Open letter to the $Qubic community: I've been in the crypto space since 2017. I started with $3k and I've made almost 7 figures with one simple strategy: Research, buy and hold high-quality-high-conviction projects with strong teams that inspire people and have the potential to become a paradigm shift for the world. And most importantly: Double down on your conviction when there is a flash sale. Ignore noisy vaporware. Utility always wins. Last but not least: Don't compare your gains to others. This will make you roundtrip and lose everything. ​What we're seeing right now is the opportunity of a lifetime. ​I cannot emphasize this enough. $Qubic is not only one of the safest investments in crypto today but also has the highest upside and one of the most future-proof business models I have ever seen. ​However, this only works if you - the people behind Qubic who truly believe in decentralized compute and decentralized AI - play a part. This means that each of you investors holding a significant bag should consider setting up a miner, securing the network, and contributing to building out Aigarth - at the very least. ​Mining is what makes all the difference. If you haven't started mining Qubic, start now. The hardware is cheap. The impact is huge. If you believe in useful-proof-of-work, then contribute to it. If you want AI in the hands of the people, be one of the people responsible for making that happen. ​Here’s why I'm so confident in Qubic being one of the safest bets in crypto right now: As long as we're generating profit with our CPUs and GPUs, we don't need to worry about Qubic's roadmap. It's up to all of us to protect our investment when (not if) an economic reset occurs. I believe Bitcoin will be a safe haven during an economic crisis, but given the volatility, it's likely to get worse before it gets better. Now is the time to reaffirm your conviction and contribute to Qubic's valuable PoW. ​If the market dips, have dry powder ready to average down. Ignore emotions. Panic = Poverty. Buy when there's blood on the streets. Buy only projects that will push the industry forward. ​Qubic's fundamentals are unchanged. The community is one of the strongest I've seen for a 150-200m cap project. Nothing comes even close. I'm seeing more builders than ever. ​Be one of them. Mine, build, contribute. And you will be able to retire your entire bloodline.

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.

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