Hyperstax⚡ (@hyperstax_) header
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Pushin' ϙ

Joined February 2021
Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)Photo by Hyperstax⚡ (@hyperstax_)
Hyperstax⚡ retweeted
🚨 The wait is over. After a long, painful delay, @Quilibrium's internal $QUIL token transactions are live on mainnet — and the network is finally stable. Built by @cass_on_mars . Carried by everyone who refused to leave. 🧵👇
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Hyperstax⚡ retweeted
the industry needs a cypherpunk renaissance, not crypto cosplayers who think cypherpunk is "number go up, i don't care how"
this is what happens when an industry indexes on being 'cracked' and leetcode grinders vs people with holistic experience in operations and policy
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Hyperstax⚡ retweeted
the two best to ever do it @fundstrat and @saylor
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Hyperstax⚡ retweeted
WIN A SIGNED MESSI JERSEY 🚨 In honor of the World Cup Final, we're giving away an autographed Lionel Messi Argentina jersey! To enter: — Repost + Comment "Kalshi" — Follow @KalshiSports Winner announced on Tuesday. Good luck!
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Hyperstax⚡ retweeted
"Yeah so it's called $QUIL. It's easily the best bet this cycle. It'll be a top 20 project, maybe higher. This protocol changes everything, but it's not even an L1. Once you understand how it works, you'll see why. I won't bore you with the technical stuff, but it's like Mixnet x Onion routing, + Oblivious Hypergraph, Hypergraph Apps, and Auto-scaling. This isn't something whipped up overnight; there's been 8+ years of groundwork. Big players are getting into it. There are groeing $wQUIL buys on uniswap every day. This thing is going to be worth a lot more soon. Quilibrium balances resource supply and demand with a tokenomics model that understands growth isn't linear or fixed like Bitcoin’s curve. $QUIL is optimized for the future and adapts to generational changes, considering speedups from Moore's law, storage densities from Kryder's law, and even Neven's law, until it maxes out at 256 bits. Basically, it accounts for more bits in flux than there are atoms in the universe. Just follow the breadcrumbs. Mainnet goes live imminently. And it's insane because the TAM is basically all of web2, and the supply emissions will just keep dropping the more that people build on it. You can think of it like decentralized AWS, but private-by-default with E2EE built into the network itself. It's gonna be huge."
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$wQUIL - Privacy has become one of the hottest narratives in crypto again. $ZEC ripping because people want private money $LIT popping because of private keys, agents and encryption But @QuilibriumInc is most likely the more interesting long-term privacy play because it is not just trying to make transactions or keys private It is trying to make the entire application layer private @Zcash = private money @Lighter_xyz = private keys and encryption middleware wrapped-quil:native = private decentralized cloud infrastructure That is the bigger idea! Quilibrium is building a decentralized alternative to platform-as-a-service providers: 🔸private compute, 🔸private storage, 🔸private messaging, 🔸private app deployment and familiar APIs for developers. In other words, it is not just another privacy coin. It is trying to become the privacy-native backend for the next internet And the market has barely been force-fed the story. This is why the project has been quietly growing! 🚫No army of KOLs 🚫No paid shill machine 🚫No endless influencer threads 🚫No VC-backed hype cycle 🚫No Pump & Dumps Just a deeply technical, long-term project with a serious whitepaper, a roadmap stretching beyond 2030, and a token design built around mined network utility rather than insider allocation That is why Quilibrium and $wQUIL stands out. The current privacy trade is about hiding value transfer. Quilibrium is about rebuilding the internet stack so privacy is default. That is a much bigger narrative. That comes with a price of course. @cass_on_mars is building a massive platform and it's not built for speculation, it is built with a provacy purpose! No guts, no glory! Be oldfashioned, do some research! quilibrium.com/
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Hyperstax⚡ retweeted
1/ $QUIL shardout complete.1/ $QUIL shardout complete. The network is live. This is not another blockchain. This is the internet, rebuilt from scratch. 🌐 #QUIL #Web3 #Privacy
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Hyperstax⚡ retweeted
Not strictly an AI coin, but the chart is similar and it's already breaking out But the TA isn't the most exciting part, let me explain. So many people have been waiting for this moment... $QUIL completed shardout today and the network goes live imminently All those things I talked about in this video, like how if the team can solve the problems and the network goes live, then the potential value is astronomical... youtu.be/L54aImhXQIM Yes that's all happening now And if you follow my posts, you already know we've been creeping toward breaking out of these price and OBV trendlines for over a year Plus we see a bull div on the weekly and serious buying interest There's no telling how high this thing could fly crossing these trendlines at the same time the network launches Putting aside investment gains, this is a massive win for privacy rights and freedoms worldwide. One that will get insane amounts of attention as people realize what it is We're looking at the launch of fully decentralized cloud services with end-to-end encryption, private by default. It's a true AWS replacement, including a DNS solution to ensure true decentralization and uptime (even when AWS and cloudlfare go down) Quilibrium is everything $ICP was meant to be and more, at only 1/100th of $ICP's market cap @QuilibriumInc has ushered in a new era of privacy and internet freedom around the globe The old internet is dead. Long live Quilibrium and long live the new internet, the way it was meant to be
memes are dead AI is alive queue the meme type rally on an AI coin if it breaks here
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Hyperstax⚡ retweeted
You asked for it and here it is New $QUIL deep dive video is live on YouTube HERE: youtu.be/L54aImhXQIM
Alright you guys have made it clear what you want $QUIL and then $TIG videos coming up next
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Friendly reminder: Blockchains tried to reinvent finance. Quilibrium is reinventing the internet. $quil @QuilibriumInc
Friendly reminder: Blockchains tried to reinvent finance. Quilibrium is reinventing the internet. $quil @QuilibriumInc
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Hyperstax⚡ retweeted
Quilibrium just dropped a live demo of KLEARU: private ML inference with an inspector tab so you can check it for yourself. But it's just the start 👇 This is built on SLIDE (Sub-Linear Deep Learning Engine), a breakthrough out of Rice University that demonstrated deep learning on CPUs outperforming specialized GPU hardware. No NVIDIA required. KLEARU is defined as "E2EE ML Training and Inference" but right now we're seeing the inference half. Once training ships alongside the full network, Q can become the first decentralized network capable of running private MPC-based AI inference and training at scale using CPUs. Not "we swear not to look" privacy, but real privacy guaranteed by cryptography, not policy. On AI training and inference, unlocking the massive global supply of commodity CPUs that were previously useless for AI workloads. Early training benchmarks (internal, not independently verified) show KLEARU reaching convergence accuracy on training faster than TensorFlow on an A100. A CPU-based sparse implementation outpacing NVIDIA's flagship data center GPU 🤯 Think about what that means for a second. And also, bear in mind that everything Q ships is open source but under AGPL license, meaning competitors can’t just steal it. More info on SLIDE: csweb.rice.edu/news/deep-lea…
A lot of the "private" AI options out there are lying to you. Look under the hood. Use the dev tools on the browser to see what is actually sent. It's plaintext. What they're actually doing is _promising_ they won't look. We don't do that. See for yourself. We have an inspector tab so you can see the actual traffic data, but you can confirm it in the browser. klearu-demo.qstorage.quilibr… Don't trust. Verify.
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Quilibrium’s #Klearu is literally the only true private llm service in the entire industry right now…. read. that. again: KLEARU IS THE ONLY TRUE PRIVATE LLM SERVICE IN THE ENTIRE INDUSTRY RIGHT NOW. Internalize the biblical significance of that, and how undervalued that makes @QuilibriumInc, the microcap crypto project responsible for this feat. The crazy part is - this isn’t even the most impressive thing this project has, or will, launch. It’s not just AI - They’re literally replacing EVERYTHING (i.e. the entire fucking internet) with a Private Decentralized alternative (through their Cloud PaaS) so that the Internet and everything that exists on it can finally be free (as in, no longer under the gaze or control of you know who 👁️‍🗨️). Fairly Launched. no VC’s. MPoW. OpenSource. Cypherpunk AF. The rest of crypto - especially the VC funded pump and dump projects - can suck a duck’s webbed driblet. I will keep on buying $wquil every day and never stop buying because nothing else deserves my purchasing power more than Quilibrium. Long Live Cypherpunks. Long Live the Internet. Long Live Quilibrium. teapawt.org/i/grok/share/b79276f6a…
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Hyperstax⚡ retweeted
A lot of the "private" AI options out there are lying to you. Look under the hood. Use the dev tools on the browser to see what is actually sent. It's plaintext. What they're actually doing is _promising_ they won't look. We don't do that. See for yourself. We have an inspector tab so you can see the actual traffic data, but you can confirm it in the browser. klearu-demo.qstorage.quilibr… Don't trust. Verify.
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Most people won’t realise how big this is yet. MetaVM just launched on Quilibrium. In simple terms, it allows computers to run programs and produce mathematical proof that the result is correct. No trust required. Why this matters: Normally blockchains require thousands of computers to repeat the same calculations to verify transactions. MetaVM changes that. One computer can run the computation and produce a Zero Knowledge proof that everyone else can instantly verify. This massively improves speed, scale and efficiency. But it goes further. MetaVM can run: • Ethereum programs • Solana programs • Full Linux environments And produce proofs that can be verified by other chains. This means: • Trustless bridging between chains • Verifiable cross-chain apps • Entire systems that can run with cryptographic proof Even more interesting… It runs using CPUs instead of expensive GPU clusters, making the system far more accessible to run. Some people in crypto have been talking about ZK-powered virtual machines for years. @QuilibriumInc just shipped one that supports 64-bit RISC-V, meaning you can even run full Linux environments inside it. Most people will ignore this today. But infrastructure breakthroughs like this are often only understood years later. The real question now is not the tech. It’s who starts building on top of it This is why I'm loaded up with $QUIL
MetaVM has been released. Prove execution of RISC-V, EVM, and Solana sBPF in ZK. Supports Quilibrium's BLS48-581 and Ethereum's BLS12-381 natively, without needing a GPU. MetaVM's RISC-V compatibility is the first full ZK RV64IMAC instruction set – you can run Linux in MetaVM, and prove everything that happened within the VM session, prove a block on Ethereum, or a slot on Solana, and emit proofs compatible with either Q or Ethereum. github.com/QuilibriumNetwork…
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Hyperstax⚡ retweeted
MetaVM has been released. Prove execution of RISC-V, EVM, and Solana sBPF in ZK. Supports Quilibrium's BLS48-581 and Ethereum's BLS12-381 natively, without needing a GPU. MetaVM's RISC-V compatibility is the first full ZK RV64IMAC instruction set – you can run Linux in MetaVM, and prove everything that happened within the VM session, prove a block on Ethereum, or a slot on Solana, and emit proofs compatible with either Q or Ethereum. github.com/QuilibriumNetwork…
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Hyperstax⚡ retweeted
🧵Klearu: A Strategic Building Block for the Era of Autonomous AI Agents 1️⃣ The Next Wave: Autonomous AI Agents The next revolution won’t just be chatbots. It will be autonomous agents capable of: • trading • arbitraging • managing logistics flows • executing contracts • coordinating machines • interacting economically with each other These agents will require: 👉 crypto payments 👉 programmable identity 👉 distributed compute 👉 native privacy An agent dependent on a centralized API can be: • rate-limited • shut down • monitored • blocked An agent running on permissionless infrastructure becomes: • resilient • autonomous • economically sovereign This is the context in which Klearu becomes strategic. 2️⃣ What Klearu Actually Is Klearu is not a new LLM. It is an infrastructure layer enabling: 👉 private AI inference 👉 on remote nodes 👉 without the server seeing the data The server computes… but does not “read.” This relies on: • sparse architectures (only part of the model activates) • hash-based routing (SLIDE) to efficiently select relevant neurons • 2PC protocols to preserve confidentiality 3️⃣ Why This Is Strategic for Quilibrium Quilibrium is not building a chatbot. It is building infrastructure: • massive sharding • peer-to-peer networking • native privacy • MPC and programmable permissions Klearu becomes the AI engine capable of running within that architecture. This aligns perfectly with Quil’s philosophy: no AWS dependency, no single control point, no data leakage. 4️⃣ Toward the Democratization of AI Compute Today: Advanced AI = rare GPUs + hyperscalers. Klearu explores another path: making inference viable on optimized, distributed CPUs. If this works at scale: • lower barriers to entry • more participants • less concentrated compute • less oligopolistic AI We move from a closed model to a network model. 5️⃣ A Piece of a Larger Puzzle Klearu is not the end goal. It is a deep infrastructure layer. Its value depends on: • the rise of autonomous agents • the growing need for private AI • adoption of permissionless infrastructure Short term: technical. Mid term: strategic. Long term: potentially foundational. If machine-to-machine economies truly emerge, infrastructure capable of supporting sovereign AI execution will become critical. And that is precisely where Quilibrium aims to position itself.
Today, we are publishing one of the side tracks of research ongoing with Q, our E2EE ML training and inference library, klearu: github.com/QuilibriumNetwork… SLIDE proved that hash tables can beat GPUs at training deep networks. Further works compounded on this, and Klearu is the first native Rust implementation built on top of this research, extending it to LLM inference, sparsity prediction, and private two-party computation. In the current days we're seeing deeper trust being placed on AI, while the largest of providers are collecting this data for the purpose of not only training, but also advertising, or even selling this data to others. The risks grow worse with every passing day. The majority of AI research for private AI exists in the form of using TEEs – but we've seen time and time again that using TEEs for privacy is disastrous, guaranteed to leak, and even by it's name, is a massive requirement of trust. Outside of this, other private AI looks towards FHE. We know, at least for the near future, that FHE cannot perform at a speed high enough to be generally useful. So instead, we adopted 2PC, with flexible security configurations, where users can be assured that their requests remain private. The majority of these research projects have strictly an output of papers, with no or limited real world instances of their use. Klearu's implementation is available now, with simple instructions for developers to try it out.
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