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@dystopiabreaker.xyz
5.5K followers 378 following 2.5K posts

aspiring neurocryptographer, security nerd

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⚡️🌙 @dystopiabreaker.xyz · 16/09/2026
actually can not believe that cory doctorow has still not updated, almost 4 years into this
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⚡️🌙 @dystopiabreaker.xyz · 09/09/2026
i think that like 95-99% of the "it's just autocomplete and all the reports of ai capabilities are actually psychosis" people will preference cascade to a state of panic over the next 9 months. similar to early covid dynamics.
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Reposted by ⚡️🌙
Dan Luu @danluu.com · 01/09/2026
How accurate have Ed Zitron's AI skeptic predictions been? danluu.com/zitron/


    Feb 2024: "I believe we're reaching the upper limits about what generative AI can do and how accurate its outputs can be."
        Wrong4
    March 2024: "Have We Reached Peak AI?"; another prediction that hallucinations mean that AI progress is limited to then-current levels
        Wrong
    April 2024: "As I previously warned, artificial intelligence companies are running out of data ..."; another prediction that models can't improve because there's no more data
        Wrong
    June 2024: OpenAI growth is stalling (with the implication it will continue to stall), which will lead to some kind of collapse of OpenAI
        Wrong (it could be the case that OpenAI will collapse but, if so, it won't be due to any kind of growth stall from 2024)
    July 2024: "Generative AI, as I said back in March, is peaking, if it hasn't already peaked. It cannot do much more than it is currently doing, other than doing more of it faster with some new inputs"
        Wrong
    July 2024: "Generative AI models aren’t getting more energy-efficient, nor are they getting more “powerful” in a way that would increase their functionality, nor are they even capable of automating things on their own [July 2024]"
        Wrong5
    August 2024: "generative AI is a dead-end technology that has peaked”
        Wrong
    August 2024: re-iteration that the AI bubble has 3 quarters to prove itself (from March 2024) or there will be a collapse
        Wrong6
    September 2024: "o1 shows that OpenAI is both desperate and out of ideas", with a re-iteration of the idea that models can't improve due to lack of data
        Wrong
    Oct 2024: OpenAI's forecast of $3.7B revenue in 2024 and $11.6B in 2025 and $100B in 2029 are absurd, "a statement so egregious that I am surprised it's not some kind of financial crime to say it out loud"
        Wrong (2025 goal exceeded, 2029 TBD but not an egregious financial crime level of implausible)
    Oct 2024: "[OpenAI revenue] growth is already slowing…
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⚡️🌙 @dystopiabreaker.xyz · 01/09/2026
how accurate have ed zitron's predictions been? danluu.com/zitron/
danluu.com
How accurate have Ed Zitron's AI skeptic predictions been?
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⚡️🌙 @dystopiabreaker.xyz · 31/08/2026
i can't believe this was a year ago
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⚡️🌙 @dystopiabreaker.xyz · 12/08/2026
this post title is extremely funny to me
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⚡️🌙 @dystopiabreaker.xyz · 13/06/2026
hope everyone is having a nice evening
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⚡️🌙 @dystopiabreaker.xyz · 12/06/2026
given recent events, re-sharing my thoughts on space datacenters :p
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⚡️🌙 @dystopiabreaker.xyz · 12/06/2026
when your claude finds the hidden seam that hinges the skeleton
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Geoffrey Irving @girving.bsky.social · 10/06/2026
We are starting a new, nonprofit alignment organization, ⊢ Sequent Research, bringing together researchers previously on UK AISI’s Alignment Team, Timaeus, and elsewhere to research how to align superintelligence. We are hiring! 🧵 sequent.org/launch
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⚡️🌙 @dystopiabreaker.xyz · 14/10/2025
Don’t Worry — It Can’t Happen (also, the scientists who claim fission exists are just in the pocket of Big Science, and they’re literal nazis anyway, and also it’s just a stochastic reaction that peters out, and only physbros care about it, and it hasn’t ever happened before so it won’t)
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Andy Masley @andymasley.bsky.social · 08/06/2026
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Andy Masley @andymasley.bsky.social · 08/06/2026
Wow this farmer has a message for AI companies who want to buy his land
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⚡️🌙 @dystopiabreaker.xyz · 07/06/2026
miss this discourse tbh. it was very funny in this specific way
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Astronomy Picture of the Day 🪐 @apod.shinyakato.dev · 01/06/2026
🔭 Saturn at Night Image Credit: NASA, JPL-Caltech, Space Science Institute, Mindaugas Macijauskas ap260601
See Explanation.  Clicking on the picture will download
the highest resolution version available.
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⚡️🌙 @dystopiabreaker.xyz · 30/05/2026
i've been doing this increasingly in the past few months where I have time because of the urgency (esp security automation things), and now it looks like i'll finally be able to apply the amount of focus that i want to to this area now. very excited
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⚡️🌙 @dystopiabreaker.xyz · 30/05/2026
sometimes good things happen and things work out
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⚡️🌙 @dystopiabreaker.xyz · 29/05/2026
anthwopic cwaude
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⚡️🌙 @dystopiabreaker.xyz · 29/05/2026
new boards of canada album slaps
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⚡️🌙 @dystopiabreaker.xyz · 27/05/2026
one of my favorite cheeky papers, from 1999, is this one where the authors argue that sometimes it is better to simply wait and do nothing, because your astrophysical simulations will complete faster if you simply wait for the next epoch of compute arxiv.org/pdf/astro-ph...
We show that, in the context of Moore's Law, overall productivity can be increased for large enough computations by 'slacking' or waiting for some period of time before purchasing a computer and beginning the calculation.
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⚡️🌙 @dystopiabreaker.xyz · 26/05/2026
found an old project from a laptop from high school where i had just learned about neural networks and was trying to implement an autonomous network security agent named 't-cell' by carving out a static set of decision classes from a static network manifest input lol. raw numpy, didnt get very far
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⚡️🌙 @dystopiabreaker.xyz · 23/05/2026
how many layers of negative polarization are you on? you are like baby, watch this,
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⚡️🌙 @dystopiabreaker.xyz · 23/05/2026
everything is a bytecode-targetable virtual machine if you look at it sideways. JBIG2 image decompression? virtual machine. x86 mov instruction? virtual machine. truetype fonts? virtual machine. Magic: The Gathering? believe it or not, also virtual machine.
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⚡️🌙 @dystopiabreaker.xyz · 22/05/2026
how about this?
int send_response(int fd, uint8_t type, uint32_t length) {
    long double hdr;
    return write(fd, &hdr, sizeof(hdr));
}
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⚡️🌙 @dystopiabreaker.xyz · 22/05/2026
can you spot the critical bug in this C code?
struct response_header {
    uint8_t type;
    uint32_t length;
    uint64_t timestamp;
};

int send_response(int fd, uint8_t type, uint32_t length) {
    struct response_header hdr;
    hdr.type = type;
    hdr.length = length;
    hdr.timestamp = time(NULL);

    return write(fd, &hdr, sizeof(hdr));
}
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⚡️🌙 @dystopiabreaker.xyz · 18/05/2026
average MLeng: 'well, the adversary would have to know the details of how our defense works' the humble Kerckhoff axiom:
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⚡️🌙 @dystopiabreaker.xyz · 18/05/2026
thinking about the utter bullshit that is DNS rebinding attacks
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⚡️🌙 @dystopiabreaker.xyz · 18/05/2026
neural networks try to design towards “all structure” in their layers, whereas block ciphers must be “no structure at all” (any structure is a break, usually)
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⚡️🌙 @dystopiabreaker.xyz · 18/05/2026
neurocryptanalysis
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⚡️🌙 @dystopiabreaker.xyz · 13/05/2026
Most Perfidious Undertaking
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⚡️🌙 @dystopiabreaker.xyz · 13/05/2026
More Perfect Ragebaiting
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Andy Masley @andymasley.bsky.social · 13/05/2026
Everything MPU posts about data centers is complete garbage. They have zero respect for their audience. Literally no one here is losing power. This post is a complete lie. 🧵
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⚡️🌙 @dystopiabreaker.xyz · 09/05/2026
friday night, perfect time to work on something completely normal
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⚡️🌙 @dystopiabreaker.xyz · 09/05/2026
the vast majority of practical traditional software security problems are strongly 'on distribution'; detecting them at a high level is basically an n-classification problem, where n is actually quite small, and there is a _ton_ of shitty code out there.
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⚡️🌙 @dystopiabreaker.xyz · 07/05/2026
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⚡️🌙 @dystopiabreaker.xyz · 05/05/2026
i think i was mostly right about this but too unkind in the way i communicated it
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⚡️🌙 @dystopiabreaker.xyz · 04/05/2026
“Why are neural networks and cryptographic ciphers so similar?” reiner.org/neural-net-c...
reiner.org
Why are neural networks and cryptographic ciphers so similar?
Several neural network design principles are almost identical to cipher design principles.
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⚡️🌙 @dystopiabreaker.xyz · 04/05/2026
is it good if the system design diagram looks like the numogram
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⚡️🌙 @dystopiabreaker.xyz · 03/05/2026
it's really funny that linux is de-facto converging on win32 api as its first universal ABI format
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⚡️🌙 @dystopiabreaker.xyz · 03/05/2026
ok claude. add sequence oyster
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
i cannot believe that 'rust and memory safety are a gay woke moralist op and true redpillers run vulnerable c code' is a real thing. it seemed too stupid to be possibly real when i 'made up a guy to make fun of' about it years ago but here we are
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
diffing the activations of Talkie and Gemma to try to find Lost Artifacts
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
they’re doing this to me tomorrow
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
you know who else was a big fan of creatures and goblins?
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⚡️🌙 @dystopiabreaker.xyz · 01/05/2026
i hope i can talk about this soon
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⚡️🌙 @dystopiabreaker.xyz · 25/04/2026
the pollution would from gas turbines would be substantially less concerning if they were actually 'burning pure methane'
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⚡️🌙 @dystopiabreaker.xyz · 24/04/2026
one cool thing you can do with simple, lightweight systems level mitigations/instrumentation like this is stick them in a zkVM (like SP1) and produce succinct proofs over arbitrarily sized agent trajectories, and show compliance to some agent policy without revealing the transcript at all
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⚡️🌙 @dystopiabreaker.xyz · 24/04/2026
one cool thing you can do with simple, lightweight systems level mitigations/instrumentation like this is stick them in a zkVM (like SP1) and produce succinct proofs over arbitrarily sized agent trajectories, and show compliance to some agent policy without revealing the transcript at all
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⚡️🌙 @dystopiabreaker.xyz · 24/04/2026
sometimes i bring things to claudes and am just like 'do u like this'
a penguin transporting a pebble using their beak
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