

CRYPTOPUBLIC
75.5K posts

@CryptoPublicID
┃QUBIC Knowledge & Behaviour┃AI┃AGI Optimism┃Crypto┃Not Financial Advice (NFA)┃







Ubuntu 26.04 is hacked in ~12 hours after it was released. Security in the Age of AI?
















NVIDIA just trained a 14-billion-parameter AI using evolution, not calculus. Every AI today learns through backpropagation. It computes gradients, adjusts weights, repeats. It works, but it demands precision hardware and enormous GPU clusters. Evolution Strategies offered an alternative. Mutate the model, test it, keep what works. Like biological evolution. The problem was speed. Random mutations on GPUs were painfully slow. EGGROLL fixes this with one trick. It splits huge random matrices into two small ones per mutation. The model mutates, tests, and keeps what works. Hundreds of thousands of mutations run at once. > 100x faster training throughput > 91% speed of pure inference > Pretrains models using only integers > Competitive with backprop on reasoning > Works on non-differentiable systems It pretrained a language model from scratch using zero gradients. It also matched reinforcement learning methods on math reasoning tasks. Everyone kept scaling the calculus to train massive AIs. It turns out, we just needed to evolve.

Good morning $Qubic ☕️… ATH +10 TERAHASHES!!!!!!! Crazy spike on the chart. Just shows what’s to come, we’re still only in phase one and testing. Another block found also… Seem to be averaging a block a day. For now… $Qubic $Doge 🔥 #DogeMeetsQubic