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@dystopiabreaker.xyz

aspiring neurocryptographer, security nerd

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)

Bild

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

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.

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)

Bild

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.