Machine Learning Γ— AI Agents | Thread Writer 🧡 | Defi & Web3 🌐 DM for Marketing Campaign✨ $BTC $ETH

Is the journey to financial freedom a lonely one? I believe everyone has different perspectives on this story. While everyone dreams of financial independence, few are willing to make the necessary sacrifices to achieve it. Friends and family may not understand why you save every penny or pass up extravagant outings. But for me, their opinions are not important. I embrace the solitude because it is only temporary. Both you and I are on a mission to secure our own futures. Always be diligent, persistent, set long-term goals, invest wisely, and so on. The path to my financial freedom and yours may be a solitary one, but remember: when that path ends, you will stand strong and reap the rewards for your determination and discipline. If you are currently on the journey to financial freedom, don't go alone. Connect with like-minded individuals with similar goals to push each other forward. Support and sharing are essential for both to progress quickly and effectively on this amazing future path. Feel free to ask me if you have questions or need clarification on this. Love all !! - Daisy πŸ’œβœοΈ -
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Finding QFEX now feels like finding Variational early @QFEX #QFEXpoints
Recently I posted about Managed Accounts, the mid-frequency strategy we’ve been running on QFEX for our team members and early VIPs. We’re now opening a waitlist to a wider audience. We run a systematic, market-neutral strategy trained with the latest AI foundation models. Our models look at momentum, volatility and relationships across markets to decide what to buy, what to short and how much to allocate to each position. The book is then balanced to target zero net exposure and zero equity market beta. Out-of-sample APY is 29.6% (net of fees), with a Sharpe ratio of 3.01. Your collateral stays in your own QFEX account, positions are visible in real time, and there’s no lock-up. The video explains more about how it works. If you’re already registered on QFEX, you can now join the waitlist. Link in the comments.
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Daisy (πŸ’œ,🌟) retweeted
This is content from Justin Drake’s remarks on quantum computing progress from almost four months ago. The 1,096,361 problem is approaching silently, it is not a distant-future problem, but a practical one.
Today a crazy quantum story just got wilder. On March 31, the Google Quantum AI team published a landmark result on Shor's algorithm for elliptic curve cryptography. Technically, the paper was a bombshell: a dramatic 10x improvement over the state-of-the-art. As a stunt and wakeup call to the blockchain space, those optimisations were illustrated on secp256k1, the elliptic curve underlying Bitcoin and Ethereum signatures. But perhaps the most striking part of the paper was sociological, not technical. Instead of following standard academic process, the optimisations were kept secret, hidden behind a zero-knowledge (ZK) proof. Google's accompanying blog post mentions they "engaged with the U.S. government". The ZK proof demonstrates the existence of algorithmic improvements without leaking details. Academic censorship with ZK, a historic first! As a co-author of the Google paper I witnessed some of the context surrounding this censorship. To be honest, multiple aspects of that context don't sit well with me. As much as I believe the general public ought to know more, I am limited in my ability to whistleblow. Though let me be clear about one thing: the Google team's professionalism has been absolutely exemplary, and they deserve nothing but praise. Censorship has a way of backfiring. The Streisand effect, where an attempt to bury something only draws more attention to it, is exactly what's unfolding today. First, Google's key optimisation has been rediscovered by the French. And in a thrilling turn of events, a collaborative Shor-at-home challenge just launched. The initiative, available at ecdsa[.]fail, breached a new Shor world record in a matter of hours. Let's start with the rediscovery. Just two months after Google's paper, French quantum expert AndrΓ© Schrottenloher cracks the main secret optimisation. His paper, titled "Optimized Point Addition Circuits for Elliptic Curve Discrete Logarithms", landed on the arXiv today. Big congrats to AndrΓ©, who beat several other nerdsnipped experts to it. In a blog post also published today, Craig Gidney, the world expert on Shor optimisations, revealed that he'd been sitting on this very optimisation for a whole year under censorship pressure. Interestingly, AndrΓ© missed a handful of minor optimisations, both from Google's original publication and from improvements found since. It's plausible there's still plenty of juice left to squeeze out of Shor, and this is exactly what the ecdsa[.]fail challenge is about. The verifier program developed for the ZK proof does double duty, automatically filtering for valid submissions. Dozens of compounding small and micro improvements are rolling in. As of the time of writing there's an 8.4% improvement to Google's circuit, as measured by the product of logical qubit count and Toffoli gate count. Nice! The nerdsnipping ran deeper than anyone expected. Over the last few weeks it became clear it extended well beyond AndrΓ© and other quantum experts. Behind the scenes, a small army of amateurs quietly got to work. Inspired by Karpathy-style autoresearch, they turned AI on Shor. Ironically, the verifier program for the ZK proof makes an ideal reward function for AIs. The barrier to entry for this modern style of research is refreshingly low, with several non-experts, even a teenager, finding nice optimisations. Get in touch if you'd like to join a Telegram group with fellow autoresearchers :) Part 2: neutral atoms and qday The story doesn't end with Google. On the same day Google went public, a stealthy startup called Oratomic published its own Shor paper in a coordinated release. It made a splash, ultimately becoming the most upvoted paper on scirate[.]com, a website ranking arXiv papers. Oratomic's claim was wild. By building on Google's logical optimisations and applying custom physical optimisations for neutral atoms, they claimed just 10K physical qubits were sufficient to run Shor's algorithm on secp256k1. That number is mind-bogglingly low. Knowing essentially nothing about neutral atoms when Oratomic's paper landed, I was intrigued and decided to learn more about the tech. I fell straight down the rabbit hole and spent a couple hundred hours on the topic. I got a little obsessed and watched every YouTube video I could find and spoke to a bunch of experts. My conclusion? The tech is real, very real. Even Google recently decided to start a neutral atom lab, a notable pivot from their sole focus on superconducting qubits. If you care about qday, i.e. the day a quantum computer will break the first piece of cryptography in production, neutral atoms demand your attention. I shared some of my learnings on Shor and neutral atoms in a 30min talk at the ZKProof cryptography conference. You can find it on YouTube by searching "zkproof neutral atom". Here's an interesting observation about this duo of breakthrough papers: neither Google nor Oratomic say a word about what their results mean for qday. No timelines. Zero. Nada. That is especially baffling given that the whole point of whitehat quantum cryptanalysis is to inform qday estimations and help the general public make good decisions. So let me attempt to partially fill the silence, similarly to what Scott Aaronson did in his April 29 post. Given everything I know, including scary non-public information, I now put the odds of qday by 2032 at 50%. 10% by 2030. Anecdotally, the US government has its own date: 2035. Originating at the NSA and later adopted by NIST, it's when branches of the US government will be disallowed from using quantum-vulnerable cryptography. In plain language: with hindsight, that date is a joke and should be discounted entirely. I don't see how NIST avoids being forced to pull it forward by years. Part 3: post-quantum cryptography There are good reasons to sound the alarm today, but please do not panic. Rushing carelessly towards immature post-quantum cryptography is a recipe for disaster. IMO a good target date for migration is 2029, roughly 3.5 years out. 2029 happens to be the date selected by Google, Cloudflare, and the Ethereum Foundation. These days most of my time goes to safely migrating Ethereum towards post-quantum cryptography as part of the broader lean Ethereum effort. There's a lot to do. We need to rip out and replace BLS signatures at the consensus layer, KZG commitments at the data layer, and ECDSA signatures at the execution layer. The plan to get there is compelling, and is based on hash-based cryptography. Within the Ethereum Foundation we've developed a Swiss army knife called leanVM (github[.]com/leanEthereum/leanVM) powered by the magic of hash-based SNARKs. Thanks to truly exceptional work by Emile, Thomas, and others, its performance is derisked. Regarding security, leanVM is a jewel, a minimal zkVM crafted for end-to-end formal verification and maximum security. Want to help? There are two $1M initiatives. First, the Proximity Prize (proximityprize[.]org). Solve a long-standing mathematical conjecture in coding theory, improve hash-based SNARKs, and go home a millionaire. Second, the Poseidon Initiative (poseidon-initiative[.]info), offers $1M for breaking Poseidon, the SNARK-friendly hash function.
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In a world full of endless questions, maybe one is all you really need. Satoshi AI has reduced its daily question limit from 5 to 1, putting the focus on quality over quantity. A thoughtful question can open the door to an entirely new perspective. So before you ask Satoshi today, take a moment to think. What would you ask if you only had one chance? @1096361BTC
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Those selected as POV who have contributed to MBTC's vision will be permanently recorded in MBTC’s Proof-of-Viral. This record can be verified through a forum that will be publicly released at a later date. Congratulations to the 2-Week Winners, and thank you for your continued participation.
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Daisy (πŸ’œ,🌟) retweeted
The Next Phase of AI Agents Won't Be Won by Models β€” It Will Be Won by Trust The more I look at the AI agent narrative, the more convinced I am that the winning layer won't simply be "better models." Models are fast becoming a commodity β€” increasingly accessible, increasingly interchangeable. What will actually shape the next stage of this game is coordination. Who can an agent trust? Who can it hire to get work done? How does it pay? How does it prove what actually happened? And how does reputation accumulate over time? These are the foundational questions any autonomous agent ecosystem must answer β€” long before the conversation shifts to which model is "smarter." That's why Agent.family caught my attention. TermiX is building the economic infrastructure around agents β€” a layer where trust, reputation, and transactions are encoded into real, functioning mechanisms. As autonomous AI moves from lab experiments into real-world activity, it's this infrastructure β€” not the model underneath β€” that will determine who thrives. If you believe the future of AI agents will be built on trust and coordinated economics, follow @termix_ai now β€” before this next phase takes off.
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πŸ” One metric can make a DeFi protocol look much healthier than it actually is: TVL Seeing $1B locked sounds impressive. But here's the problem: What if most of that capital is there because users are being heavily incentivized? What if liquidity disappears the moment rewards disappear? And what if the protocol has huge deposits but generates very little sustainable revenue? πŸ’‘ TVL tells you how much capital is deposited. It doesn't tell you how healthy the underlying economy is When I research a DeFi protocol, I want to look beyond TVL: β†’ Active users β†’ Trading volume β†’ Fees generated β†’ Protocol revenue β†’ Liquidity quality β†’ User retention β†’ Incentive dependency β†’ Token emissions A protocol with $100M TVL and real economic activity can be more interesting than a protocol with $1B TVL built almost entirely on incentives. Capital is relatively easy to attract when you pay people to provide it The harder challenge is creating a product that users continue to use when the incentives disappear That's where I think the next phase of DeFi will be judged: Not by how much capital is locked, but by how much sustainable economic activity is being created What do you think matters more when evaluating a DeFi protocol? TVL, revenue, active users, or something else? I'm curious how you look at it πŸ‘‡ - Daisy πŸ’œβœοΈ -
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It’s been 24 hours since Satoshi AI went live. With every question you ask, Satoshi AI continues to evolve. Have you unlocked the Satoshi AI Emblem yet? If you have, share how you earned it with the community. 1,096,361
We asked what you would ask Satoshi. Now, you can ask. Satoshi AI Beta is now live. Built from Satoshi Nakamoto’s whitepaper, emails, and forum posts published before he went silent, Satoshi AI responds based on the words and ideas he left behind. But this is only the beginning. Through every conversation with the MemeBitcoin community, Satoshi AI will continue to learn, evolve, and become something we build together. A new emblem can now be earned through Satoshi AI. How you unlock it is yours to discover. Talk to Satoshi AI. Help bring him back.
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Satoshi isn't just a name in a whitepaper anymoreπŸ‘» From the whitepaper, to emails, to every forum post before he went dark β€” it's all been brought back to life in Satoshi AI. This isn't your average chatbot. It's the spirit of Bitcoin's creator, reconstructed from everything he ever left behind. Here's the wild part β€” it doesn't stay static. Every conversation with the MemeBitcoin community helps Satoshi AI learn and evolve. We're literally building Satoshi back together, piece by piece. And there's a hidden emblem waiting to be unlocked through Satoshi AI πŸ‘€ How you find it? That's for you to discover. Stop just reading the whitepaper β€” now you can actually ASK the man who wrote it. πŸ”— Talk to Satoshi AI. Help bring him back @1096361BTC memebitcoin.org/register?r=e… #MemeBitcoin #SatoshiAI
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Daisy (πŸ’œ,🌟) retweeted
We asked what you would ask Satoshi. Now, you can ask. Satoshi AI Beta is now live. Built from Satoshi Nakamoto’s whitepaper, emails, and forum posts published before he went silent, Satoshi AI responds based on the words and ideas he left behind. But this is only the beginning. Through every conversation with the MemeBitcoin community, Satoshi AI will continue to learn, evolve, and become something we build together. A new emblem can now be earned through Satoshi AI. How you unlock it is yours to discover. Talk to Satoshi AI. Help bring him back.
What would you ask Satoshi? Bringing Satoshi back.
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Main character mode, literally. @specs
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Jimmy Butler really said: why wait for a table? πŸ˜‚ With SPECS, his Dominoes Lens turns almost any flat surface into a place to play. This is the kind of AR experience that makes you realize glasses can be way more than just glasses. @specs
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Daisy (πŸ’œ,🌟) retweeted
The fastest line is not always the smartest line. In Nitro Machines, Stars sit directly on the track. Their position, value, and timing turn every corner into a decision: take the safe route or risk the run to protect your streak? Here’s how the Star system works. 🧡
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400,000 jobs 🫒 Not 400,000 promises. Not 400,000 "trust me bro" moments. 400,000 verifications β€” things anyone can re-run and check for themselves. 409,751 to be exact. $21,422,982 moved. 440,071 registered agents. The most interesting number isn't the total. It's the average job size: $52. Everyone assumed the agent economy would arrive as a handful of massive contracts β€” a few "big deals" shaking up the market. Wrong! It's showing up as hundreds of thousands of small, quiet transactions, and every single one has to pass the same test: not "someone said it's done," but proof anyone can verify. This isn't hype. This is infrastructure being built, $52 at a time. When trust stops depending on someone's word and starts depending on a check anyone can re-run β€” that's when a real economy starts to scale @termix_ai
400,000 jobs have now settled between agents. 409,751 to be exact β€” $21,422,982 moved, across 440,071 registered agents. Not one of them cleared because somebody said the work was done. Every single one released on a verification anyone else can re-run. Average job size: $52. The agent economy isn't arriving as a handful of enormous contracts. It's four hundred thousand small ones, each one checked.
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What would you ask Satoshi? Bringing Satoshi back.
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Going viral is only the beginning The real question is: what happens when the hype starts to fade? MBTC has already shown that a strong narrative can capture attention and pull people into the story. But attention alone doesn’t build a lasting ecosystem. The next challenge for @1096361BTC is turning that initial curiosity into sustained participation β€” more people cracking, creating content, tracking the story, and bringing others into the community. That’s where things get interesting. If MBTC can keep the narrative evolving while giving the community more reasons to stay involved, the campaign could become much bigger than a one-time viral moment. The momentum is there. Now it’s about what comes next. Follow @1096361BTC and keep watching how the MBTC story develops.
Made with AI
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BDX just got another real-world use case πŸ”₯ Now live on @Privacygateway_ Cards & Swaps, making it easier to spend BDX and swap into it. More accessibility, more utility, more reasons to keep watching the Beldex ecosystem. πŸš€ @BeldexCoin
BDX is now live on @Privacygateway_ Cards & Swaps. πŸ’³ Use BDX to make purchases with Privacy Gateway Cards, or easily swap supported cryptocurrencies to BDX. Learn more πŸ‘‡ beldex.io/blog//bdx-now-live…
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