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    Apple Security Research Blog

    security.apple.com · Company blog · on HN since 2022

    Apple's security team publishes technical write-ups on Private Cloud Compute, iMessage encryption, memory safety, and its security research program.

    Visit blogHN submissions
    SecurityPrivacy & PolicyMobile & Apple
    What HN says

    HN links it for details on Apple's privacy engineering. Commenters praise work like PQ3 and Private Cloud Compute, while some raise doubts about the market and product quality.

    Stats for nerds
    179HN people shared it
    29linked in comments
    3Kstory points
    Jul 2026last shared
    2022people per year2026

    Top posts on HN

    1. 1
      Private Cloud Compute: A new frontier for AI privacy in the cloud
      63 people · 621 points · first shared 2024 · 373 comments on HN
    2. 2
      iMessage with PQ3 Cryptographic Protocol
      13 people · 557 points · first shared 2024 · 267 comments on HN
    3. 3
      Memory Integrity Enforcement
      19 people · 517 points · first shared 2025 · 250 comments on HN
    4. 4
      Private Cloud Compute Security Guide
      10 people · 400 points · first shared 2024 · 213 comments on HN
    5. 5
      Security research on Private Cloud Compute
      3 people · 302 points · first shared 2024 · 119 comments on HN
    6. 6
      Apple security bounty upgraded
      4 people · 263 points · first shared 2022 · 94 comments on HN
    7. 7
      Towards the next generation of XNU memory safety: kalloc_type
      11 people · 182 points · first shared 2022 · 56 comments on HN
    8. 8
      A major evolution of Apple Security Bounty
      3 people · 84 points · first shared 2025 · 10 comments on HN
    9. 9
      Apple Security Research
      2 people · 36 points · first shared 2022 · Discussion on HN
    10. 10
      Advancing iMessage Security: iMessage Contact Key Verification
      12 people · 11 points · first shared 2023 · Discussion on HN

    What HN people wrote when they linked it

    • osyMar 2025

      Until basic features like cloud backup/restore[1] works on GrapheneOS, they are irrelevant when talking about sophisticated targeted attacks. Your random journalist uncovering corruption in Saudi Arabia doesn't have the time to figure out how to flash a new ROM image, sideload Google apps, etc. GrapheneOS is great for privacy conscious technical users who wishes to use Android. For everyone else, iOS is far more secure OOB than popular Android phones and iOS with Lockdown mode beats GrapheneOS and is a single journo friendly toggle.

      [1]: https://discuss.grapheneos.org/d/15370-restore-from-google-cloud-backup

      For all the drones in the replies repeating the same talking point over and over again you fail to address the criticism: GrapheneOS is not usable for non-technical users.

      Now in terms of security/privacy, anyone who is talking about "look at the public exploits" is missing the point because nobody is attacking GrapheneOS for the same reason why nobody attacks macOS. Yes there is some marginal security difference but it's mostly because nobody who matters uses it. (I'm sorry but you, random SV tech worker who knows about GrapheneOS doesn't count.)

      If you want some examples of just a _few_ things iOS does that nobody else does:

      1. Secure nonvolatile storage[2]: On the most recent iOS devices there is an off chip custom dedicated smart card like device that manages passcode attempts. It's set up in a way that even if you completely hack the storage IC + SEP you cannot…

    • woodruffwFeb 2024

      > So, if you think that 200x is meaningful, then it's because you don't know how language/compiler development works, you haven't read my manifesto, and you have no idea where the 200x is coming from (hint: almost all optimizations are turned off for now so I have a reliable compiler to grow a corpus with).

      I actually did, the first day you made it public. A friend also sent it to me because you link my blog in it. Again, I think it's cool, and I'm going to keep following your progress, because I think Rust alone is not a panacea.

      I've worked on and in LLVM for about 5 years now (and I've contributed to a handful of programming languages and runtimes over the past decade), so I feel comfortable saying that I know a bit about how compilers and language development work. Not enough to say that I'm an infallible expert, but enough to know that it's very hard to claw back performance when doing the kinds of things you're doing (isoheaps, caps). Isotyped heaps, in particular, are a huge pessimization on top of ordinary heap allocation, especially when you get into codebases with more than a few hundred unique types[1].

      To be clear: I don't think performance is a sufficient reason to not do memory safety. I've previously advocated for people running sanitizer-instrumented binaries in production, because the performance hit is often acceptable. But again: Rust gets you both performance and safety, and is increasingly the choice for shops that are looking to migrate off of their…

    • alwillisMar 2025

      > Apple does not make server CPUs, they make consumer low W CPUs, it's very different.

      This is silly. Given the performance per watt, the M series would be great in a data center. As you all know, electricity for running the servers and cooling for the servers are the two biggest ongoing costs for a data center; the M series requires less power and runs more efficiently than the average Intel or AMD-based server.

      > FYI Apple runs Linux in their DC, so no Apple hardware in their own servers.

      That's certainly no longer the case. Apple announced their Private Cloud Compute [1] initiative—Apple designed servers running Apple Silicon to support Apple Intelligence functions that can't run on-device.

      BTW, Apple just announced a $500 billion investment [2] in US-based manufacturing, including a 250,000 square foot facility to make servers. Yes, these will obviously be for their Private Cloud Compute servers… but it doesn't have to be only for that purpose.

      From the press release:

      As part of its new U.S. investments, Apple will work with manufacturing partners to begin production of servers in Houston later this year. A 250,000-square-foot server manufacturing facility, slated to open in 2026, will create thousands of jobs.

      Previously manufactured outside the U.S., the servers that will soon be assembled in Houston play a key role in powering Apple Intelligence, and are the foundation of Private Cloud Compute, which combines powerful AI processing with the most advanced…

    • ekr____Aug 2025

      As a number of people have observed, what's happening now is mostly about key establishment, which tends to happen relatively infrequently, and so the overhead is mostly not excessive. With that said, a little more detail:

      - Current PQ algorithms, for both signature and key establishment, have much larger key sizes than traditional algorithms. In terms of compute, they are comparably fast if not faster.

      - Most protocols (e.g., TLS, SSH, etc.) do key establishment relatively infrequently (e.g., at the start of the connection) and so the key establishment size isn't a big deal, modulo some interoperability issues because the keys are big enough to push you over the TCP MTU, so you end up with the keys spanning two packets. One important exception here is double ratchet protocols like Signal or MLS which do very frequent key changes. What you sometimes see here is to rekey with PQ only occasionally (https://security.apple.com/blog/imessage-pq3/).

      - In the particular case of TLS, message size for signatures is a much bigger deal, to a great extent because your typical TLS handshake involves a lot of signatures in the certificate chain. For this reason, there is a lot more concern about the viability of PQ signatures in TLS (https://dadrian.io/blog/posts/pqc-signatures-2024/). Possibly in other protocols too but I don't know them as well

    • mst_moonshineMar 2024

      That's a good question. I thought they are only using PQC for key exchange (which is referred to as Level 2) but they are not.

      In the article, Apple explains why they choose to use Level 3:

      > At Level 2, the application of post-quantum cryptography is limited to the initial key establishment, providing quantum security only if the conversation key material is never compromised. But today’s sophisticated adversaries already have incentives to compromise encryption keys, because doing so gives them the ability to decrypt messages protected by those keys for as long as the keys don’t change. To best protect end-to-end encrypted messaging, the post-quantum keys need to change on an ongoing basis to place an upper bound on how much of a conversation can be exposed by any single, point-in-time key compromise — both now and with future quantum computers. Therefore, we believe messaging protocols should go even further and attain Level 3 security, where post-quantum cryptography is used to secure both the initial key establishment and the ongoing message exchange, with the ability to rapidly and automatically restore the cryptographic security of a conversation even if a given key becomes compromised.

      Article link: https://security.apple.com/blog/imessage-pq3/

    • ozguneJan 2025

      > Apple even says it will publish its software images (though unfortunately not the source code) so that security researchers can check them over for bugs.

      I think Apple recently changed their stance on this. Now, they say that "source code for certain security-critical PCC components are available under a limited-use license." Of course, would have loved it if the whole thing was open source. ;)

      https://github.com/apple/security-pcc/

      > The goal of this system is to make it hard for both attackers and Apple employees to exfiltrate data from these devices.

      I think Apple is claiming more than that. They are saying 1/ they don't keep any user data (data only gets processed during inference), 2/ no privileged runtime access, so their support engineers can't see user data, and 3/ they make binaries and parts of the source code available to security researchers to validate 1/ and 2/.

      You can find Apple PCC's five requirements here: https://security.apple.com/documentation/private-cloud-compute/corerequirements

      Note: Not affiliated with Apple. We read through the PCC security guide to see what an equivalent solution would look like in open source. If anyone is interested in this topic, please hit me up at ozgun @ ubicloud . com.

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