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New Cutting Glider Realistic Practice! ✅25 Different Drills ✅Offspawn/Midgame Drop Practice ✅Fall Damage Rest On/Off Ranked Aim Edit Piece: 4859-7673-2109

17,774 Aufrufe • vor 2 Monaten •via X (Twitter)

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A woman chasing a man looks different from a man chasing a woman. That’s because men are much more DIRECT than women are. A man who’s chasing will offer to buy her things, ask her to go out with him, and fawn all over her. A woman who’s chasing will stay around him, hint that she is available to him, and be extra attentive to him. Basically, female chasing looks like “extra attentiveness” + “extra availability.” ✅ She stays focused on you even though others try to get her attention. ✅ She keeps texting you even though you still haven’t asked her out. ✅ She keeps hanging around you waiting for you to make a move. ✅ She asks “when will I get to see you” or says “you’re never around!” ✅ She hangs out with you in public and says she’s “tired” but doesn’t go anywhere. ✅ She lets the conversation drop off but smirks and stares at you like a piece of meat. To a man, these behaviors might seem “subtle”, but to a women (who are by nature AMBIGUOUS) these signs are like screaming “I WANT YOU!” through a megaphone. A big part of reading signals as a man is learning to recognize these subtle signs and to stop second guessing them. Women are not men, and they are not going to be ‘direct’. High testosterone women excepted, of course (high-T women MAY BE direct… even then, they are not usually as direct as men). However, once you learn to read their chase signals, they can seem every bit as ‘direct’ to you as man’s more direct chasing can look. It is all about READING the signs!

Girls Chase 🏃‍♀️💨

177,840 Aufrufe • vor 8 Monaten

BREAKING $GRAB Q2 2026 Earning Call Full✅🚀 This is a Triple Beat Quarter, while short sellers expected misses and negative EPS. Short sellers love lying about Mike and lose $5-$10B long term. Current Short Interest: 315,168,660 shares Q2 2026 Earning Call: Revenue: $997M vs $989.5M est ✅ EPS: $0.06 vs $0.01 est ✅ Raised Guidance to $4.1-$4.15B ✅ $750M additional Buyback✅ MTUs hit ATH 54M 17% YoY✅ GrabUnlimited mem grew 20% YoY ✅ Loanbook accelerated to $2.3B or 197% YoY✅ GrabFin is on track to be profitable in H2✅ Gross & net cash liquidity were $7.4B & $5.4B✅ ~Affordability is unlocking new users and enforcing daily habit. ~Groceries or GrabMart grew 1.7 times the rate of Food Deliveries ~GrabFin is approaching Profitability in H2 ~Gross Loan Portfolio nearly tripled YoY to $2.3 billion ~The ecosystem lowers our cost to serve in Financial Services, and Financial Services strengthens the ecosystem in return ~The consolidation of Superbank and our acquisition of Stash are two of the most exciting additions we have made to this segment ~AI interaction with Merchants and Customers x10 ~Our engineers now pair with autonomous coding agents as standard practice, cutting time to market of new products by up to 30% YoY, while Jarvis, our internal AI data analytics assistant, cumulatively saves our sales teams approximately 40,000 hours every quarter. ~ H2 is expanding operating leverage with a strong momentum ~Superbank and Stash add higher growth and we have some Currencies volatility ~Deliveries GMV growth accelerated from the prior two quarters on a constant currency basis to 24% YoY, as we drove both Food and Mart MTUs to hit an all-time high in June. Q&A: ~We are on track for GrabFin to hit profitability in H2 2026 ~We are managing risk prudently on loan book as we scale it ~SuperBank been growing rapidly with over 7M customers. 60% of SuperBank uses Grab SuperApp. ~ Stash reaches $5.5B AUM with strong subscribers growth, help us drive GrabFin profitability ~ Uber relating to acquiring Delivery Hero. We have a strong flywheel on our SuperApp, we are not afraid of competition. ~ GrabMart has lots of upside or growth. Deepening partnerships with different groceries to drive growth ~ AI-auto grab groceries ~ Indonesia Commission Cap on 2 wheels and only 6% of GMV ~ Fuel Price is volatile, we will continue to support our drivers. We have even more drivers coming in the SuperApp. We already factored the support in the guidance. If Fuel goes down, that will help us. ~ Longer term, more EVs coming in at rapid pace. EVs reduce TCO for drivers. This quarter we have 9 new EV partnerships and expand charging relationships. ~ Mobility we care about number of rides and drivers as we face fuel volatility. We want to have strong supply of drivers to service strong demand. We are making sure Drivers earning up, make a good living. Margin was 8.6%, and we want to keep it healthy, we want this setup going into Q3 as we don't know where oil price gonna go. ~We executed $400M buyback from $500m announced at current share price. With new $750M additional Buyback take our cumulative buyback to $1.75B since 2024. We want to return capital back to shareholders as we generate more FCF from our businesses to drive shareholders' value long term ~ We are leading AV in Singapore, it will be a while for other SEA countries as most are 2 wheels ~ We want high density, trust, and scale. ~ Foodpanda Taiwan, We remain on track to enter Taiwan market. We working closely with Taiwanese regulators and expect to close by end of year. 1. FY2026 Group Revenue guidance of $4.10 billion - $4.15 billion (22% - 23% YoY growth); and 2. FY2026 Adjusted EBITDA guidance of $720 million - $740 million (44% - 48% YoY growth).

Mike

104,216 Aufrufe • vor 22 Tagen

1️⃣ year ago today we launched our first-ever campaign, Nothing Happens in Isolation, calling for urgent Government action to address record numbers of school exclusions and build a more inclusive education system. Campaign highlights from the past 12 months include: ✅ Securing three government policy commitments after a roundtable at UK Prime Minister with the Prime Minister and our Founder Lewis Hamilton 🏆 Working with Coram on a historic legal aid victory for families challenging unfair school exclusions 📚 Launching 'Ambitious About Inclusion' events nationwide with Centre for Young Lives, bringing together educators, policymakers and young people 🗣️ Leading a sector-wide call for inclusive education reform with over 25 organisations including Teach First, Oasis Academies, Chartered College of Teaching and The Children's Society 📈 Published new research with Public First and new reports on the issue of lost learning with @TheDifferenceEd, Impetus and IPPR We’re now working with the UK Government to build a national framework for inclusive practice in schools, amplify the voices of young people and support teachers from underrepresented backgrounds into the classroom. We know there is much more to do. Our dedication to advocating for a truly inclusive education system continues - and we won’t stop until every young learner is supported to thrive. Find out more about our Nothing Happens in Isolation campaign and get involved at:

Mission 44

236,162 Aufrufe • vor 9 Monaten

Ford’s Unicastings are 27% lighter than Tesla’s 2022 Model Y 💡 Weight is one of the greatest efficiency robberies in EVs. Ford’s engineering team has a clear philosophy: “Best part is no part.” The Universal EV Platform uses front and rear Unicastings that deliberately prioritize weight over maximum part consolidation. Wide flat surfaces are excluded from the rear casting for this reason. The result is a 75% reduction in parts compared with a conventional pickup truck body, with the two castings eliminating 146 individual components. Welds drop by 66% and fasteners by 25%. Ford’s own data show the castings are 27% lighter than those on Tesla’s 2022 Model Y, with the front piece estimated under 65 kg and the rear under 45 kg. This design doesn't achieve the biggest possible consolidation. It is the lightest structure that still delivers major part and process reduction. The platform also changes how the vehicle is built. A three-branch assembly line replaces the traditional single conveyor — one branch for the front, one for the rear, and one for the structural battery, seats, consoles and carpets. The modules are then integrated, cutting workstations by 40% and raising production speed by 15%. This architecture underpins Ford’s $2 billion transformation of the Louisville plant. The first vehicle, a mid-size electric pickup, is planned for 2027, followed by crossovers and ride-hailing models on the same platform. When weight reduction and part reduction move together, the economics of affordable EVs start to look different. 📊 Ford program tracked in The Gigacasting Database and forecast report: ❌ Don't leave your insights to chance with the X algorithm ✅ Subscribe for free to my weekly newsletter about all things Gigacasting and magnesium Thixomolding: 📬

Luca Greco

39,862 Aufrufe • vor 1 Monat

“Does Israel Need America or America Need Israel?” In short? Neither. But both benefit from the relationship… and Israel might actually be better off if it ended, while America might be worse off. For those unaware, America cutting off aid to Israel wouldn’t be something new. The U.S. had an arms embargo on Israel from 1947 through the early 1960s and didn’t start selling offensive weapons until after the Six-Day War (1967). ✅ Yes, Israel won the War for Independence (1947-1948) without American help… while Arab armies were bolstered by British and French weapons. ✅ Yes, Israel won the Sinai campaign of the Suez Crisis (1956) militarily before being forced to withdraw under U.S. and Soviet pressure. ✅ Yes, Israel won the Six-Day War (1967) without direct U.S. military support. i.e., America only became a consistent weapons supplier AFTER that victory. But now, many across the political spectrum want America to disassociate from Israel; imagining that cutting aid will “neuter” Israel and return it to some pre-1967 vulnerability. The irony? Israel’s been living under a kind of “military non-compete clause” with America since 1967. 🧠 “Necessity Is the Mother of Invention.” Before U.S. arms deals began, Israel bootstrapped everything it needed—from rifles to rockets—building one of the most capable indigenous defense industries in the world. Once the U.S. became its primary supplier, Washington attached strings: export restrictions, tech-sharing limits, and end-user agreements. The clearest example came in the 1980s, when Israel developed the IAI Lavi fighter jet; an aircraft that could have competed directly with the F-16. Under U.S. pressure and threats to withhold funding, the program was canceled in 1987. That’s what “non-compete” looks like in the defense world… and AMERICA benefits the most, not Israel. Green Beret Nap Time has an excellent Substack breaking this down: the $3.8 billion in annual U.S. aid to Israel yields a return on investment of roughly $7–37 billion, depending on how you count joint R&D, technology transfers, deterrence, and intelligence value. Israel doesn’t just contribute Over-the-Horizon missile tech and lifesaving innovations like the Israeli bandage; it’s a force multiplier that saves the U.S. billions by keeping American troops out of the Middle East and sharing elite intelligence that protects American lives and interests. If you’re an America First person who wants to cut aid to save money, that’s bad math. It might save a few billion on paper, but it would cost us blood as well as treasure when more American boots have to hit the ground. And if you think cutting aid will harm Israel, bad news: Israel’s been preparing for that scenario for decades. Caroline Glick—a key voice close to Benjamin Netanyahu - בנימין נתניהו—wrote a prophetic piece in Tablet Magazine (July 2023) arguing that U.S. aid made Israel dependent on Washington’s political approval for how to conduct war. She’s called that dependence “deathly dangerous.” That point was proven in June 2024, when the Biden Administration held up arms and equipment shipments, costing Israeli soldiers their lives in Lebanon. Israelis believe their survival should never depend on who sits in the White House or runs Congress. Would you as an American want to depend on another country for ours? So if you want Israel to “go it alone,” they’ll gladly respond: “Bet.” I love America—and American soldiers and Marines—so I hope it never comes to that. But I also know that Israeli military self-reliance (strategic autarky) won’t harm Israel… It’ll strengthen it. And the only one harmed in the long run will be the United States. So just how “America First” is that?

Jake Donnelly

32,285 Aufrufe • vor 9 Monaten

☝️Get to Know Who Influences You – The Hidden Hand of Hansjörg Wyss 📰 For over a decade, Swiss billionaire Hansjörg Wyss has quietly shaped American democracy, funneling vast sums into progressive causes while remaining a foreign national with no U.S. citizenship. 🇨🇭 Since 2016, Wyss has channeled approximately $243 million through his Berger Action Fund to the Sixteen Thirty Fund, a key player in the Arabella Advisors dark-money network. 💰 This funding has supported liberal ballot initiatives across 25 states, injecting nearly $100 million into campaigns that influence state policies on issues like ranked-choice voting, minimum wage increases, and election law reforms. 🗳️ In 2022, the Sixteen Thirty Fund spent $1.5 million in Kansas to oppose an abortion-related amendment and $12 million in Ohio to enshrine abortion rights in the state constitution. 🩺 By 2024, the fund had poured $23 million into statewide ballot campaigns, targeting states from Alaska to Michigan to push progressive agendas. 📊 In Alaska, Wyss’s influence through the Sixteen Thirty Fund has backed ranked-choice voting initiatives, prompting local criticism for what some call an attempt to “buy” political shifts with foreign money. 🏔️ Wyss’s reach extends beyond policy. In 2023, his foundation contributed $1.1 million to States Newsroom, a left-leaning media network, following a $1 million donation in 2020, raising concerns about his influence over state-level journalism. 🗞️ By early 2025, reports revealed Wyss’s funding of groups like Families Over Billionaires, which opposed Trump-era tax cuts while claiming to advocate for working families, all while obscuring its financial ties through dark-money channels. 🕵️‍♂️ Today, May 19, 2025, Wyss finds himself in the spotlight for a different reason: a sexual harassment lawsuit filed by Madison Busby, a former employee at his Halter Ranch winery in California. 🍇 Busby alleges that Wyss, now 89, groped her and propositioned her for group sex, retaliating after she rejected his advances. ⚖️ This isn’t Wyss’s first legal trouble he settled a similar lawsuit in 2013 for $1.5 million. The current case, filed just days ago, has reignited scrutiny of his ethical conduct. 🔥 🔥With Wyss under legal fire, it’s time to shine a brighter light on his broader influence. 🔥 ✅His $652 million in donations to liberal nonprofits, including the Sixteen Thirty Fund and New Venture Fund, have fueled a progressive agenda that critics argue undermines American sovereignty. 🇺🇸 Republicans in states like Ohio and Kansas have pushed back, passing laws to ban foreign funding of ballot measures, with Ohio’s 2024 ban causing the Sixteen Thirty Fund to halt support for a redistricting initiative. 🛑 ✅Yet Wyss’s dark-money network continues to operate, often through fiscal sponsorships that obscure financial transparency. 🌑 As a Swiss citizen living in Wyoming, Wyss exploits legal loopholes to influence U.S. politics, loopholes that allow foreign nationals to fund state-level initiatives through 501(c)(4) groups, even though they cannot directly donate to candidates. 🏦 His actions raise a critical question: should a foreign billionaire be able to reshape American democracy with hundreds of millions in untraceable funds? ❓ On this Monday, let’s reflect on who truly controls the policies affecting our lives, and demand greater accountability for the hidden hands pulling the strings. ✊

Rants From Alaska

10,245 Aufrufe • vor 1 Jahr

Dear Friend, I wrote this book for you. For the past year, I have labored to create a product that will help you learn and master SQL. I have been there. I have felt the frustration of trying to learn SQL and not knowing where to begin. I have lived through the struggle of setting up a platform to run SQL queries. Most platforms require sign-ups and logins that create a headache for learners. I also know the challenge of finding proper SQL exercises that mirror the real-world experience of a data analyst. Yes, I have been in your shoes. That’s why I created SQL Essentials for Data Analysis: A 50-Day Hands-on Challenge Book (Go From Beginner to Pro). Yes, to give you a clear, practical path from beginner to confident SQL user. ✅Why SQL Still Matters You may be wondering if SQL still matters in 2025. The answer: it has never mattered more. SQL is the lingua franca of data. Data still lives in databases, and the only language it truly understands is SQL. Think about it, even in Python, SQL is there. You’ve probably heard about the powerful pandas library. Guess what? It also has some SQL. And don’t get me started on BigQuery, Tableau, Power BI, and Databricks; the answer is the same: they all rely on SQL. SQL is the big shadow that hovers over everything data. This is why learning SQL is a must for data analysts, engineers, scientists, and anyone working with data. SQL connects everything: exploration, extraction, transformation, modeling, validation, and reporting. ✅Why I Wrote This Book Dear friend, I wanted to create a resource that gives you everything you need to learn SQL for data analysis. Quite often, resources are scattered across different places. You might learn theory in one place, search for datasets in another, and hunt for questions somewhere else. More often than not, the only place you can tackle SQL challenges is online. But online platforms usually focus on syntax and don’t reflect the messiness of real-world data. I wrote this book to give you the best of both worlds: theory and practice. I don’t want you to be worrying about where to find resources. I want you to focus only on learning SQL. If you are new to SQL or need a refresher on the fundamentals, Part 1 of the book has you covered. If you are looking for practice, Part 2 is 49 days of hands-on SQL challenges designed to mirror real-world tasks. Each day in the book is designed to feel like a mini project, rather than isolated exercises. Take Day 15: Standardize Climbers Data, for example: On this day, you’re not just writing a single query; you’re working with a dataset from start to finish. By combining these tasks, you experience a full data preprocessing workflow, just like a real project. You get to practice loading, transforming, cleaning, and validating data, all in one challenge. This approach makes every day a hands-on project, not just an isolated query. You’re learning how SQL is used in real-world scenarios, not just memorizing syntax. By the end of each day, you’ve solved a problem that feels meaningful and practical: yes, something that mirrors data analysts’ and engineers’ work in real life. In this book I use SQLite. I chose SQLite because it’s simple, lightweight, and runs on any system without complicated setups or cloud accounts. You don’t need to worry about complex configurations. SQLite allows you to focus entirely on learning SQL concepts, queries, and logic without distractions. You will just have to import it. I also structured the book for use in Jupyter or Google Colab notebooks. These are playgrounds for data analysts, engineers, and scientists. These environments are interactive and flexible. They let you run queries, visualize results, and experiment in real time. Using notebooks ensures that you can practice SQL while documenting your work and learning at your own pace, all in one place. No need for sign-ups. ✅Why 50 Days? I chose 50 days intentionally. Learning SQL isn’t a sprint; it’s a habit. You can’t truly master a language by cramming a few queries in one sitting. 50 days creates a commitment. You attach yourself to a goal, a tangible outcome. Every day is a small win, a step forward, and by the end of the journey, you’ve transformed your understanding of SQL. By spreading the learning over 50 days, you build momentum, consistency, and confidence. Think of it like training for a marathon. You don’t run 26 miles on the first day. You run a little each day, gradually building strength, endurance, and skill. By the end of the 50 days, you’ll have tackled a wide range of SQL tasks: from simple filtering to window functions, date operations, joins, and performance tuning. You’ll have not just learned SQL but truly internalized it. The goal isn’t to overwhelm you. It’s to give you a structured, achievable path that fits into your daily routine, so learning SQL becomes natural, steady, and rewarding. Even if you don’t finish within 50 days, the 50-day structure gives you a rhythm, a habit, and a sense of accomplishment. The kind of outcome that sticks long after the book is finished. In summary, I wrote the book to address these pain points: 🔶Not knowing where to start: The book gives you a clear roadmap that guides you day by day. 🔶Too much theory, not enough practice: Reading about SQL is not the same as doing SQL. This book includes hands-on challenges that mirror real-world scenarios, so you’re not just memorizing commands; you’re learning to think like a data analyst. 🔶Complex setup: Many learners get stuck setting up databases or configuring environments. You will not worry about complex setups; everything runs in SQLite3 inside Jupyter Notebook, so you start immediately. 🔶Disconnected learning: The challenges mirror real-world analytics problems. Every day here is like a mini project, giving you the experience of exploring, cleaning, transforming, and analyzing data ✅What I ask of You I wrote this book for you because I want you to succeed, but books alone don’t create mastery; your effort does. I have provided the tools. All I ask is that you show up every day. Even if it’s just 20–30 minutes, take the challenge seriously. Tackle the problems, experiment with your queries, make mistakes, and fix them. That’s how real learning happens. I also ask that you trust the process. The book is designed to guide you from beginner to confident SQL user, step by step. Some days will feel "easy" and others "hard." Stay the course, and by the end, you’ll see how all the pieces fit together. Finally, I ask that you bring curiosity and persistence. SQL is a language of logic and structure, but it’s also a language of insight. The more you explore, the more patterns you’ll discover, and the more confident you’ll become in solving real-world problems. Don’t be scared to experiment. If you commit to this, I promise you’ll finish 50 days with more than just knowledge. You’ll have the skills, confidence, and habit of thinking like a data analyst. To make starting even easier, as a subscriber to this newsletter, I’m giving you an exclusive 35% launch discount. You can grab your copy today and start the 50-day journey at a reduced price. Grab SQL Essentials for Data Analysis here: I can’t wait to hear about your progress, the insights you uncover, and the confidence you gain along the way. If you have any questions, feel free to reach out to me or post them in the comments section. Let’s start this journey together: one challenge, one query, one day at a time. Warmly, Benjamin PS. Please repost.

Benjamin Bennett Alexander

16,883 Aufrufe • vor 9 Monaten

✅ Flew my first REAL plane yesterday It was a birthday gift by my gf and friends :D I think I flew Flight Simulator 1000x's of times and I don't really wanna be the guy on the couch with his flight sim game, I wanna be the guy in IRL doing the actual thing: So yesterday I flew a Cessna 172, I told the instructor I flew Flight Simulator, so he told me "ok then you'll fly the plane" I 100% thought he was joking but then we're at take off, he puts the throttle on and he says "now you're flying" and I took off 😂 He let me fly the whole flight except of course landing and ofc he controlled important stuff like rudder, and did the radio talking to ATC, best way to learn is just diving into the water like immersion so I loved it (but was scary :P) Everyone asked me: HOW is IRL flying different than Flight Simulator (FS) and I'd say FS is only 20% of the real experience: 80% of the experience of flying is you're sitting in a big loud aluminum box with a propeller that even on a sunny day quite violently shakes up, down, left and right and your job is to keep it somewhat stable at the right altitude and on course to wherever you wanna fly, and you feel everything. When you play FS you feel nothing cause you're sitting on the couch :D The 20% of FS is the same though, the cockpit and the environment is just really accurate in Flight Simulator 2020 these days, everything DOES work exactly the same, even the onboard Garmin computer etc. So I think FS does help if you're learning to fly, for ex to practice a landing runway you're going to fly to IRL soon and getting a sense of the environment (like mountains etc) MOST surprising to me was the yoke (like the steering wheel) which feels completely different than if you play FS: a game controller thumb stick or joystick is easy to move, while a Cessna yoke is directly tied with cables to the ailerons (to roll the plane left or right) and elevators (to pitch the plane up or down) and it takes strength to actually move it, I dumbly thought it'd feel loose and easy to steer Which is a good thing because if it was too loose you'd fly like a crazy person, instead you're supposed to kinda nudge the yoke left right up and down to change the plane's course! The best part is just that flying is magical esp when you control the plane. You do feel like a bird high in the skies and it's just a completely different vibe being up there than down on the ground. Especially since you fly much lower than commercial jets. You can actually see the houses and cliffs and beaches etc. up close. Anyway really cool and I def gonna get private pilot license now I think, Portugal has relatively great mild sunny weather for flying in terms of safety, and if shit goes wrong you can ditch in to the water (although that's not easy but ok)

@levelsio

338,150 Aufrufe • vor 1 Jahr

The $AEGIS DApp portal is now open to all: 🛡️ At Aegis, we believe in empowering the blockchain full of security, transparency and innovation. The Aegis Dapp has been under development for several months prior to the launch of $AEGIS and with that we have been able to build what we believe has the potential to change how users go about their day to day security. We are thrilled to share our progress and truly exciting news with you all. 🎯 First things first, at Aegis, we want to make it clear that the value of what we seek to bring to security across the blockchain, comes from our big vision, our strong team, and our commitment to long-term goals. ℹ️ Let’s kick this off with some information that is constantly happening, which is behind the scenes. Our full team is dedicated to the opportunity that lays ahead of us with becoming the leading voice/name for security, grasping every aspect with innovation, hard work, passion and commitment to see this sector grow. Everyone is aware of how important security is, a heartwarming mention to Messari for including us on how they see this sector growing rapidly and pushing a 10 Billion evaluation. We take that recognition with full responsibility and gratitude as we've been working hard on some really powerful stuff that could change the game for our industry. If you read the title and report itself, I’m sure that’ll give you some insight to what’s coming, and to the vast extent of what you can expect Aegis to be working towards. —> 🤝 This comes from teaming up with others within this sector and coming up with new tech to projects driven by our community, within the pipeline you can be confident that what we are building will push the cryptocurrency industry as a whole into a better future, the magnitude to what Aegis brings will not stop until we can confidently say, “Negative security reports across the blockchain are at an all time low, thousands of users are satisfied that Aegis is protecting them and their assets.” We're sticking to our vision no matter what the market does or whatever else comes our way. We plan to build what we set out to and we will see to it that our ecosystem is met. We've been working on some pretty amazing products that will be available within our Dapp, let’s go over what we offer: * AI Audits * Live Monitoring * Penetration Testing * Bug Bounties * Live Watchdog * Token analytics for everyday users, developers, teams, auditors, institutions, investors. ⬇️ Let’s break it down for you in some simple steps: AI AUDITS: We have trained our LLM models as AI AGENTS, these consist of 3 people ( AI AGENTS ) for the audits that are performed. - Audit - Reviewer - Judge Each one analyzes with a different personality, let’s check what personalities our AI AGENTS consist of: 3 different perspective auditors. 1 - Fine-tuned model x amount reads the code and generates the audit. ✅ 2 - Model x amount reviews the code and fact checks thoroughly. ✅ 3 - Model x amount ranks the code based on the severity outcome. ✅ ⌚️ Live Monitoring/Watchdog: The Live Monitoring/Watchdog system is designed to provide real-time surveillance of smart contracts, ensuring the detection and prevention of any potentially harmful transactions or malicious activities. Through the utilization of an AI Agent model, the system is trained to proactively identify and thwart suspicious behavior, thereby safeguarding the integrity of the smart contracts. Also, a paid sophisticated threat detection model is available for more intricate protocols and Dapps, offering an advanced level of protection against potential threats. This proactive approach is crucial in mitigating the risk of exploitation and ensuring the security of the smart contract ecosystem. 🖊️ Pen Testing: Our platform offers Pen Testing services to developers, providing a controlled environment for whitehat hackers to simulate attacks and identify vulnerabilities in smart contracts and protocols. In addition to human whitehat hackers, our AI Agents function as Red and Blue teams, actively engaging in simulated attacks to stress-test protocols and identify potential weaknesses. This comprehensive approach allows developers to proactively identify and address security issues, ultimately enhancing the robustness and resilience of their projects. 🕷️ Bug Bounties: Our Bug Bounty listing platform provides developers with the opportunity to list their protocols and offer bounties to white hat hackers for identifying vulnerabilities. By aggregating millions of bounties from various platforms and utilizing AI tools, we streamline the testing process, reducing up to 80% of the workload typically associated with security testing. This allows developers to efficiently identify and address potential vulnerabilities in their protocols, ultimately enhancing the overall security and resilience of their projects. 🪙 And lot more token analytics features for regular users, this will give you the opportunity to explore our Dapp for yourself and have some fun diving into the security platform of the future! I’m sure you’re excited to try it all out yourself, which is why we have some exciting news to bring to the #Guardians of the blockchain! But just before you continue the read and see the beans have been spilled, we have to take this opportunity to share with you that this large step to becoming a security leader is but only 20% of what we have revealed. This will be at the core of what Aegis stands for and hopes to achieve. The focus here is upon our Dapp, and in time we will slowly bring forward information/updates regarding segments of what makes Aegis a force to be reckoned with. Now that you’re fired up and excited to all of the announcements to come, let’s get to the news you’ve been waiting for! 🎉 We’re spilling the good news, and are happy to say we are now set for public release! The team at Aegis are overwhelmed with the development, support from teams, community, partners and more on what we believe to be an institutional-grade product. But the fun doesn’t stop there, this marks the start of what we aim to become, as it will take time and cycles to become better and better. Constant advancements will be set in place to attain the goal of achieving blockchain security. A statement from our CEO- Brian Hunt: “I can confirm from the security conferences I attended with Centralized security firms Peckshield, Hacken, Certik, BlockSec presentations, they are trying to achieve something similar and it will take them years. Decentralized AI for Security!” This initial drop of our dapp will be to get users signed up to gain access, in which we’ll whitelist users to get the ball rolling. 📣 To end this segment, let’s get the party started with the long awaited Aegis Ai Security Dapp and sign up now!

AEGIS AI

128,055 Aufrufe • vor 2 Jahren

If you're a Christian man, it is obvious to see that the world is controlled by Satan. Everywhere you look, we see evidence of this—from entertainment to politics to social media. It is clear that the enemy's agenda is at play, and it's an agenda designed to sabotage the men who have influence in the kingdom of God. And if you’re an entrepreneur who’s been struggling with your weight… You are being affected by this satanic agenda. Why Your Health Is Under Spiritual Attack: My name is Gabe Pluguez, and since 2019, alongside my business partner Joey Yochheim | Default Kings , we’ve been helping men break free from unhealthy patterns—for good. And we don’t just help men “get in shape.” We teach them a faith-based approach to changing their unhealthy habits so that they actually keep the weight off permanently. Like Jim— shown in the video, a 70-year-old C-suite executive who lost 53 lbs in 5 months, kept it off through the holidays, and has sustained it since after working together. Like Alex— shown in the video, a crypto entrepreneur and a dad of one who’s lost more than 40 lbs, has gotten abs, competes in Jiu-Jitsu, and has kept it off for over 2 years since after working together. Like Gavin— shown in the video, a 50-year-old father of six who was busy running multiple businesses but still lost 32 lbs in just 12 weeks. Or like Vinnie— shown in the video, an entrepreneur who’s lost 50 lbs and has kept it off for over 2 years since after working together. So here’s the thing. You already know the truth. You know that you shouldn’t be eating garbage. You know that you should be exercising consistently. You know that God made you in His image and that you’re designed to be strong and actually commanded to honor the body He gave you to carry out His mission for your life. Yet… that's not the reality you're experiencing. Why You Keep Failing to Fix This (Romans 7:15) You're experiencing exactly what Paul talks about in Romans 7:15: “I do not understand what I do. For what I want to do, I do not do, but what I hate, I do.” These are your unhealthy default actions. And if you’re like most Christian entrepreneurs, you’re probably sacrificing your health at the altar of your business. You tell yourself: • “I’ll fix it later.” • “Business and family obligations come before me.” But here’s something that might make you uneasy… That is the exact lie that the enemy wants you to believe. The Lie That’s Keeping You Weak, Tired, and Ineffective: Satan wants you to believe the lie that you are incapable of honoring your body while stewarding everything else. He wants you: ❌ Exhausted ❌ Weakened ❌ A slave to gluttony and sloth ❌ To set a poor example to the people you’re called to lead And additionally... Satan wants you dead... Early... Because if your body is weak, you’re easier to tempt. If you’re out of control, you have less influence over the people you’re supposed to lead. And if you die early—then you’re not even here. And maybe you’ve known this for a while. You’ve tried keto, intermittent fasting, Weight Watchers, Personal Trainers, or even Ozempic… But here’s the part you haven’t heard before. You’ve Been Lied To. You’ve been trying to use a temporary Band-Aid on a spiritual wound. Mainstream diet methods promise a quick fix… but they leave you discouraged and defeated. That’s why studies show that 90% of people who try these diets gain the weight back. And after so many repeated failures, you start to accept the lie from the enemy— “I just can’t figure out this one area of life.” And here’s what makes it even worse. Your pastors aren’t helping—they don’t talk about gluttony because they’re still struggling with it themselves. Other Christians make it harder. They say: 💬 "It’s no big deal!" 💬 "God gives you grace!" 💬 "Come on, one donut won’t hurt!" But I need you to ask yourself: Are the men telling you this the type of men you respect? Are they disciplined? Are they leading by example? Or are they justifying their own addiction to comfort? How I Know Exactly What You’re Feeling: Maybe you’re reading this, and you already know all of this. You know you shouldn’t be eating junk… but you do. You know you should be working out… but you skip it. You know you should stop turning to food for comfort… but you still do. And if you’re feeling convicted right now, I understand. Because I was once enslaved to sin in the exact same way. For over a decade, I was addicted to pornography. I was having premarital sex while still trying to be a Christian leader. I read my Bible, went to church, and knew exactly what I needed to do… Yet I kept falling into the same old pattern. I felt like I fraud. And, there was even this moment when I was finally convicted—just like you are now. I told my ex-fiance: “We’re not having sex anymore.” She looked me dead in the eyes and said: “If we’re not going to do that, then I’m leaving.” And I looked right back at her and said: “Okay. Leave. I choose Jesus.” She walked out the door. And I was proud of myself. I thought: “Thank you, Lord, for the strength to make this decision. I can finally honor You.” And then… Less than 24 hours later, I completely caved. I went right back to the very sin I swore to leave behind. And I remember standing in the bathroom afterward, looking in the mirror, so disgusted with myself that I couldn’t even make eye contact with my own reflection. I had completely lost hope. I told the devil: "You win." But that was a lie. And what I experienced next completely changed my life— And it’s the exact same process that will change yours. The Turning Point: How Everything Changed When I applied the process that I’m going to share with you today, not only did everything change… I experienced blessings in this area of my life that were so far beyond anything I had ever imagined. I broke free from addiction, married the love of my life, started working on a family, and 10x'ed my business, all while staying consistent and leveling up in my own fitness And that’s when I realized: 👉 This isn’t just about losing weight. 👉 This isn’t just about not being fat anymore. This is about the blessings that God has for you on the other side of discipline—blessings so powerful, so life-changing, that once you experience them, you will be incapable of doing anything except saying, “Glory to You, Lord.” How Do You Actually Go About Doing This? This is the exact process that I’ve helped over 800 guys (at the time of this post) go through inside our Christian-focused coaching company, Joey and I were responsible for all the transformations you'll see at These were men just like you. Men who were: • Losing weight temporarily but always gaining it back. • Struggling with multi-decade-long food addictions. • Convicted that they were called for more. • Fathers, husbands, even pastors—who knew God could redeem this area of their life but struggled to connect their faith to their fitness. But they finally broke free. And there were three key things that made that transformation possible. #1: They Changed the Unhealthy Default Actions That Were Keeping Them Stuck All of these men were struggling with things like: ❌ Overeating and mindless snacking ❌ Skipping workouts ❌ Eating late at night, binge eating ❌ Hitting snooze, sleeping in ❌ Overdrinking, struggling with food addiction ❌ Falling off the wagon on weekends, vacations, or business travel And worst of all? 👉 They would lose some weight… then let their habits slip again… which led to the weight coming back. 👉 Their body fat affected not just how they fit in clothes, but how other people saw them—even their daughters and wives started noticing and nagging them about it. 👉 For some of them, their hearts had become ticking time bombs, and they knew if they didn’t change, they would eventually suffer consequences that affected not just them, but their families and marriages. And even though you would think these things would be motivating enough… Like you’re probably thinking right now, “I should be motivated enough to change.” They were still choosing: ❌ Comfort over discipline. ❌ Food over their families. ❌ Laziness over being the leader their people needed them to be. #2: They Didn’t Have a Sustainable, Effective Approach That Worked With Their Busy Life Most of them had already tried: 📌 Dieting, weight loss challenges, personal trainers. 📌 Just trying to “get serious” and eat cleaner. 📌 Fad diets like Keto or Intermittent Fasting. 📌 Making their wife their accountability partner (which never works, because no man wants his wife to be his mommy—and no wife wants to be her husbands mommy). But nothing worked, because none of these were tailored to their bodies, goals, and lifestyle. 👉 The plans didn’t fit the busyness of home life and work. 👉 They didn’t account for vacations, networking events, or client dinners. 👉 They made them feel weird or awkward at dinner time with friends and family. 👉 The nutrition was too complicated for their wives to support. And worst of all? They were straight-up unsustainable. So they would always fall off the wagon—and the weight would always come back. #3: They Didn’t Have Real Accountability From Other Christian Men They Respected They tried using: ❌ Their wives (again—no wife wants to be their husband’s accountability partner). ❌ Their business network (but those guys were focused on business, not health). ❌ Their church groups (but their brothers in Christ didn’t have the specialized knowledge to help them actually execute). So between: ❌ Unhealthy default actions ❌ A lack of a sustainable, effective plan ❌ Not having real accountability They stayed stuck. That’s Why Default Kings Is Different We developed a system that actually works—one that helps you realign your default actions with your true identity in Christ. Because the problem isn’t that you don’t care. The problem isn’t that you’re unaware of these things. The problem is that your current system is failing you. Right now: 📌 Your default actions have brought you here. 📌 You don’t have a sustainable approach. 📌 You don’t have an effective plan. 📌 Your environment is full of people who reinforce your excuses instead of calling you higher. And every time you try to change, you keep getting pulled back into the same cycle. That’s exactly why we built Default Kings. Because this is not just another weight loss program. This is a battle plan for Christian men. A system designed to permanently rewire your habits. A system designed to rebuild your discipline. A system designed to finally help you take back control of your body and mind. Here’s What You’ll Get Inside Default Kings: 1. A Network of Christian Entrepreneurs Who Refuse to Let You Fail You’ll be surrounded by other Christian entrepreneurs who are walking the same walk. You’ll see the men who have already broken free. And when life gets hard, when you get busy, when motivation fades…This brotherhood will step in and keep you accountable. Because this isn’t just about fitness. This is about transforming into the man God called you to be. 2. The Default Actions Framework This is where the mindset shift happens. We help you reprogram your default actions at the core so that: ✅ Instead of battling cravings, you instinctively make better food choices. ✅ Instead of forcing yourself to work out, you naturally show up and execute. ✅ Instead of gaining the weight back, you become the man whose habits keep the weight off. This isn’t about forcing discipline. This is about making discipline natural. 3. A Simple, Results-Driven Eating System That Works in Real Life Forget: ❌ Extreme diets. ❌ Cutting out carbs or red meat. ❌ Being too busy to eat healthy. You’ll learn to eat in a way that actually increases your energy while still enjoying life. You will not be: ❌ That weird guy bringing Tupperware to client dinners. ❌ The guy starving himself and feeling miserable. ❌ The guy who can’t enjoy a meal with his wife and kids. This is not a temporary fix. This is a sustainable way of eating that you can stick to for good. 4. A Custom Training System Designed for Busy Christian Men Your training plan will be completely customized to fit your schedule. You don’t have time to train like a bodybuilder for 2 hours a day—so we focus on efficiency. 📌 If you can commit just 45 minutes, 3–4 times a week, you can do this. 📌 If you’re even busier, we can make it even more efficient. 📌 If you have more time and want to push harder, we’ll structure it accordingly. This isn’t just about losing weight. This is about building muscle and becoming physically capable—so that when the weight is off, you look in the mirror and see a man who reflects the strength and discipline God created you to have. 5. Direct Access to Expert Coaching and 24/7 Accountability You will not be left to figure this out alone. Inside Default Kings, you’ll have one-on-one access to: ✔️ Me ✔️ Joey ✔️ Our client success specialists Whenever you have a question, need an adjustment, or feel stuck, you will have direct access to expert support. No matter: 📌 What adjustments you need 📌 What schedule changes come up 📌 What travel plans you have We will personally make sure you stay on track. And even if you have pre-existing injuries or limitations, we will customize everything specifically for you. 6. Weekly Live Group Coaching Calls Inside the DK Inner Circle, you’ll have access to weekly group coaching calls where we’ll: 📌 Give you direct feedback to ensure you see results as quickly as possible. 📌 Help you rewire your default actions and overcome spiritual and mental barriers. 📌 Bring our faith into our fitness—yes, some of these calls will involve opening your Bible and seeing what God has to say about your health, habits, and mindset. This isn’t just physical transformation. This is spiritual transformation. 7. The Default Kings Private App Everything you need will be housed inside our private DK app, including: 📌 Your custom, step-by-step workout plans so you know exactly what to do. 📌 Structured meal guidance that adapts to your life. 📌 Real-time progress tracking so you can see how far you’ve come. No more guessing what to eat or wasting time in the gym not knowing what to do. This is a battle-tested system built to make results effortless. And yes—if you have any injuries or limitations, the entire plan will be built specifically for you. The Most Complete System Ever Created for Christian Entrepreneurs: 📌 This isn’t just another weight loss program. 📌 This isn’t a fad diet. 📌 This isn’t another “challenge” that leaves you gaining the weight back. This is the most complete system ever created for Christian men who are ready to: ✅ Change their default actions ✅ Lose the weight ✅ Keep it off—permanently And when you join Default Kings, you’re stepping into more than just a plan. 👉 You’re removing the obstacles that have kept you stuck. 👉 You’re eliminating the second-guessing and the self-doubt. 👉 You’re finally committing to a system that guarantees you never fall off track again. The Default Kings Promise: We guarantee that: ✔️ You will lose between 10–50 lbs in the next 90 days—or we’ll refund you in full. ✔️ You will keep the weight off—or we’ll refund you in full. If you follow the system, stay coachable, and engage in the process, this will be the last fitness program you will ever need. However—if you: ❌ Ignore the coaching ❌ Skip the workouts ❌ Refuse to be communicative, honest, and humble Then, of course, nothing will work. That’s why we track your progress every single day. We are personally committed to your success. 📌 If you struggle, we’ll step in. 📌 If you start to slip, we’ll call you higher. 📌 If you feel lost, we’ll guide you back. That is the entire purpose of Default Kings. We are here to make sure you win. Right Now, you are standing at a crossroads. You have three choices—and only one leads to transformation. Path #1: Do Nothing. Go back to life as it is. Click away from this page, pretend like you never saw this, open up the Uber Eats app, and order another comfort meal. Keep making excuses. Keep telling yourself, “I’ll figure it out later.” And six months from now? Nothing will change. Six years from now? You’ll still be frustrated, still lacking discipline, still convicted every time you look in the mirror—until you just accept it. And when that moment comes, you’ll wish you had taken action today. If you go that route, I pray for you and trust in God’s plan for your life. Path #2: Try to Do It Alone. You can take what you learn on X or chat GPT and try to piece together your own plan. You can do hours of research, attempt to hold yourself accountable, and try to willpower your way through it. And while that’s better than doing nothing… That’s the most common way that men fail. Because if you were capable of holding yourself accountable, you would have done it by now. If you had the time and knowledge to create a sustainable, effective, Biblically based fitness plan that works for your lifestyle, you would have done it by now. But you don’t need just another diet plan. You don’t need just another workout routine. You need a proven system that: ✅ Removes the confusion so you’re never guessing what to do next. ✅ Holds you accountable so you never fall off track again. ✅ Surrounds you with strong, Christian men who push you to succeed. ✅ Rewires your habits so that discipline becomes automatic. Going at this alone means you don’t have the coaching when you need help. It means you don’t have a group of men who can come into agreement with you about what God can do in this area of your life. It means you don’t have the battle-tested frameworks that have helped 800+ Christian men permanently transform their health. And that’s why most men who try to figure it out themselves end up right back where they started—or talking to me again six months later. Path #3: Say “Maybe.” You don’t have to say yes right now. Just say maybe. Maybe you’ve tried and failed before. Maybe you’ve thought about committing to a plan before. Maybe you know you need a real system that actually works for high-achieving Christian men. If that’s the case, then I want to make this easy for you. Instead of asking you to commit to the entire program right now, I’m asking you to commit to just a few minutes of your time for a Free Fat Loss Assessment. 📌 You’ll chat directly with me, Joey, or one of the other experts on our team. 📌 We’ll dive deep into the root cause of why you keep losing weight and gaining it back.| 📌 We’ll give you clear action steps on how to fix this permanently.| And if it makes sense, we’ll show you exactly how Default Kings works. This time is different. This time, you will win. But you have to take the first step. Click the link below and book your Free Fat Loss assessment today. 👇

Gabe Pluguez | Default Kings

291,037 Aufrufe • vor 1 Jahr

TOPIC # 46 DEVELOP REAL ECOSYSTEM DURING 2ND STAGE Dear Global Pioneers, Happy Saturday! Today, I recorded a ten-minute video for you. However, I understand that many of the pioneers may not understand English. So, I am writing this article to help you understand my message. ✅Summary of the 1st Currency stage work from the pioneers' community: According to the white paper, Pi will be a global currency, designed not as an asset or a traditional investment, but as a currency. Therefore, we, as the pioneers' community, need to help Pi complete its mission. The core team can only take care of the infrastructure work; the rest depends on us. This is why it's important for pioneers to understand that we have our task. Our task is not just to complete KYC and migration; it's to develop Pi as a currency. The characteristics of currency include durability, portability, divisibility, uniformity, limited supply, and acceptability. Currency has five major functions: scale of value, means of circulation, means of storage, means of payment, a world settlement currency. Over the past two and a half years, our focus has been on establishing the first currency function as " scale of value" and generating at least one million GCV $314,159 data. We have received support from pioneers representing at least 120 countries. We believe there is no alternative to GCV in terms of pricing. CT’s announcement on Pi2Day indicates that we are on right track and at the forefront of OM. As a result, GCV $314,159 is aligned with Pi Network's mission and vision. I’ve noticed that many pioneers are questioning CT about the delay in KYC and migration procedures over the past two and a half years. My response is that they were awaiting GCV from pioneers. Without this support, our goal of establishing a currency would not be achievable. However, despite the recent Global GCV movement, we have not seen significant involvement from merchants in the exchange of GCV. Most of the data has been generated by pioneers. This is crucial during the initial stages for "value scale." from our pioneers. We have submitted petitions to CT three times for OM on Pi2Day. This is because most community leaders and pioneers are facing resource shortages, and the first function of "value scale" has been successful. If CT can announce the GCV price and OM on Pi2Day , the entire ecosystem will operates on the same pricing system for development. We believe this strategy can also work well. However, CT has announced that OM will be at the earliest by the end of this year. From my perspective, the goal is to reach 15 million KYC and 10 migration Pi wallets, and more importantly, to ensure that the ecosystem has developed to meet the maturity level outlined in the 2019 white paper, or at least has a prototype of the ecosystem. This approach may eliminate the need to announce the Pi price once the entire ecosystem has been accepted. This conservative approach aims to prevent pioneers from converting Pi to FIAT after OM. Instead, the ecosystem will offer utilities for pioneers to use. This will result in a more stable and secure Pi currency. ✅Since CT has decided to OM until the year end or later, there will be at least five months for ecosystem development. Hence, the question now is what pioneers can do during Currency 2nd Stage? Pioneers always have the task of completing their KYC and migration on time, and they are encouraged to become validators if they wish. In addition to the above, pioneers have another important task, which CT cannot directly ask us to do, but it's something we need to do for ourselves. This task is to join the ecosystem with GCV price. As we have discussed, since we want Pi as a currency, it must circulate in our community. Therefore, we need merchants and service providers to offer products or services. However, we cannot force them to do so. If we enforce full Pi payments, they will avoid participating. Currently, we are seeing some full Pi payments in our online ecosystem at different prices, but almost all are very low, less than $1 or less than $0.1. We believe this price is not suitable for Pi's long-term vision and mission. That's why we choose to only support GCV. ✅So the next question is: How can we motivate merchants and service providers to join our ecosystem so that we can OM with GCV $314,159? My suggestion is to allow partial Pi and partial FIAT. They can use 50%, 60%, 70%, 80%, or even 90% FIAT. As long as the FIAT value is lower than the market price, it will benefit pioneers. When more merchants join, they will compete with each other to lower the FIAT ratio. This concept aims to create a real business environment, not a charity environment. We should not depend on leaders, pioneers, or merchants to donate. Instead, we need to create a mechanism to let them compete, which will benefit them and motivate more merchants to join. What about pioneers? If given two options, which one would you choose? a. Only small items worth $1 available for full Pi payment, with no higher value products available and still needing to spend FIAT from the outside market. b. Buy products inside our community at a 50%, 60%, 70%, 80%, 90% FIAT ratio, lower than the outside market price, and including larger items like cell phones, TVs, appliances, jewelry, furniture, clothing, shoes, etc. without limitation. You will save at least 20%-30% on your daily or luxury purchases. I believe you would want option b, as you would save a significant amount of money during the five months. Most importantly, you would be very happy because you understand that what you do will make GCV $314,159 a reality without any doubt. Do you want to live with uncertainty or certainty? Joining this kind of barter system will bring you happiness with certainty. This is what I call the creation of Pi circulation, which is our second stage. After OM, we will enter the third, fourth, and fifth stages, which are the storage, payment, and international settlement currency stages. Since GCV $314,159 on the right track to OM, we need to make GCV more widely accepted and widely used to create circulation. In this way, we will make GCV OM foundation very strong and this will help the ecosystem after OM to reduce any risk that pioneers all go to exchange market to dump. Pi represents not only the future of our pioneers but also the future of the world. Let us come together as a strong, unified family and community. However, beyond this unity, it is imperative to establish a robust business ecosystem and a supportive development environment to encourage and incentivize the participation of more ecosystem members towards our long-term objectives. This will have a positive impact on our local economy and facilitate garnering support from various national governments for the Pi Network. It is crucial for the ecosystem to adhere to FIAT tax obligations to respective country governments, even during the mainnet enclosure. Therefore, partial FIAT payments are essential to enable compliance. Without such a practice, merchants would struggle to sustain themselves and would not have the necessary FIAT currency for tax payments. Doris Yin 🪷🪷🪷 Disclaimer: The above is only my personal analysis and does not represent CT or any business, and is only for community education. Any merchants or pioneers should use their own evaluation to see if it is suitable for them.

Doris Yin 东方紫莲🪷

35,873 Aufrufe • vor 2 Jahren

The multi-leader blockchain endgame: competitive information inclusion as a self-reinforcing mechanism for global price discovery - how we got here, and why Aptos is leading the charge Onchain trading is the killer app In the nine years since the launch of programmable transactions on the Ethereum blockchain, onchain trading has revealed itself as the killer use case for blockchains: onchain listings, volume, and total value locked are all growing with no signs of slowing down, due to the censorship-resistant, permissionless, 24/7/365 qualities afforded by decentralized (DeFi) systems. Monolithic parallelism is key In 2020 Solana was first to market with monolithic, parallel execution (as opposed sharded execution which offers parallelism by partitioning global state into separate information silos), establishing a new design paradigm that raised the bar for throughput and latency: put all of the information in one replicated state machine and make it run as fast as possible. This design produces a single, global hub for activity, liquidity, and token launches, a kind of financial data whiteboard in the sky, where anyone can come and trade at any time with everybody else who has plugged into the system. DEXes are becoming more competitive Historically decentralized systems have been juxtaposed with centralized ones since the latter eliminates the overhead associated with distributed systems coordination. And yet despite this overhead, Solana as a decentralized exchange (DEX) is still pulling in billions of trading volume per day, exceeding that of all but the largest centralized crypto exchanges (CEXs), that simply can't compete with the giant DEX in the sky on token listings or fees. After all, CEXs have to pay for server space, salaries, and lawyers, while a DEX outsources everything. The colocation arms race The one place where CEXs have an advantage over DEXs is on end-to-end latency for colocation applications, or in other words: someone sets up a trading bot in the same data center as the exchange, and their trades get to the exchange faster than everyone else's. When there is only one data ingestion point the fastest trader wins, and after the arms race has played out everyone ends up huddling around the trading hub, effectively cutting off the rest of the world from playing the latency trading game. This is the model that traditional securities exchanges like the Nasdaq or the NYSE 🏛 employ, and because they own the server they can effectively charge whatever they want for access to it. The colocation arms race is also why L2s will probably never decentralize: running the sequencer is practically the same as running the NASDAQ, with the same monopoly on transaction fees collected from a nearby cluster of trading bots (I understand from conversations with Logan Jastremski that the Arbitrum arms race has already hit a Nash Equilibrium in Portland, Oregon). Colocation is a trap But once the colocation arms race has played out, trades become less about incorporating new information in the market and more about skimming off the top by spoofing all of the trades coming in from the other bots. High-frequency trading (HFT) bots located in the NYSE New Jersey data center, for example, are constantly placing buys and sell orders that they have no intention of executing, just to spoof the other colocated bots who are playing the same adversarial game. Information inclusion, on the other hand, the synthesis of real-time world events into prices, takes a back seat because anyone who tries to include new information first needs to batch up their order and send it through a series of middlemen before it ultimately ends up on the exchange: you, I, or practically any other individual can not actually "trade on the NASDAQ", no, we have to express our intent to someone like Robinhood, who then sells our order flow to @CitadelSecurities, who then sends it to the exchange, oh and by the way it doesn't actually even "clear" or "settle" once it "executes" because for whatever reason the whole systems splits these things up and prevents them from happening instantaneously even though it's 2024 and we have computers. Onchain trading cuts out middlemen This whole mess is why we have onchain trading, and why it's starting to win: if you want a mainline to the exchange, without setting up a server, and you want to trade on a news event without getting immediately frontrun by an HFT bot that is sniffing out the trades of every other HFT bot who is easing in batched up order flow on their own terms, then you submit your order to a node in the blockchain and the information gets included in the price upon ingestion. Oh, and by the way the trade is actually fully complete: settled, cleared, reconciled, done, whatever you want to call it, because the people who build decentralized finance (DeFi) build it how it should actually work, not in a way that creates a million incumbents and charges exorbitant rents for access to the system. Onchain trading better for price discovery And the beautiful part about this is that even if a distributed system has more latency than a centralized system, DeFi still ends up incorporating more information into the price faster than centralized finance, because with DeFi the information gets included in the system as soon as it is submitted, not after it has been batched up and sent through a series of middlemen. The consensus mechanism of the blockchain disseminates the information around the world in the form of a price update, while the centralized exchange model requires information about the event to first get propagate to the region of the trading hub, then to get submitted to the colocation server. This means that in terms of global price discovery, onchain trading is strictly a better system because the entire consensus model is based around accelerated information propagation. Because price discovery is a global phenomenon, blockchains, which are global, are actually better than the centralized status quo, on a performance basis, not just from an ideological or convenience-based view. And it has to be multi-leader In practice, effective global information synthesis of information has an additional key requirement: multi-leader architecture. That is, in a single-leader blockchain like Solana, where one validator at a time has a monopoly on ordering transactions into blocks, for their duration as a leader they effectively function as a colocation server. This means that if the current leader is in New York, someone in Singapore who wants to trade on local news as soon as it breaks will still need to get their order all the way around the world to the leader, who is effectively serving as the chain's data ingestion point, before the order can start propagating through the network. But this is issue solved by the introduction of multiple distributed leaders, because then anyone with access to new information can submit their order to the leader closest to them, yielding faster information inclusion in the form of price updates. Multi-leader is also required for fair markets A multi-leader architecture is also required for fair markets, because in a single-leader system the leader has the power to censor transactions, reorder them to their advantage, or even replace transactions with copycats that extract maximum value by replacing the sender's address with their own. For example if someone wants to capture an arbitrage opportunity between two onchain DEXes, they'll need to submit a transaction to the leader and trust that the leader won't simply copy the transaction and submit it themselves. But when there are two or more leaders, users whose transactions are censored by one leader will simply work with a different leader the next time around, eventually cutting off transaction fee flow to the extractive leader. Beyond just strict inclusion, in a multi-leader architecture validators are also forced to compete with each other on latency, because the leader who is fastest at disseminating users' transactions across the network will over time gobble up the largest share of the order flow. Transparent priority fees are a must, or a private mempool will emerge But in order to make this work, a multi-leader architecture must also offer users the ability to pay priority fees AKA "tips" or "bribes" to move their transaction to the front of the line: if there is a $5 arbitrage opportunity onchain, users need to have assurance that they if they pay a 4.99 priority fee to take that arb, they will get priority over a different user who is only willing to tip 4.98. If the native blockchain system does not offer this fair market priority fee mechanism, then it is only a matter of time before one spontaneously emerges in the form of a private mempool like Jito, which can create centralization pressures and undermine the integrity of the system as a whole. Competitive payment for order flow is the stable solution With the right architecture in place, the end result is a competitive environment where endpoints running maximum extractable value (MEV) bots compete with one to offer users the best price for their order flow. In other words, if a user wants to submit an order that can get sandwich attacked for as much as $2 of MEV, then the order should ultimately go to the endpoint bot that is willing to pay the user as much as $1.99 for the right to process their transaction. The price that the provider is willing to pay is ultimately a function of how much in priority fees they might need to pay to the current leader (0 they are the current one), but notably at each stage there is a competitive market for order flow, whether in the form of retail trader's orders, or priority fees among bots that might be forwarding orders to one of the leaders. AptosLabs is already building all this With a public mempool and transaction priority fees, Aptos additionally includes a pipelined architecture that already includes concurrent batching of transactions into blocks, with a single consensus leader who propagates the batched blocks out to the network. And the team is already researching running multiple instances of the consensus algorithm in parallel, yielding multiple consensus leaders who can compete with each other on latency and inclusion - just ask pranav | Shelby, Alexander Spiegelman, and Zekun Li. This means that block times can shrink as the number of consensus leaders grows, with each leader having its own geographical radius of inclusion beyond which it makes more sense to submit to a different leader. The starting point? Something like 60 ms blocks and 3 consensus leaders, partitioning the global information space into competitive and constantly-rotating regions of information inclusion. Messaging is important With concurrent pipelined transaction batching, a public mempool, priority fees, and a clear path to a multi-leader architecture, Aptos leads the industry in onchain trading infrastructure that can truly supplant the centralized colocation paradigm that has heretofore dominated global finance - by offering a truly superior product. And I am hopeful that this deep dive is the first step in communicating not how or that superior product is getting built, but what it means from a bigger picture perspective. If blockchains have found product market fit in anything, it is in trading, and the trading game can only be won by building the biggest, baddest, most high performance system that has as its north star a single, concrete goal: constantly reducing, ever lower toward zero, time time it takes to incorporate information from anywhere in the world into the global price discovery computer. Whoever does this, even 1 ms faster than the competitor, wins the price discovery game, as other blockchains are left in the dust, their DEXes arbed away to zero against the fastest chain on the block. And sure, the blockchain that can rise to this challenge can also handle useful things like payments, NFTs, or other solutions that benefit from permissionlessness and low gas costs, but I want to impress that at the core of this pursuit must be the urge to drive down information inclusion latency to the absolute minimum afforded by the laws of physics through a competitive, market-driven environment. I call on avery.apt 🇺🇸 , CTO of Aptos Labs, to lean in on this messaging, to make it clear that Aptos is here for this singular mission, to build the most performant price discovery engine in history, as a rallying call for alignment in development efforts across the ecosystem and broader industry. Where does this go? As the latencies drop, the spreads tighten, and the information inclusion increases with every incremental increase in network bandwidth, we can expect a new class of competing techno-financial hubs that aggregate around the world's largest information sources: New York, Washington DC, London, Tokyo, etc., commanding stake distribution commensurate with the density of information flow in these respective locales. With the right incentives in place, competing concurrent leaders will invest ever more in infrastructure to get their packets out to the network faster than the rest, yielding clusters of fiber optic cable around the world's financial hubs, neurons in the global financial brain connecting not just HFT firms to servers in their city, but connecting every city with every other city, to move pricing information across oceans and continents. And retail traders, who have been left out of the colocation game, will only benefit: this entire system gets faster, more inclusive, with tighter spreads and lower fees, and it is such an amazing opportunity to watch all of this unfold in real time. The future of blockchains is the future of trading, is the future of competitive information inclusion in real-time, is the future of truly unified global markets, because at the the core of this industry is a simple idea: connect the computers, and see where the incentives lead. They lead to this, and Aptos is leading the charge, because its tech is purpose-built for this exact purpose. So tell the world about it.

Alex Kahn

24,432 Aufrufe • vor 1 Jahr

Long rant, but worth it, please read & share. A bunch of businessmen, some quite famous, sit around a table discussing the "business of alcohol." So far so good. Alcohol is good business, a business that leech out others life. It rakes in money for governments through taxation & monopoly; and fattens the bank accounts of those behind the industry (like this round table group) and makes barons out of those who sell well. But when these businessmen, start glorifying their business of alcohol by equating it to "good healthcare intervention," it goes definitely into the realm of health misinformation, which is why, I have to keep discussing this absolutely garbage myth that "alcohol in moderation is good for you" and the absolute nonsense disclaimer to support that myth, which they call "drink responsibly." You know, first of all, it is easy for these rich men and women to glorify their alcohol business and discuss their high flying life, because "God" forbid, if they ever land with diseases related to alcohol - from strokes, to cancers to liver disease to mental health disorder - they can afford the best care out there. I treat alcohol use disorder and related acute liver disease, chronic liver failure and acute-on-chronic liver failure (the most devastating of them all with highest death rate without a timely liver transplantation) on a daily basis. I am not even saying "almost on a daily basis" - it is daily. Every single day from Monday to Friday - both in-patients, as well as out-patients. Patients and families struggle to make ends meet for proper healthcare because alcohol use destroyed their life savings. And by the time they find the funds to get things going, the patient is already on the ventilator and in multiple organ failure. They use the money to bury the dead person - killed by alcohol (normalized by round-table discussions like these) and the rest of the money, go toward the fatherless childrens education. Nice going? To claim drinking alcohol in moderation is good, is actually a crime. It is a crime towards humanity, it is not in good-faith --> it is in good-faith to run the business yes, because the many people who use it occassionally, move on to frequently, and then get dependent or "routinize" it. These businessmen have nothing to lose - because they have already put up a stupid disclaimer to get away with it - "drink responsibly." So it becomes the drinkers fault. But then is it really? Drinking alcohol is a choice. But drinking more alcohol becomes "not" a choice anymore. The first drink takes your brain. It reduces brain volume, gives you a dopamine kick, makes you happy. And then onwards, you are alcohol's slave. The drinks increase. Or a routine sticks. The alcohol controls your life. You have to drink to stay happy. And then the serotonin (the actual happiness hormone, not the pleasuring one like dopamine) cease to work inside your brain and the mental health disorder that follows will swallow you whole. You die. Your family is brioken. There is no money left. If you are lucky and rich like these people sitting around this table doing this nonsense of a podcast, then you may be able to afford a lifesaving organ transplant or healthcare intervention. There is no safe level of alcohol that is good for human health and every person who claims drinking in moderation is good for you, is actually an idiot, intellectually depleted and without any regard for fellow humans and lack compassion. No amount of alcohol is safe because it is not just a liver poison, it is systemic poison. It gets to every part of your body. Even single to lowest exposure can wreck your DNA and promote cancer formation. There is scientific evidence to this. ✅️ ✅ Any amount of alcohol can increase your chances of getting at least 7 types of dreadful cancers. ➡️ & ➡️ It is not just disease causing, but alcohol use is also a societal poison. It drives people into becoming menace to society, takes lives, wrecks havoc in homes and is the real widow-maker. Have you forgotten these so quickly? 🔴The 17-year-old Pune boy, son of a renowned real-estate developer Vishal Agarwal, spent a whooping Rs 48,000 in just 90 minutes in one of the two pubs he visited on Saturday evening where he consumed alcohol with his friends before ramming his Porsche Taycan into a motorcycle, killing two young techies. and this one? India’s alcohol deaths are higher than China; per capita consumption is set to rise: WHO And please allow me refresh your memory about this patient of mine. Rich business people can sit around a table and discuss the business of alcohol and the "best alcohol" that they savor and falsely glorify and normalize alcohol use among youth, but end-of-the-line physicians like me have to bear the brunt of their intellectually deficient, a humanism lacking stupid conversations. "The 4th Laddu": Doctor Shares Emotional Post About A Patient Who Touched His Heart Also banning alcohol has NOT led to economies go into shambles. For example a recent study in the Lancet Regional Health showed that "strict alcohol regulation policies may yield significant population level health benefits for frequent drinkers and many victims of intimate partner violence." In fact, "economic savings and health benefits from reduced alcohol consumption may be substantial—particularly in the health sector with reduced alcohol-related disease and injury." So please chuck that idea that "banning/ limiting or reducing alcohol sales" actually desroys economies. In fact it improves it because you get a helathier population. See the Nordic Schema: “A comprehensive ban on alcohol marketing, enforced at the national and local level, is a best practice for reducing alcohol sales and consumption." - which means, podcasts like these, which glorify alcohol use and market it indirectly must also be burned to the ground and held accountable. There is no healthy or safe alcohol. There is no best alcohol. Alcohol is ethanol, which is a systemic and societal poison. Do not glorify it. And this why there is no "responsible drinking," because you cannot advice people to "drink poison responsibly." Podcast discussions like these are helping no one here. Please, do something that actually helps people out here. Do something good for the society, instead of goofing up like this. No one asked for this absolute bonkers of a podcast topic. Irresponsible. The whole team. For a realistic detailed discussion on alcohol and its effects on the body and why we must avoid it at all costs, please see my deep discussion with Ranveer Allahbadia here: And on that final note, I must confess that the title of podcast series (video below) was perfectly named: WTF.

TheLiverDoc™

350,658 Aufrufe • vor 2 Jahren

OPERATION INDIGO SKYFALL (SKYNET) (Update 6/11/25) While Operation Indigo Skyfall is a program by the Anunnaki specifically to turn the global atmosphere into an electrolyte solution 'motherboard' that powers Skynet that's already fully online as of May 2020, it was preceded by a decades-long 3-pronged assault against the pineal glands of humankind. The thrust of all three programs combined are all about disconnecting people from their higher selves and to vastly reduce their intellect quotient to make them easily controlled, prior to the launch of Skynet. Understand the intense investment that has been funneled into destroying the very beings that paid the taxes (loosh) to fund these programs is more than the gross domestic products of multiple countries combined. At minimum, trillions $ pr year in 2025 dollars, for more than 80 years. If you’ve ever seen chemtrails in your skies, you’ve seen one of these programs in a bold, in-your-face, broad-daylight fashion. THREE-PRONGED ATTACK PREPARING FOR SKYNET #1 FLUORIDE = WATER CONTAMINATION In its first installation of what would ultimately become a nation-wide invasion of every metropolis, city, town and mud puddle in the US, fluoride was added to public water in Grand Rapids in 1945 to ‘fight tooth decay’. Problem is, fluoride is actually nuclear waste used as rat poison. It is a known neurotoxin more harmful than lead & likened to the toxicity of arsenic for more than 100 years, causing brain damage, spinal cord & nerve networks destruction and has never been shown to diminish the onset of tooth decay. Which every dentist in the country would have banded together to put a stop to back then if it really did that. So who decided to put THAT into your drinking water exactly? Andrew Mellon, 33rd degree Scottish Wrong Freem@son. Shocking Dangers of Fluoride: cancerwisdom dot net; "There has never been a double-blind, randomized clinical trial for fluoridation's effectiveness." [In reality, fluoride itself has been shown to damage teeth in a totally different way than we get through eating, known as fluorosis. Also in reality, all tooth decay is 100% of the time, parasites, not ‘rot’. They say sugar rots teeth; which is a lie. Sugar is a primary food of parasites, along with heavy metals. When you eat sugars then fail to immediately brush & floss, the parasites already in your body (and there are at least millions) rush to the crevices of your palate then wind up burrowing into your teeth’s (actual crystals) valance bands, further destroying them each time the parasites defecate. Anytime you eat anything sugar or sweetened, ALWAYS mix it with an antiparasitic & immediately brush, or rinse your mouth with hydrogen peroxide afterward, never with mouthwash, which is also poison. I will be covering this extensively soon in my new article: 👉PARASITES] As explained in greater detail below in the whistleblower video, fluoride was used by the N@TZIs (Ashke-N@TZI Crypto J3ws that took over Germany then lead that country into WW2, posing as actual Germans, which they absolutely were not. See my article: 👉GERMANY WON WW2 for more) in concentration camps in the 1930s-40s to make prisoners docile. How does that work? Fluoride accumulates at, and attacks, the pineal gland of your body. This is the ‘antenna’ connection to your higher self that generates your reality. The pineal gland then fights back the fluoride toxin, moving it just outside of its ‘theater of the mind’ and surrounds it to seal it off from attacking. This builds up a ‘calcification’ around the pineal gland, which acts as an insulator blocking your signal to the Primal Sound & Light Fields of the Deity Planes where your higher self has always been positioned, inside what is known in human terms as the Unified Field. [For more on the key function of the pineal gland, see my article: 👉 HOW THE HOLOGRAPHIC SIMULATION WORKS] #2 OPERATION INDIGO SKYFALL = AIR CONTAMINATION (not to be confused with Operation Indigo SkyFOLD which is just another red herring distraction to overcome the dissemination of the truth of this existential threat to all mankind.) Beginning as far back as 1972, Operation Indigo Skyfall chemtrail program is one of the most brutally-compartmentalized & ferociously classified operations of all-time. So secret, the tens of thousands of chemtrail jets across the world don’t even land on the continental United States, but refresh their death dust exclusively on private islands, outside of enforced laws. The first part of this program where strontium, barium & aluminum microparticles are being dumped onto all of the lands of earth that kill all life forms, including the trees and forests, is the obvious portion of your extermination, and even that is only a fraction of the story being applied to depopulate the plane(t) from reportedly 8B people (this is a lie, it was less than 5B in 2019) to just 500,000. The heavy metals being reported by laboratories are merely assaying the minerals themselves, not looking deeper into what’s really going on. In reality, these are the minerals used in the manufacture of nanites that are often no larger than just 4 molecules in size. Each one programmed on a quantum level to interconnect with one another, forming larger and larger computer nodes, just like the massive white ‘antennas’ being removed from millions of clot-shot victims around the world since the final push to bring this program to completion began with the ‘Covid’ attempted genocide using mRNA bioweapons. Prior to the huge blood-clots (invasive man-made prions to take over the full functioning of the body) now being retrieved from cadavers and patients suffering this biological invasion, chemtrail direct effects were known as Morgellons Disease where tiny wire-like structures were coming out of people’s skin. However, the ‘disease’ gaslighting was exposed when laboratories began placing them under powerful microscopes and finding they were individual nanotbots ‘holding hands’ to make up the ‘wires’ that were now growing inside people’s bodies. Once zoomed in using scanning electron-microscopy to each one, they not only found the NAME of the companies behind each model, but even serial numbers printed in quantum-dots on their structures. You might recognize this one that clearly says NASA on its surface. The program of chemtrail nanites is to infiltrate the immune system of the human body and generate immunodeficiency so you are unable to fight off diseases and viruses. But there is another, even more primary mission for those molecular-sized robots; to collect at your pineal gland causing calcification and thus not only disrupting your entire system, but placing a crystalline ‘shell’ around it to cut off your ‘spiritual’ access to your higher self. Think of it like scrambling the signal of your cellphone if you had a direct line to ‘god’. As an aside, Cody Snodres, the independent contractor for the C 👁️A of 20 years & hero whistleblower that broke the story of Operation Indigo Skyfall in 2018 in the video below, mentions pathogens being added to chemtrails. These have been solidly identified by labs as recently as a few months ago in late 2024 & again in Jan of 2025 when entire cities were enveloped by huge, totally dry, fog banks of particulates dropped from the skies that caused countless deaths from pneumonia. Referred to by people as ‘Dragon Fog’, the pathogens are actually Serratia Marcescens bacteria (another word for parasites, pathogens, microorganisms & viruses). While I’m sure there have been other parasites added to chemtrails that attack the immune systems of humans and animals other than Serratia Marcescens, this particular species has been used by mil operations now as an ideal biological weapon and regularly upgraded now for many decades. Stay with me, I’m getting to Skynet, but first I have to show you some of the foundational elements of how the invader races have reached this point where humans would have become so mentally effected by this unthinkably massive-scale attack on your pineal gland, they would become psychologically and emotionally unable to fight back, even if they ever did look up in the sky and cognitively register the fact that contrails (endothermic sublimation or ‘fog’) emitted by the compressed-air turbines of jets dissipate in about 8-20 seconds, not hang in the air for hours and hours. [And for those now wondering what I mean about jets using compressed air as forward thrust in commercial passenger jets, that’s a story that is going to surely hack you off when you find out that passenger jets have always been levitation/time crafts since they were introduced to the public in the 1940s. They don’t run on fuel, but on high-altitude atmospheric neutrino-to-ion conversion harvesting (also known as ‘Secondary Emissions’ as well as ‘Neutrino Events’). So every ‘fuel increase’ markup for local and international flights has always been absolutely made-up, since what they run on is eternally-free energy. See my article for more: 👉JET FUEL HOAX] #3 M0NSANT0 = FOOD CONTAMINATION This company does *not make better-performing corn & veggies: it is a bioweapons company. John Francis Queeny, a Freem@son, that founded this genocidal operation in 1901 produces 90% of the world’s genetically-altered seeds & is responsible for developing Agent Orange, a defoliant used during the Vietnam War, containing a highly toxic chemical known as dioxin that caused permanent health issues for thousands of war veterans. Later it used this same type of murderous chemical in Roundup to k!ll weeds around your home, coating your world with glyphosate that changes the sex in frogs and turns them ghey and sterile. Guess what other life forms it changes the sex in and makes them sterile? Ever witnessed the most celebrated triathlete of the 20th century suddenly pop up and claim he was now a ‘woman’? How about watching as our youngest generation enters the workforce, most of whom don’t even know what sex they are? That’s your M0nsanto working hard to ensure the human race is eradicated from the all-queer-all-the-time world Freem@sons envision as their true utopia in the “500m sustainable population” as etched into granite on the Georgia Guidestones. A number mirrored by United Nation’s Agenda 2030 to be achieved by the year 2050. Their goal is literally 👉your depopulation and those that are left, will be 100% ghey. Diddly Parties nightly! GMO foods that are grown using M0nsanto’s “Roundup Ready” fertilizer that is made with glyphosate toxins are absorbed by the gut and then travel directly to the pineal gland. This is the Anunnaki’s ‘Trifecta’ attack on your most precious organ of your body. The very organ that dictates all the parameters of your reality held within your Krystal Seed Atom Keylon you enter into manifestation with, commonly referred to as your ‘soul’. In more accurate terms, your Krystal Seed Atom is like a Bluetooth module that tethers your awareness from your higher self in the Primal Sound and Light Fields of the Deity Planes, to your physical avatar here on the ground through the wireless ‘pale silver cord’. The Krystal Seed Atom is located in the middle of your pineal gland. [For more on the Krystal Seed Atom, see my articles: 👉THE HISTORY OF THE CHIMERA, & 👉THE KEYS TO HEAVEN] As Cody points out in the video, this is not a matter of hitting your pineal gland with three doses of toxins, but because of how these three chemicals of fluoride, nano aluminum & glyphosate interact with each other, creates synergy, or a dynamic magnification of the toxicity effect by a factor of 125x greater than any one individual dose would achieve. This makes the Trifecta assault astronomically devastating to your connection to the pale silver cord and your wireless connection to the ‘real’ you that’s running your avatar in the deity planes. Sort of like taking your 4 yr old to the mall and just letting them go on their own. Now, with your virtually disabled pineal gland reality-casting component out of the way, enter the true teeth behind Operation Indigo Skyfall; Skynet. SKYNET This is a subject I won’t be able to offer much tangible, solid evidence on, as it goes deeply into quantum physics. All of which terms describing each step in the chain to achieve ‘if this, then that’, are shielded from public understanding by design. The power of computers is vastly beyond what the human mind has been given the ability to process, also by design. [As I’ve covered before, the Chimera brain you work with now, since the total body-invasion of the garden of E-Dan drama, is fitted with breaker switches that are designed to keep certain subjects hidden from your reality-view. When exposed to any of these, a switch is thrown at the base of the brain within the totally counterfeit ‘reptilian brain’ that introduces feral, animalistic type of wavelengths into your thought processes. The switch then disengages your sentient thoughts, shutting off either temporarily, or permanently, your processor (brain). Simply put: if you see a creature you’re not supposed to, or other ‘proprietary’ mechanisms of the invader races (which are in fact all around you every minute of everyday) that doesn’t fit with the ‘Mayberry RFD’ Chimera Reality simulation overlay, or if you experience too much trauma, you will simply black out, delete that memory when you wake up, or in extreme cases, pass away from fright. The realm of quantum computing will have the same effect on humans as well. You might learn all about the subject, but secretly in the background your memories will strangely be deleted next time you come back to it, unless your cells vibrate at a higher resonance than 7.83Hz. [For more on the inorganic organs now in our bodies, see my article: 👉HUMAN ALIEN IMPLANTS] Nonetheless, I can simplify the thrust of Skynet for you in broad terms here. Just understand that Skynet was explained to me in person by the keeper. I didn’t make Skynet up on my own, I wasn’t prompted by the Skynet mentioned in the documentary series The Terminator, and I certainly wasn’t prepared to learn there could be something as all-powerful reigning over our world. Chemtrails, besides dropping immune-system pathogens on you, cutting off your connection to your higher self through nano aluminum particles, contains other metals (nanites) that act together like salts in a body of water, turning the sky itself (also water, just very thinned down) into an electrolyte solution, meaning it can now conduct signals, just like a motherboard on a computer. The hard drive and RAM are already there in the form of deuterium microcrystals, absolutely saturating our skies at all times. Each crystal can be used for different applications, and many of them connected together through lensing (similar to network covalent bonding them together) can be combined to do heavy tasks, such as create hurricanes, floods, gale-force winds, everything you would ascribe to mother nature. But more than just that, Skynet is a ‘sentient quantum computer’ as explained to me, that can identify every person on earth instantly anywhere they are, because it is quantum-entangled to each person’s own unique DNA resonant frequency. This gives Skynet access to not only record every word you say, but every thought you think. This is done through Bloch Chain (Bloch Sphere entanglement technology that civilians call ‘blockchain’) through using each person's blood samples from the bottom of their Long Form Certificate of Live Birth taken at the hospital, and further from 81.3% of the world population who took the convid tests that were also secretly the actual jab itself, in addition to genetic harvesting. Genealogy companies like 23andMe also provide genetic materials to Skynet to make it possible to not only track you, but 'turn you off' if you're from a bloodline the highest-up ETs don't want here. Further, its able to simply 'shut off' any part of your body, taking over complete control like an RC car, or, simply turn it off as mentioned a moment ago, as in unalived. And do so instantly no matter where they stand on or in earth. Since you are already a radio-controlled bioelectronic device, any cell in your body can be turned into anything, including c@ncer, or any disease you can name. It can also be turned into poison itself. [For a small addition to this topic, see my article: 👉SKYNET] NAME OF THE OPERATION Cody summarizes the name of Operation Indigo Skyfall as having come from the fact that all of the chemical effects it produces in the human body are focused to the pineal gland, and, in the energy centers of the 7 main chakras (these are toroidal energy generators along the spine and skeletal structure) that cast off differing colors of light as seen through photometers or electromagnetic frequency analyzers that are used to detect biophotons, the Third Eye chakra emitted by the pineal gland is factually Indigo in color. So that’s what inspired this name of the operation. However, I would like to submit a different theory that links to the human Third Eye chakra, but actually originates from a different target: Indigos themselves. There are 500,000 ‘b00ts on the ground’ Indigos that have been assisting humans during their time of captivity now for hundreds of millions of years. You have called us witches & warlocks in the past, medicine men/women, Sufis, the Whirling Dervish, Indigos, Starseeds, Rainbow Children and many others, including Djedi Knights in more ancient times. They are actually known as the Guardian Alliance of the Emerald Covenant, peace-keepers of the ‘Turaneusiam’ Human Elohim Project. Indigos come into earth’s realm mind-wiped and alone, just as humans do. All they bring with them are slightly higher clair abilities they can use to fight an invisible war protecting the developing avatars from as much torture as they would otherwise experience. There is no group alive the invader races are more concerned about than Indigos, as if unified, there is no force on this plane that could stop them, and the invaders know it. What they fear is our higher frequency that gives us access to ‘cellular memory’ that tells us we’re ‘on mission’ and the instinct of how to serve our roles. That is why Indigos are hunted down since before they are even born, by tracking their frequency, which is 250x higher than that of the Human Elohim. We are harvested for gov programs beginning at the time of birth & given to high ranking gov and Freem@son officials to raise and torture through MK-Ultra abuse, given friends, lovers & mates who are secretly handlers that torture us even more to keep us in line, and in many cases are abducted and placed into stasis in chambers such as at Project Stargate inside Cheyenne Mtn (N0RAD) as mentioned recently by the AI hybrid Agent Mockingbird stated from above-top-secret records there are tens of thousands of our ‘primary bodies’ being held there, sometimes then cloned as physical worker slaves, & sometimes our awarenesses are simply uploaded as ‘nodes’ into computer systems. My primary body is there right now in fact, and has been since the 1970s. I believe this is the genesis of the name Operation Indigo Skyfall, as we are their biggest threat. And since the 7.83Hz Hypnosis Program doesn’t work on us to render us totally disconnected from our higher selves like it does on humans, to me this makes more logical sense. You can decide that on your own. [For more on this subject, see my article: 👉7.83Hz HUMAN HYPNOSIS] The apocalypse we are in now is the final battle on Tara earth prior to the separation, so absolute, total control over the life force is critical to the Anunnaki to maximize the number of signature spirit essences who will be going with them to their new prison host in the Weasadrax time matrix. [For more on the separation and destinations, see my articles: 👉THE SEPARATION & also 👉DESTINATIONS AFTER THE SEPARATION] See Video: Operation Indigo Skyfall - Cody Snodgres👇 - On X, to search for my articles, simply type in the name of the piece, enter one space, then from: plus my username in parenthesis such as shown here: CASTING THE APOCALYPSE (from:iontecs_pemf) Off-site, you can look up any of my writings through this link below for my other more than 120 recent articles and many thousands of comments on X, regularly updated thanks to Justin This message will only be seen by your eyes if not shared, and if you want to reference this article again later, you will need to cut and paste it in your own notes off line, as it will surely be erased. This is the most accurate translation of these events I am aware of at this time.

W.R. Schock, QBD

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$NWBO #𝗗𝗖𝗩𝗮𝘅-𝗟: 𝗧𝗵𝗲 𝗘𝘃𝗶𝗱𝗲𝗻𝗰𝗲 𝗶𝗻 𝗣𝗹𝗮𝗶𝗻 𝗧𝗲𝗿𝗺𝘀 A short, plain-language reading of the survival evidence for DCVax-L in #glioblastoma, and what it means under the MHRAgovuk guideline on external control arms. 📊 𝗣𝗔𝗥𝗧 𝗢𝗡𝗘: 𝗪𝗛𝗔𝗧 𝗧𝗛𝗘 𝗧𝗥𝗜𝗔𝗟 𝗙𝗢𝗨𝗡𝗗, 𝗔𝗡𝗗 𝗪𝗛𝗬 𝗜𝗧 𝗠𝗔𝗧𝗧𝗘𝗥𝗦 DCVax-L more than doubled five-year survival, and the benefit is durability: a subset gets lasting disease control and simply stays alive. 💉 𝗪𝗵𝗮𝘁 𝘁𝗵𝗲 𝗱𝗿𝘂𝗴 𝗶𝘀 DCVax-L is a personalized cancer vaccine for glioblastoma, the deadliest form of brain cancer and a designated orphan disease. It is a living drug: its active ingredient is the patient's own immune cells, primed with proteins from that patient's surgically removed tumor, so the immune system learns to attack the cancer. Unlike a chemical drug that is metabolized and cleared, it switches on a living immune response that keeps working long after the injection. Glioblastoma comes back in almost everyone: even with the full standard of surgery, radiation, and temozolomide chemotherapy, most patients live under two years, and only about one in twenty reaches five. DCVax-L is given on top of that standard care, not in place of it: every patient in the trial received surgery, radiation, and temozolomide, and the vaccine was added to it, so the comparison measures what the vaccine adds. For two decades, nearly every new drug tried in this disease has failed. That is the backdrop against which any positive result must be judged. 📈 𝗪𝗵𝗮𝘁 𝘁𝗵𝗲 𝘁𝗿𝗶𝗮𝗹 𝗳𝗼𝘂𝗻𝗱 In a Phase 3 trial of 331 patients, those who received DCVax-L lived longer. At the median the gain looks modest, about three months (19.3 versus 16.5). The number that matters sits at the far end of the survival curve: more than twice as many vaccine patients were alive at five years, 13.0% versus 5.7%, and a few reached ten years in a disease that usually kills within three. In patients whose tumor had already returned, the effect was larger still, cutting the risk of death by about 42%. 👥 𝗘𝘃𝗲𝗿𝘆 𝗴𝗿𝗼𝘂𝗽 𝗯𝗲𝗻𝗲𝗳𝗶𝘁𝗲𝗱, 𝗲𝘃𝗲𝗻 𝘁𝗵𝗲 𝗵𝗮𝗿𝗱𝗲𝘀𝘁 𝘁𝗼 𝘁𝗿𝗲𝗮𝘁 The benefit was not confined to the easy cases. Of the six prespecified subgroups the trial examined, every single one favored DCVax-L, and there was no group in which it did worse than standard care. The largest gains came in patients whose tumors carry MGMT methylation, who reached a median survival of 30.2 months from randomization against 21.3 for the controls. But even the hardest-to-treat patients, whose tumors lack that methylation, resist standard chemotherapy, and carry the worst prognosis in this disease, still came out ahead with the vaccine, at a hazard ratio of 0.93. A treatment that helps across the whole population, and helps most where the biology is most favorable, is acting like a real drug. 📉 𝗪𝗵𝘆 𝘁𝗵𝗲 𝗺𝗲𝗱𝗶𝗮𝗻 𝗵𝗶𝗱𝗲𝘀 𝘁𝗵𝗲 𝗿𝗲𝗮𝗹 𝘀𝘁𝗼𝗿𝘆 That five-year number is the whole story, and the median buries it. Almost every treatment that ever helped in glioblastoma did the same modest thing: it slid the survival curve a few months to the right, then let it fall back. Doubling five-year survival is different in kind. A three-month gain at the median cannot, by itself, double the fraction alive at five years. The only shape that produces both numbers is a split: most patients get the small delay the median measures, while a subset gets durable disease control that lasts for years, well past where glioblastoma should have ended them. That subset is the long tail of the curve, and it is where the benefit lives. A median ignores extremes, the way a town's median income tells you nothing about its millionaires. The real story is not a longer delay; it is that a meaningful share of patients simply stay alive. 🧬 𝗪𝗵𝘆 𝘁𝗵𝗲 𝗯𝗶𝗼𝗹𝗼𝗴𝘆 𝗽𝗿𝗲𝗱𝗶𝗰𝘁𝘀 𝘁𝗵𝗶𝘀 𝘀𝗵𝗮𝗽𝗲 The tail is not luck. It is what this biology is built to produce. The vaccine carries proteins from the patient's own tumor, so it aims the immune system at whatever that tumor is made of, not a fixed short list of targets. And it amplifies: one trained immune cell drives many others that multiply into cancer-killers. Andres Salazar, the neurologist who developed poly-ICLC into the clinical adjuvant given with the vaccine, puts it in a line: you start the fire, and you keep it burning. A response like that does not produce a one-time bump. It builds and widens over time. What matters is not just that a response forms, but what kind. Dendritic cells are the immune system's master switch for that, the cells that set what kind of attack the body mounts, and this vaccine is built from them. It drives what immunologists call a type 1 polarized response: an interferon-driven, cytotoxic program aimed squarely at the tumor. That direction comes from the vaccine itself; the poly-ICLC adjuvant given with it drives the same interferon program and sustains it. That is the active ingredient, and it has been measured. In UCLA studies of this approach, the patients whose immune systems mounted the strongest interferon response lived the longest. The response also spreads. In a different cancer, a vaccine carried on this same poly-ICLC adjuvant drove more than 70% of a patient's cancer-killing T cells to target proteins that were never in the vaccine: the immune system outgrew its original targets and went after the rest of the tumor on its own. This is called epitope spreading, and it is not particular to one tumor; it is what this kind of response does, and it is the kind of response DCVax-L builds. That breadth is the likeliest thing separating the long-term survivors from everyone else, a response that breaks past its targets and clears the disease rather than one that stays caged and stops. There is even a tell in who benefits most: the effect is largest in tumors whose biology builds up more mutations under chemotherapy, and more mutations mean more targets for a whole-tumor vaccine to find. The same logic explains what the vaccine is not, and what it does not need. Checkpoint inhibitors, the drugs that release the immune system's brakes, have failed on their own in glioblastoma because there was no active response to release; the vaccine supplies that response first. That makes the vaccine the natural foundation for combination therapy. Combining it with its poly-ICLC adjuvant, made by Oncovir, has already shown meaningful survival gains in a published analysis. In the pivotal trial, the vaccine's proven benefit came added on top of standard chemotherapy and radiation; the newer question is how much the immune response can carry on its own. A UCLA trial is now testing that in patients whose tumors have returned, adding #Keytruda (pembrolizumab), the checkpoint antibody from $MRK, in a regimen built entirely around the immune response with no chemotherapy or radiation in it at all. Its interim survival curve shows the shape the biology predicts. In the arm given the vaccine and Keytruda together after surgery, the curve does not fall away but flattens into a plateau, with roughly 65% of patients still alive well past the point where recurrent glioblastoma kills nearly everyone. That plateau is the signature of a response that took hold and lasted, the type 1 attack forming durable immune memory so that once the disease is controlled it stays controlled. That is where this points, and where it is already arriving, a treatment that works through the response itself, one that could in time lean less on the harsh radiation and chemotherapy that have defined glioblastoma care and barely moved its survival. These are interim results, from Prins, Cloughesy, and Liau at UCLA. 🔍 𝗣𝗔𝗥𝗧 𝗧𝗪𝗢: 𝗜𝗦 𝗜𝗧 𝗥𝗘𝗔𝗟? The trial was randomized, an independent experiment shows the outside comparison is trustworthy, and every separate check points the same way. 🤔 𝗧𝗵𝗲 𝗼𝗯𝗷𝗲𝗰𝘁𝗶𝗼𝗻, 𝗮𝗻𝗱 𝘄𝗵𝘆 𝗶𝘁 𝗺𝗶𝘀𝘀𝗲𝘀 𝘁𝗵𝗲 𝗺𝗮𝗿𝗸 So much for what happened; the harder question is whether to believe it. The trial has the feature critics attacked: it could not keep a normal placebo group, because patients assigned to placebo were allowed, by design and by medical ethics, to switch to the vaccine once their cancer returned, and almost all did. That erased the internal comparison, so survival was measured against closely matched patients from other completed trials, an approach called an external control, which critics argued could tilt toward the vaccine. What the objection misses is where the randomization went. This was a randomized, blinded trial. The patients who got the vaccine were assigned to it at random, not hand-picked, so the treated group is an ordinary slice of the trial population, not a favorable one. The crossover removed the placebo group but never touched how patients were assigned. That leaves exactly one place for bias to enter, the outside comparison group, which is precisely what the next checks test. ✅ 𝗧𝗵𝗲 𝗰𝗵𝗲𝗰𝗸 𝘁𝗵𝗮𝘁 𝗺𝗮𝗸𝗲𝘀 𝗶𝘁 𝘁𝗿𝘂𝘀𝘁𝘄𝗼𝗿𝘁𝗵𝘆 Before trusting a scale to weigh something unknown, you confirm it reads zero with nothing on it. That is what the calibration does, and it is the strongest part of the case. A separate, independent randomized trial called INSIGhT was run through the very same external-control method, and it gave two answers. First, three experimental drugs that had already failed were run through it, and it correctly found nothing (hazard ratios of 1.00, 0.93, and 0.88): the method does not manufacture a benefit where none exists. Second, INSIGhT's external controls were set head to head against its own randomized internal controls, and they were statistically indistinguishable. In this disease, an external control reproduces the answer a real randomized control would have given, and because that trial belonged to a different group, no one can say a sponsor graded its own work. The one place bias could enter, the control side, is the one place an independent randomized experiment certified as clean. There is a deeper fit worth naming, and it is what makes the two halves of this case one. The same instrument that reported those three failures as failures reads the vaccine as a success, and the biology says why: those drugs could not hold a tumor this varied, and the vaccine builds the broad, lasting response that finally does. One method, opposite readings, and one mechanism behind both. The statistics and the biology are not two arguments. They are the same argument seen twice. 🃏 𝗪𝗮𝘀 𝘁𝗵𝗲 𝗰𝗼𝗺𝗽𝗮𝗿𝗶𝘀𝗼𝗻 𝘀𝘁𝗮𝗰𝗸𝗲𝗱 𝗶𝗻 𝘁𝗵𝗲 𝘃𝗮𝗰𝗰𝗶𝗻𝗲'𝘀 𝗳𝗮𝘃𝗼𝗿? A natural worry is that the outside comparison was arranged after the fact to flatter the vaccine. The trial was built to prevent that. The patients to compare against, and the rules for matching them, were fixed in writing before anyone saw results, and an independent firm, not the company, chose the comparison trials against those rules. The trial also switched its main measure partway through, from delaying tumor growth to overall survival, but that was not a maneuver: immune treatments cause a harmless swelling that mimics tumor growth on scans and made the growth measure unreliable, and the switch was made while everyone was still blinded. Three further checks point the same way. Survival in this disease has not improved over the years the comparison spans, so same-era controls are sound. When the borrowed controls were tested directly, the comparison came out conservative rather than flattering. And the controls were counted from the same point in the disease as the vaccine patients, so neither side got a head start. Where the comparison can err, it errs against the drug. 🔬 𝗧𝗵𝗲 𝗺𝗼𝗿𝗲 𝗰𝗮𝗿𝗲𝗳𝘂𝗹 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗺𝗮𝗱𝗲 𝘁𝗵𝗲 𝗯𝗲𝗻𝗲𝗳𝗶𝘁 𝗯𝗶𝗴𝗴𝗲𝗿, 𝗻𝗼𝘁 𝘀𝗺𝗮𝗹𝗹𝗲𝗿 The first comparison used whole groups. A sharper one became possible once patient-level records from three other trials could be obtained, pairing each vaccine patient with controls matched on the traits that drive survival in glioblastoma, above all MGMT methylation status, matched exactly, plus age, sex, extent of surgery, residual disease, and performance status. When the comparison got sharper, the benefit grew in every one of these analyses. The original cohort-level estimate was 2.8 months. Patient-level matching across the three trials put the gain between 3.4 and 6.3 months, and a method that weights patients rather than pairing them put it between 3.4 and 4.3, with several of the matched comparisons roughly doubling the original figure. The hazard ratio moved the same way, from 0.80 to between 0.69 and 0.77. The direction matters. A real effect blurred by crude matching gets clearer when the matching improves, while a biased one tends to shrink. It got stronger. 🕵️ 𝗛𝗼𝘄 𝗺𝘂𝗰𝗵 𝗵𝗶𝗱𝗱𝗲𝗻 𝗯𝗶𝗮𝘀 𝘄𝗼𝘂𝗹𝗱 𝗶𝘁 𝘁𝗮𝗸𝗲 𝘁𝗼 𝗲𝘅𝗽𝗹𝗮𝗶𝗻 𝘁𝗵𝗶𝘀 𝗮𝘄𝗮𝘆 A fair question is how much hidden bias it would take to erase the result. Statisticians measure that with the E-value, and here a hidden factor would have to be about as strong as age is on survival, would also have to drive who received the vaccine, and would have to have escaped the decades of research that mapped every known risk factor in this disease. A second, independent check, Rosenbaum's Gamma, comes at it from the other side, asking how large an unseen imbalance between matched patients it would take to break the result, and it reaches the same verdict. Every factor strong enough to matter was already matched. A hidden one that clears that bar is not plausible. 🔒 𝗪𝗵𝘆 𝘁𝗵𝗲 𝗿𝗲𝘀𝘂𝗹𝘁 𝗶𝘀 𝗵𝗮𝗿𝗱 𝘁𝗼 𝗳𝗮𝗸𝗲 The strongest point is not any single result. It is that a hidden bias big enough to explain the effect away would have to produce the same answer in every independent test at once: • The independent randomized calibration trial. • Three separate comparison trials, drawn from different studies. • Two different statistical methods that handle the data in different ways. • A separate pooled analysis of other dendritic-cell vaccine trials. • The internal math of the survival curve, which points to the same result (about 0.71 at five years) that the patient matching found. And it would have to fall in the exact direction the biology predicted before any data existed: a slow, widening benefit concentrated in long-term survivors. A single hidden factor that could forge all of that at once is not a hidden factor. It is a coincidence that does not happen. 🩺 𝗣𝗔𝗥𝗧 𝗧𝗛𝗥𝗘𝗘: 𝗪𝗛𝗔𝗧 𝗜𝗧 𝗠𝗘𝗔𝗡𝗦 The drug is nearly free of harm, the evidence fits an established and approved regulatory path, and what remains unrun changes nothing about the case. 🛡️ 𝗧𝗵𝗲 𝘀𝗮𝗳𝗲𝘁𝘆 Two things decide whether a real effect reaches patients: whether the drug is safe enough to use, and whether regulators will accept the evidence. The first is settled. Across 2,151 doses, only five serious side effects were even possibly related to the vaccine, with no autoimmunity and no cytokine storm. It is made once, in about eight days, then stored and given as a simple injection. When a treatment barely harms, the benefit needed to justify it falls, and the benefit here clears that lower bar easily. ⏳ 𝗪𝗵𝘆 𝘁𝗵𝗲 𝘀𝘁𝗿𝗼𝗻𝗴𝗲𝗿 𝗱𝗮𝘁𝗮 𝗮𝗽𝗽𝗲𝗮𝗿𝗲𝗱 𝗼𝗻𝗹𝘆 𝗻𝗼𝘄 A reasonable person asks why the sharper analysis appeared in 2026 and not in 2023. The answer is access, not choice. The patient-level analysis was written into the trial's plan from the start, to run if and when the data could be obtained. The company tried and could not get it in 2023, because the trials that held it had not released it; it became available later through a data-sharing repository, on the data owners' timeline, not the company's. The stronger analysis was always the plan. It was waiting on data that other parties control. 🔄 𝗣𝗮𝘁𝗶𝗲𝗻𝘁𝘀 𝘄𝗵𝗼𝘀𝗲 𝗰𝗮𝗻𝗰𝗲𝗿 𝗿𝗲𝘁𝘂𝗿𝗻𝗲𝗱 𝗮𝗹𝘀𝗼 𝗯𝗲𝗻𝗲𝗳𝗶𝘁𝗲𝗱 The vaccine helped not only newly diagnosed patients but also those whose tumor had already come back, and there the effect was the largest seen anywhere in the trial. In that group, median survival ran 13.2 months from recurrence against 7.8 for the controls. The separation opened immediately, with 90.6% of vaccine patients alive at six months against 64.0% of controls, and the lead held to the later marks, where survival more than doubled: 20.7% against 9.6% at two years, 11.1% against 5.1% at two and a half. These are the original cohort-level results, already published. The high-resolution patient-level matching that was applied to the newly diagnosed group has not yet been done here, for a practical reason: it needs patient records from other recurrent-cancer trials, held by a European research organization that shares them through its own formal request. Obtaining them is a routine next step, not an obstacle, and the newly diagnosed experience suggests the sharper analysis would only make the recurrent result stronger. The approval case rests on the newly diagnosed evidence, so nothing important depends on this step; it would simply sharpen a result that is already the strongest in the trial. 🏛️ 𝗪𝗵𝗮𝘁 𝘁𝗵𝗶𝘀 𝗺𝗲𝗮𝗻𝘀 𝗳𝗼𝗿 𝗮𝗽𝗽𝗿𝗼𝘃𝗮𝗹 Regulators do not treat an external control as a first choice, but the MHRA's guideline allows it in exactly this situation: a severe disease where a placebo trial is not ethical or feasible, and an effect large enough to interpret despite the design. The guideline even gives its own worked example of an acceptable external control, and it reads almost like a description of this trial: a rare disease, no ethical placebo, same-era standard-of-care controls, an objective survival endpoint, and an effect too large to blame on bias. DCVax-L fits on every count, and it was the first medicine ever to receive the MHRA's Promising Innovative Medicine designation, which asks essentially the same questions. The newly diagnosed case carries the decision on its own evidence, and regulators weigh that evidence against the disease it treats: in a cancer this lethal, with nothing better on offer, the question is whether the benefit is large, clear, and consistent enough to act on, and a benefit of this size, pointing the same way from every direction, is. 📜 𝗧𝗵𝗶𝘀 𝗵𝗮𝘀 𝗯𝗲𝗲𝗻 𝗱𝗼𝗻𝗲 𝗯𝗲𝗳𝗼𝗿𝗲, 𝗮𝗻𝗱 𝗮𝗽𝗽𝗿𝗼𝘃𝗲𝗱 External controls are not a novelty invented for this drug. Over the past two decades they have factored into roughly forty-five drug approvals by the United States regulator, each granted under the conditions that apply here: a serious or rare disease, a placebo that would be unethical, and high unmet need. Regulators do not grant this lightly. They grant it when the disease is serious, its course is predictable and objectively measured, and the effect is large. Glioblastoma meets all three. The named cases cover every part of this disease's profile. Defibrotide, for a life-threatening transplant complication, was approved on a propensity-score comparison to a historical control, the same kind of method used here. Blinatumomab, for an aggressive relapsed leukemia, is the precedent for a fast-killing cancer, cleared by both the United States and European regulators. Cerliponase alfa is the precedent for a fatal brain disease, cleared by both agencies on treated patients versus a matched natural-history group. Glioblastoma is both at once, a fast-killing cancer of the brain, read by the same method, so no part of its profile lacks a close approved precedent. And on the one axis that governs how far an external-control result can be trusted, DCVax-L goes beyond all three. Each of those drugs was tested in a single-arm trial, with no randomization at all. DCVax-L began as a randomized trial and became an external-control comparison only when ethics consumed its placebo group. It sits in that tradition, and at the top of it. 🎯 𝗧𝗵𝗲 𝗯𝗼𝘁𝘁𝗼𝗺 𝗹𝗶𝗻𝗲 This began as a randomized trial. Medical ethics forced it into an external-control comparison. Every independent way of checking it, on different data and different math, points the same direction, and the biology predicted that direction in advance. The first analysis did not overstate the vaccine's effect. Read with the right tools, it understated it.

Andrew Caravello, DO

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