rape? Most pornography is not rape pornography. Would people watching a bunch of rape pornography lead to more rapes? I don't know, but that seems more likely than general pornography leading to rapes.

60% of respondents who were found looking for CSAM on the dark web stated that they were fearful that consuming CSAM would lead them to do something to a child in real life: https://doi.org/10.54501/jots.v1i2.29

goalieca•1h ago
Our society is pretty aligned that distribution is another kind of harm. Non-consented distribution of sexual images (eg: revenge porn) is also a crime. Children don’t need to be the ones to press charges in child porn unlike with adults. That’s a good thing.
ux266478•1h ago
> Our society is pretty aligned that distribution is another kind of harm.

As well as possession. I don't actually know if those are different for CSAM, but I would assume so because they are for drugs.

cataphract•13m ago
It surely is, but that doesn't change the fact that the harm is in many cases a legal fiction, unless by harm you mean something other than suffering inflicted on the victims. I don't necessarily think it's wrong for society to ban certain acts on purely moral grounds (another example: incest between siblings), but let's not pretend it's something else going on.

> Non-consented distribution of sexual images (eg: revenge porn) is also a crime.

There is very compelling empirical evidence that this causes actual harm (suicide ideation in a very big fraction of the victims), even if it is fictional, so here there is no question about the harm.

ux266478•1h ago
> one can be convicted of CSAM-related crimes related to paintings/drawings/created_art of fictional people.

This isn't necessarily the case in the US, though I believe only for drawings. AI-generated CSAM probably wouldn't fly in a court of law.

Regardless, it's a naive conception of a system of law to think of it as a utilitarian system of restitution in contexts of "this individual harmed this individual". In fact, that would fall under the category of a "tort" rather than a "crime". The law is just as much about enforcing social mores and norms as it is about dealing with individuals harming each other. Hence why locales like Canada outlaw all forms CSAM, even fictional ones. The victim taken is to be society itself. The possession of this material, implicitly entailing enjoyment of it, is so gross a violation of society's norms and mores that it becomes elevated to a legal matter.

voxic11•1h ago
For drawings it has to additionally be "obscene" (since obscenity isn't protected by the first amendment). And there is also a specific law that criminalizes even non-obscene realistic computer generated imagery.
Manuel_D•1h ago
Not quite. There can be more restrictions on the distribution or promotion of obscene material, but mere possession of obscene material is protected by the first Amendment: https://en.wikipedia.org/wiki/Stanley_v._Georgia

The reason why the Supreme Court upheld bans on possessing CSAM is not because it's obscene, but because it incentivizes abuse of children to produce it.

voxic11•55m ago
Stanley v. Georgia considered the question from the right to privacy side, not the first amendment. The relevant cases are https://en.wikipedia.org/wiki/Ashcroft_v._Free_Speech_Coalit... and United States v. Williams https://en.wikipedia.org/wiki/PROTECT_Act_of_2003#Supreme_Co...
engeljohnb•49m ago
> The law is just as much about enforcing social mores and norms

This shouldn't be the case in a society that supposedly values liberty.

pushcx•1h ago
No. In short, in US law, CSAM is a visual depiction of a real-world act of child sexual abuse. Visual depictions like you're describing are covered under a different law, and I'm not aware of it having a short name. There's a good expert thread on this with links to the relevant federal laws here: https://bsky.app/profile/rahaeli.bsky.social/post/3lbt7zkvlq...
Manuel_D•1h ago
At least in the US, fictional content is legal even if it depicts minors sexually: https://en.wikipedia.org/wiki/Ashcroft_v._Free_Speech_Coalit...

There have been a handful of convictions based on fictional content, but usually the defendants also possessed real CSAM so there wasn't much point in contesting the charges over fictional images.

arijun•25m ago
Clicking on a page linked in your article, the PROTECT Act of 2003[1] (passed a year later), I see:

> The PROTECT Act includes prohibitions against obscene illustrations depicting child pornography, including computer-generated illustrations, also known as virtual child pornography. Previous provisions outlawing virtual child pornography... had been ruled unconstitutional... The PROTECT ACT attached an obscenity requirement under the Miller test or the variant test noted above to overcome this limitation.

Which, if I'm reading it right, means that GP was correct in saying "conviction of CSAM-related crimes do not require any physical act to have ever occurred to any real person"

[1] https://en.wikipedia.org/wiki/PROTECT_Act_of_2003

kimjune01•58m ago
a 17 year old can take a nude selfie and be charged as an adult in possession of CSAM
mannanj•24m ago
A: cyber crimes or other digital crimes. probably applies to many of the other crimes you mentioned too. B: privacy
mannanj•18m ago
> CSAM (“see-sam”) refers to any visual content—photos, videos, livestreams, or AI-generated images—that shows a child being sexually abused or exploited. Child sexual abuse material (CSAM) is not “child pornography.” It’s evidence of child sexual abuse [1]

I can't wrap my head around how AI-generated imagery is evidence of child sexual abuse (CAS). How are you abusing a real child by generating an image of a fake one?

[1] https://rainn.org/get-the-facts-about-csam-child-sexual-abus...