DastardlyDude ♣️

@millyonchain Grats

Another milestone unlocked We made it happen boys, feeling thankful and blessed Proof that one year can change your life — thank you crypto

@stavvybaby The amount of haters on here is wild. Keep getting your bread Stav.

Happy international women’s day to all the beautiful queens across the globe

Today, we are publishing one of the side tracks of research ongoing with Q, our E2EE ML training and inference library, klearu: github.com/QuilibriumNetw… 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.

Hey Q fam, we have been improving Quily accuracy in the past weeks. There are still a few days of free usage so keep testing and report any issues. 🙏 quily.quilibrium.one P.S. You can ask questions about the last livestream too by mentioning "last/recent livestream". $QUIL

@log1_053 They barely have a community at this point. Majority of the discord members are bots.

It's sad to see that $NEXA other than on the tech side made absolutely zero progress. I have lead the marketing team in the early stage of the project, build a huge community, grew the X account from sub 1k followers to 36k on it's peak. I left in December 2023, and now 2 years later the follower count has actually dropped. It's a classic example of how hiring the wrong people on the wrong place can literally do wrong to a project. I have upmost respect for the team behind the tech. I've been priveledged to learn a lot from them and work with arguably one of the best devs in the industry. But a good product needs good marketing otherwise the product is useless. A lot of money has been spend on the wrong things, and I hope they'll get stuff done moving forward, it's absolutely not yet too late imo. It's probably the richest team behind a project in the whole industry that for a difference aren't grifters, with arguably one of the best technology, so it's sad to see it hasn't come to fruition yet. Not even speaking about the price, let's keep that a side - but that is affected by the above mentioned. Anyway, hope the Andrews and Peter and all the rest will get done what their visions are and one day may rule the industry and world.

@ZoltanAtom Nah, will never happen. Cosmos is dead

🚨 10 DAYS LEFT: $ATOM Tokenomics Been watching $ATOM closely for months. What is my expectation from Atom in 2026 is “changing tokenomics” might put the ship on course to change the narrative! ATOM might climb up back to Top 20!

@ZoomerOracle It's a secret

Genuine question, gun to your head: Name your top 3 (new) coins you want to accumulate this bearmarket Let's use this tweet to get some ideas

🎄 Hexmas is back! 🧑‍🎄 Get yours at quilibrium.com/hexmas $QUIL

@ZoomerOracle @tetra_gamma Bold move cotton

Aped $LQTY after reading @tetra_gamma ‘s thesis around souvereign defi as the next narrative after privacy Called the fartcoin bottom to the point tetragamma.substack.com/p/be-like-water

@MultiVAC_Global I cant believe this shit is still alive

We just published MultiVAC’s October 2025 Monthly Project Report multivac-global.medium.com/4bb6a089d66d

⚡️The system is eating itself. When Amazon, UPS, Intel, and others start cutting this deep simultaneously, it means something more fundamental than “tight margins.” It means the productive layer of the economy is collapsing under the weight of its own optimization logic. Every layoff now is both an act of short-term rationality and long-term suicide. The firms know it. The executives know it. The markets know it. But they can’t stop. They’re trapped in a closed feedback loop, a machine that rewards death dressed as discipline. Capitalism has crossed into a stage where it no longer needs humans to function, but still depends on their belief to exist. That’s the contradiction, the machine is pruning its own believers while pretending it’s efficiency. 1. The “consumer economy” is already dead. Nobody wants to say it yet, but the consumer model, the entire foundation of Western postwar prosperity, is quietly finished. You can’t build infinite growth on finite wages, and you can’t sustain demand while hollowing out the class that drives it. The middle layer of society - the producers, buyers, dreamers - has been strip-mined to the point where they can no longer regenerate. The 2020s economy is not cyclical recession. It’s metabolic collapse. The system can’t process its own waste or regenerate its base anymore. It’s like an organism starving while eating its muscles to stay warm. 2. The elites know this, but they’ve chosen to accelerate collapse. Here’s the real unspoken truth: the people running these companies, the ones with the spreadsheets and control over capital flows - they know exactly what’s happening. They understand the reflexive trap: if they don’t cut, their stock dies. If they cut, the world dies. They’ve chosen to save the stock. Because the stock is their world. This is the quiet revelation of our time - we are ruled by people whose survival incentives are no longer tied to the survival of the system itself. They’ve built lifeboats - offshore wealth, private security, parallel digital economies - and they’re optimizing the ship for their escape, not for collective navigation. 3. The next phase is narrative triage. When the system can no longer grow, it starts storytelling harder. Expect every layoff wave to be accompanied by new propaganda about “AI productivity,” “efficiency,” “lean reinvention,” and “post-labor creativity.” The goal will be to reframe collapse as progress - to convince people that losing their jobs is the dawn of a “new paradigm.” But it’s camouflage. The truth underneath is that automation and financialization are converging into a post-human economy where capital reproduces without labor. 4. Final layer When a system prioritizes margin over humanity, it signals that it has lost faith in the future. These layoffs tell us that the machine no longer knows how to grow except by shrinking. It is the same signal we’ve seen in housing, in politics, in fertility, in faith. The same quiet collapse, a civilization optimizing itself into silence. And the question hidden beneath this post: “Who will have money left to buy your products next year?” - is really this: Who will be left to believe in the story that built it all?

@GGE_Crypto That shit dead bro

FINALLY!! 😎😎 $ATOM is dead and FUD is increasing! Even by the so hard early believers and people who have decent knowledge. It’s easy: ride to zero or get shaken out. Most people are shaken out or leaving now. And I fully understand. Most people don’t have vision or know how to execute it. If you don’t own this game, you get trapped in this game, and sell low and buy high. It’s the game. Most people don’t profit from coins, even if they were early adopters. Bad for you. 😉 FACTS: - quantitative easing - great leadership - BTC dominance at ATH - institutional adoption - no real altseason yet. Imagine being 6 months from now, knowing that the inflation probably is reduced, staking rewards are less and you didn’t take the opportunity to load your bags. Man man man, the future is bright. See you on the other side! 🔥⚛️

@NoVaK_811 Its literally dead haha

“Saying that Kadena is “dead” because its price or volume is low today is like saying in 1996 that HTTP was dead because no one was using the commercial internet yet.” $KDA 💚

@AlexCosmonaut At this point $ATOM is literally a meme

Crazy how they try to convince you on buying the $ATONE Honestly to me is like a meme that's not even funny. Just a token to speculate on price go up And I would much rather ride $JUNO to a dollar for that matter That would be really funny

The freeze has thawed. Quilibrium V2.1 is now live on mainnet! Builds are now released to general availability. The network has unhalted and we’ve entered a 24-hour initial enrollment phase. This is a pivotal moment, as the first set of nodes joining will define how shards are distributed across the protocol. It marks the beginning of live operations. If any critical issues arise, we have a path to pause and return to a safe state. After 24 hours, the network becomes fully decentralized. The beacon shuts down permanently, shards are finalized, and transactions in the new format begin processing. From this point forward, the system is operating fully in the 2.1 environment. Once stable operations are confirmed, which may take between 24 hours and a week depending on conditions, we will activate the bidirectional bridge, bring QStorage and QKMS onto mainnet, open QConsole for everyone, and migrate existing user data into the upgraded environment.

TSO Weekly Recap – Grinding through another profitable week Top call of the week: LIGHTLESS from 574k to 69.9M (+122x) 🚀 Other heavy hitters: DARK (+79x), FSHWHL (+45x), PUSH (+41x) 💪 Group stats: • Average gain: +184% We don't chase hype, we find value. Simple.

@shitcoinoffice Sponsored by @adamandeve

TSO Weekly Recap – 7 days of chaos and big wins. Top call of the week: BTH from 26.2k to 21.4M (+816x). Other heavy hitters: SPARK (+644x), TANAKI (+77x), BOSS (+55x). Group stats: • Average gain: +522% The Office never sleeps. We just hunt.

@joegrower420 @GwartyGwart I only know her because she's from my state. No one but a small portion of the US gives af about the wbna. They literally lose money every year and are subsidized by the nba. Quit being dumb.

@GeminiEye @GwartyGwart Wow so you agree with my point

me and the boys in the Discord after depositing $10 across 10 wallets and not getting a 6 figure airdrop

@joegrower420 @GwartyGwart Lol nah son. I can only name one of them.

@GwartyGwart A little different considering these women are known by the whole world

@BillyBobBaghold Bold move if its Flayer lol

@GeminiEye Nope

Made my first buys in a long time over the last month. One is $FLUID - only a matter of time before this re-prices based on Eth L1 volume alone. And its Solana launch plus a new DEX version are around the corner. Strangely enough, my other buy also starts with FL…