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Ever wonder why well-trained Vision Transformers still exhibit noises? We introduce Denoising Vision Transformers (DVT), led by amazing Jiawei Yang Katie Luo Jeff Li, and with long-term collaborators Yonglong Tian Kilian Weinberger. Website: Code: Paper:

52,515 次观看 • 2 年前 •via X (Twitter)

8 条评论

Yue Wang 的头像
Yue Wang2 年前

The problem we study is that Vision Transformers exhibit grid-like and position-related noises, which hamper their performance on downstream tasks. This problem was first observed by Jiawei back to last summer when we worked on EmerNeRF ( and concurrently studied in Register (Darcet et al.). We propose a novel and universally applicable solution that capitalizes on feature invariances and neural fields to remove these noises. We use an instant-NGP to represent 2D features and enforce their invariance to geometric augmentation. Therefore, position-related noises (not invariant to geometric data augmentation) are removed and not cached in the neural fields. Then, to enable real-time tasks, we use the denoised features as pseudo labels to learn a generalizable denoiser (a one-layer Transformer block). Our method doesn't require a full re-training of existing ViTs (which can be very expensive due to data/model scale) Finally, we show that we can obtain better feature visualizations (PCA & Kmeans) and improve dense prediction tasks such as semantic segmentation and depth prediction. See more results in our paper and website.

sorina 的头像
sorina1 年前

Great work! I saw those artifacts when working on my MAGIC-VFM paper and ended up using DinoV1 rather than DinoV2. DinoV1 doesn't experience the same artifacts, but not sure why that's the case. I'll definitely try your method in my future work when using DinoV2.

Yue Wang 的头像
Yue Wang1 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW Excellent! Let us know how it works for your case. We're also happy to help :)

Sungjin Ahn 的头像
Sungjin Ahn2 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW Cool! Congrats @yuewang314

Yue Wang 的头像
Yue Wang2 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW Thanks Sungjin!

Smart Medicine 的头像
Smart Medicine2 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW This advancement could be pivotal in improving diagnostic precision. Impressive work! Eager to see its impact in medical imaging modalities, such as MRI and CT scan for clinical validation.

Adam Thiesen 的头像
Adam Thiesen2 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW Do you think this noise occurs with hierarchical attention models like swin transformers?

Grace Lee 的头像
Grace Lee1 年前

@JiaweiYang118 @katielulula @jiefengli_jeff @YonglongT @KilianQW What is this can you tell me please ?

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51,382 次观看 • 3 个月前

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Joelle LB

117,176 次观看 • 1 年前

🌍Step by Step, We Are Defining Our Path To all GCV Ambassadors, community leaders, merchants, and dedicated pioneers—this message is for you. Recently, some pioneers asked: “Why hasn’t Pi Network become a stablecoin?” This question is even more relevant now that the U.S. Senate passed the Genius Bill, and President Trump has signed it into law. Yes, this marks progress in cryptocurrency regulation. But let’s be clear: stablecoins still belong to the fiat world. They are simply digital reflections of old money systems—backed by USD or U.S. Treasury bonds. They are “crypto” married to Fiat. Nothing revolutionary. Nothing decentralized. From Genius Bill, I think algorithmic stablecoins have been rejected, learning hard lessons from the Luna and UST collapse because no market confidence. Pi Network is Not a Stablecoin—It’s a New Beginning From my perspective, Pi is not trying to replicate the financial systems we’re trying to move beyond. We will not use USD or US bonds as collateral. Instead, Pi is building something new—from the grassroots level. It is powered by people. By real usage. By trust. By merchants and pioneers exchanging real value in real life. We are walking our path. Not fast. Not flashy. But purposeful. Change doesn’t come overnight. It comes step by step, shaped by community, utility, and adoption. Focus on What Matters: Adoption, Utility, and Real Value Let’s not get distracted by daily price speculation. Price is not value. It’s just a number based on supply and demand. But value? That comes from usage. If pioneers are using Pi, and merchants are accepting Pi, we are creating real utility—real decentralized digital currency. And that’s what will eventually lead governments to recognize Pi—not because it was traded, but because it was used. Right now, millions of pioneers are still migrating. Recently, fewer than 10 million Pi coins were unlocked. Meanwhile, more utility DApps are being created, more merchants are accepting Pi, and demand is quietly building. This is how price will increase organically—through usage to increase Pi demand, not speculation. In fact, in the future, Pi may fix its value in code—especially once Open Mainnet is fully launched. As per the white paper algorithm will use blockchain data to decide the Pi Network progress. So we are still using partial Pi to create huge GCV data every day. That stability could allow DApps and ecosystems to flourish fairly. Imagine a world where Pi and Fiat conversion happens in a decentralized Pi-based DApp, like a digital bank—not on traditional crypto markets. What About the Current Price? Yes, prices like $0.45 may disappoint some. But think deeply: Are we here for quick small gains? Or for long-term transformation of your destiny, and the worldwide economy and finance? But we are not just waiting—we are building. Go look at the real Pi Mall. Some pioneers are already listing items like air conditioners for 5,000 Pi. That’s real-world utility. Even though the mall adopts a low Pi value, it is a real utility Value. Before implementing the Pi value code, the DApps Pi value will be based on the exchange market's price. This is a temporary not a final fixed Pi value. After OM, the mining speed will drop. New pioneers may only earn less than 1 Pi per year. Will new people still be motivated to join, knowing they can only earn 1 Pi annually? We must think bigger. We must think beyond ourselves. There are still over 8 billion people in the world without Pi. If you believe your future Pi holdings will make you too rich—give back. You can donate to the government. You can support the poor. You can build schools, fund hospitals, or empower communities. I share these thoughts because I believe deeply in the vision of Pi. Let’s study, educate, and share accurate information across all our groups and social platforms. Let’s lead by example. Let’s build the future together. The power is returning to the people. Doris Yin 🪷 🪷🪷

Doris Yin 东方紫莲🪷

17,806 次观看 • 1 年前

Official Announcement: PDAO Airdrop Now LIVE! We are excited to announce that the PDAO airdrop is now officially open! You can now claim your $PDAO tokens and be part of a movement that’s here to disrupt the status quo of the Solana ecosystem! Airdrop: CA: Ds9FdU48nD34dgtfeSLtqvc5L9LoPig7cwb7kcxbmoon The Origin of PDAO: Born from the Struggles of Solana’s PVP PDAO was created as a direct response to the PVP (Player vs. Player) behavior that has plagued the Solana blockchain for far too long. These malicious actions, often driven by centralized forces who control the market, have led to unfair manipulation, exploitation, and widespread losses for the true community members. For years, these centralized platforms like Pumpfun have created artificial hype, draining resources from the community with their unjust practices, only to profit off the backs of honest users. The rise of these manipulative entities has created an urgent need for a decentralized solution. PDAO was born to challenge this monopoly and to create a fairer, transparent ecosystem where the community has control, not a centralized few. Why We Reject Pumpfun and Centralization? At PDAO, we firmly reject the centralized, exploitative systems like Pumpfun that continue to poison the Solana ecosystem. Pumpfun has been nothing but a leech on the Solana blockchain, creating artificial hype, inflating token values, and enriching a few while leaving the majority of users in financial turmoil. This behavior is unsustainable, unfair, and ultimately damaging to the ecosystem we all love. We believe in a community-driven future, one where decentralization reigns supreme, and users control their own destinies. PDAO represents this vision, a movement towards true decentralization, transparency, and fair opportunity for all. PDAO Airdrop Targeting the Following Communities: PDAO is offering a generous airdrop to key communities that have been instrumental in the Solana ecosystem, as well as to those who have been hurt by centralized platforms like Pumpfun. The airdrop is available for the following active users: 1. Users active on Solana between 1/13 - 2/13 2. Solana Saga 2 phone holders 3. Pumpfun traders who’ve been impacted by manipulative practices 4.Moonpump zealy, galxe task users Solana community members who believe in decentralization and fair opportunities PDAO Tokenomics: Fair and Community-Centered The $PDAO token is not just another meme token; it’s a tool for empowerment. Our tokenomics are designed to ensure long-term sustainability and fair distribution, rewarding those who truly believe in our mission. Here’s the breakdown: 🔹 40% – Airdropped to 5 million active Solana addresses 🔹 20% – Staking Rewards (1-month lockup, 42 days linear release) 🔹 20% – Treasury Funds (3-month lockup, 90 days linear release) 🔹 20% – Liquidity Pools & Burns (Added to Raydium liquidity pool and burned) PDAO’s Vision for the Future: Building Solana’s True Future Our vision goes far beyond just distributing tokens. PDAO aims to build a new paradigm for the Solana blockchain—one based on community empowerment, fair distribution, and true decentralization. We will continue to focus on creating value for the users, not a small group of centralized players. We are committed to: Driving true decentralization in Solana’s ecosystem. Supporting a transparent, community-governed ecosystem where every member has a voice. Rewarding early supporters and active community members who help shape our ecosystem. Encouraging innovation in the Solana space by bringing together developers, creators, and entrepreneurs who believe in a decentralized future. As we grow, PDAO will continue to evolve, introducing new features, platforms, and rewards that align with our mission. We are just getting started, and the future is bright for those who join us in this movement. Join the Revolution: Claim Your Airdrop Now! It’s time to stand up against the centralized exploitation of platforms like Pumpfun. Join PDAO in our mission to reclaim Solana’s ecosystem, restore fairness, and create a transparent and decentralized future. The revolution has started—and we want YOU to be a part of it! Together, We Will Build a Better Future for Solana Let’s rise above the chaos, embrace decentralization, and work together to build the future of Solana. PDAO is your opportunity to be part of something bigger, something that will transform the ecosystem into what it was always meant to be—a truly decentralized and community-driven platform. It’s time to join the movement. 🌍🚀

PDAO || PlayerDAO

12,365 次观看 • 1 年前

I’m seeing a lot of questions on the launch of China’s Chang’e 6 mission yesterday to get samples - for the first time - from the far side of the moon. We don’t know (afaik) why specifically they’re doing that, but we have a pretty good idea what grand vision China is working towards with their space program. How? From this 2022 video by Chas Freeman (former Assistant Secretary of Defense and Nixon's interpreter during his era-defining 1972 China visit), who imho is undoubtedly one of the most knowledgeable former US officials on China. He says that according to his own discussions with people running China’s space program, they’re following the vision described in the book "The high frontier" by Gerard K. O'Neill, which Freeman says has "become the bible of the Chinese space program". I read the book. So what vision does it describe? The book was written in 1976 by O'Neill who was a professor of physics at Princeton University. He also founded the Space Studies Institute, an organization devoted to funding research into space manufacturing and colonization. In other words, he knew his stuff. The book makes the very fair point that we have massive resource constraints on earth, especially given the growing population. He estimated in 1976 that we should be "about six and a half billion people in the year 2000", and we were 6.114 billion back then so he was pretty prescient. He estimates that these constraints will progressively give rise to more and more social tensions as the growing earth population competes for our limited resources as well as faces global problems like climate change. In his view, dealing with this will either require "an authoritarian regime capable of mounting the immense task of social reorganization needed to escape catastrophe" or, alternatively, “mankind would [need to adopt] a static society [that would be] forced in self-defense to suppress new ideas". The 3rd alternative is of course the colonization of space. The most interesting aspect of the book is that he claims everything he writes is feasible with knowledge and technology that already existed in the late 70s. In short he calls for the establishment of large human habitats in the Earth-Moon system, located at stable Lagrange points ("parking spots" in space where gravity from different spatial bodies cancel each other out). In particular he developed the concept of what's known today as the "O'Neill cylinder" which he says "could support quite easily a population of ten million people, growing its food in agricultural cylinders near but outside the main habitat". Energy-wise, it'd simply make use of solar energy via a system of mirrors. As he describes it: "the concentration of the unvarying, intense sunlight of space by very lightweight, inexpensive mirrors can provide all the energy that industry will ever need [...] at a fraction of a cent per kilowatt-hour". He envisages building these habitats with material from the moon, shot into space via "mass drivers", a form of electromagnetic catapult. Also "the habitats would have artificial gravity similar as that of earth by rotating about twenty-eight times an hour”, but he also envisages low-gravity areas, especially for recreational activities such as swimming pools or dancing representations. To trade with earth, he develops the idea of beaming solar power back to earth via "microwave from solar power stations in orbit". As he describes it "the microwave beam would arrive at Earth with a beam width of about seven kilometers. Its intensity would be modest, less than half that of sunlight. In contrast to sunlight, though, it would be there all the time, even at night or in clouds or rain, and it would be in a form ready for conversion to DC current with a loss of only 10 percent. The areas receiving these beams’ output on Earth would be fenced, and outside the fence the intensity of microwave radiation would be no higher than outside a microwave oven with the door closed. He estimates that if "Satellite Solar Power Stations (SSPS) were to become the sole source of electric energy in the United States in the year 2000, the land area necessary for the SSPS antennas would still be only 0.2 percent of that of the continental United States". In short, the establishment of space colonies could lead to the fulfillment of a good share of Earth's energy needs. Last but not least he describes life in space habitats as better than that of earth, largely thanks to the level of control we'd have over the environment (total climate control which would enable an abundance of food and no natural disaster) as well as unlimited cheap energy. To conclude, Chas Freeman typically really knows his stuff when it comes to China and he’s very intellectually honest (a rare trait among US officials) so I have no doubt he tells the truth when he says the Chinese told him that was the vision. And China famously thinks very big and very long term so it would be quite like them to go for something like this. There are also quite a few tangible signs that China is working towards that vision. See for instance this November 2022 news where “China’s space station will join a project to collect solar power from space and send it to Earth in a high-energy microwave beam”: That’s exactly O’Neill’s vision! Or check this October 2022 news that says China is developing new "electromagnetic sledges" that can propel a carriage weighing a few tonnes to a record speed, with a key application for this being “aerospace”: Remember: O’Neill’s vision is to build his habitats with material from the moon, shot into space via "mass drivers", a form of electromagnetic catapult. So there you go… Or also the fact that the Chinese will build, together with the Russians, a moon base - planned for 2028 - powered by a “space nuclear reactor” that’s already been developed (on Earth) and has passed review by China’s Ministry of Science: The space nuclear reactor can generate 1MW of electricity, enough to power 10 International Space Stations. Enough power, maybe, to undertake mining activity and power an electromagnetic catapult… After visions change, the world changes, so it’s also possible that China’s view on what they want to do has evolved. In any case, Chas Freeman is right that China’s motivation for all its initiatives in space can’t just be to “boldly explore where no-one has been before”, they have to be working towards something. And Freeman is also absolutely right to lament that the U.S. decided to ban any cooperation in space with the Chinese. Those endeavors are something that could have been jointly developed as a multilateral effort to unite us all as a species… Instead China is now forced to go at it alone with Russia and we face a future where our petty divisions on Earth will be carried with us to space…

Arnaud Bertrand

265,143 次观看 • 2 年前

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

127,936 次观看 • 2 年前

Big congratulations to the Philippine community for the significant event that took place yesterday, March 2, 2025!👏👏👏👏 I truly believe that our Pi Network has been blessed by so many dedicated pioneers, merchants, and community leaders—our GCV Ambassadors! Without your sacrifices and commitment, we could not have reached this level. I am especially grateful to our Global GCV CT Executive Director and committee chair, Ms. Lumari, the Head of GCV Ambassadors, along with all the outstanding Philippine GCV warriors. Your extraordinary contribution of 1,429,652 GCV record on blockchain by December 18, 2024, played a critical role in advancing the GCV Movement! We can see these impressive beautiful numbers $314,159 everywhere, and this achievement has been acknowledged by our CT on the GitHub source code as part of the digital currency value and the stablecoin market price. We are now on the path to obtaining a U.S. Cryptocurrency Industry license from the SEC, and we are working hard toward that goal. I am truly impressed by the positive energy and unity of the Philippine community! You are a great example of our Global GCV community. The following is my speech on this wonderful dinner party conference! ------------- Dear Philippines community leaders, GCV Ambassadors, merchants, and pioneers, It is a profound honor to address you today at the Philippine Grand Global GCV Conference. We gather here as one thousand dedicated pioneers, united in our celebration of the achievements we've made within the Pi Network. I encourage all of you to enjoy the delicious food and take this opportunity to motivate and appreciate one another. The Philippine community exemplifies the spirit of global unity, collaboration, and growth. I extend my heartfelt gratitude to Ms. Lumari for her gracious invitation, as well as to all the diligent organizers who have made this event possible. This conference stands as a tribute to our collective growth, unity, collaboration, and progress. I would also like to acknowledge our esteemed Global GCV Ambassadors: Ms. Nonny Padja, Mr. Joho, Mr. Patrick Chao, Mr. Jason Wong, and Spain GCV Ambassador Mr. Kerun LI and Africa GCV Ambassador Mr. Oliver NDatimana, who have generously offered their time to share their insights and support our mission for today's conference. The progress of the GCV movement in the Philippines has been truly commendable, reflecting the remarkable dedication and hard work that has resulted in the creation of over 1.5 million GCV data points. This accomplishment is a testament to your unity, vision, and unwavering commitment. Ms. Lumari’s perseverance and leadership have been instrumental in our success. Her emphasis on education and the development of the GCV ecosystem, coupled with her proactive mindset, serves as an inspiring model for the entire global community. I am also immensely grateful to Mr. Marlon Domantay, our distinguished Education GCV Ambassador; Mr. Anthony Nierra, our distinguished Ecosystem GCV Ambassador; and distinguished Ms. Lerma Ablan, our Merchant Coordinator Ambassador, along with all our outstanding Philippine GCV Ambassadors, leaders, and merchants for their hard work and invaluable contributions. Strong and effective leadership is essential for the success of any initiative, particularly within the Pi Network social practice. We have observed significant advancements in our ecosystem development and educational efforts, which are attributable to the exemplary leadership demonstrated by all our GCV Ambassadors. Our Open Network has passed on February 20th, 2025, we await the official announcement of Pi's value but we didn't see it. Currently, we see Pi priced at a few dollars in the exchange market. Many pioneers may have lost trust in CT and GCV due to misunderstandings about the Pi Network and our relationship to it. A clear understanding of Pi and Dr. Nicolas's vision will help us align our goals and behavior towards collective success. Recognizing the importance of unity will emphasize the key role of collaboration. We are in the first stage of OM, still tasked with many objectives yet to be completed. We need all pioneers to collaborate. After two and a half years, we've successfully created GCV for the blockchain ecosystem, coded on GitHub. Following the launch of the Open Network, with Pi now listed on the exchange market and regulated by the US SEC, it is crucial for pioneers to work together to stabilize Pi's price as a stable coin on exchange market. It's essential to ensure all lower-priced Pi is purchased by us to unify its market price to GCV. CT's goal is for Pi to function as a digital currency, but now we have no choice but to be listed on exchange market as a coin, so we must support buying and refrain from selling during this critical phase. WE need to make the Pi price lifted to GCV from our community and attract outside investors. Now we enter a pivotal moment: we must assist the exchange market in reaching GCV levels as soon as possible. We urge pioneers to refrain from selling below GCV and to prioritize buying Pi on verified exchanges. If we pull together, we can achieve GCV very fast. CT has outlined two essential functions for Pi: one as a stable coin in the exchange market and the other as a valued currency. Both GCV value and price are encoded on Gibthub and we must build strong confidence in this. Dear Philippine community leaders, merchants, and pioneers, let’s continue our collaboration with CT to ensure that the Pi Network is fully decentralized, implementing the GCV source code effectively. Through our combined efforts, we can establish Pi as a super-sovereign currency in the long term, forging a new era of cryptocurrency and prosperity for all. I wish today’s conference tremendous success and thank you for your tireless dedication and selfless contributions. Doris Yin🪷🪷🪷 Founder, Global GCV Movement March 2nd, 2025

Doris Yin 东方紫莲🪷

30,335 次观看 • 1 年前

From Creator to Founder: The Rollercoaster Journey of Building Chatter Social Man, what a journey it’s been so far. Four years ago, I was just another creator, spending late nights on Clubhouse during the height of the pandemic. Like so many others, I was searching for connection, for community, for something meaningful. But what I found there wasn’t just connection—it was purpose. Alongside my brother, Jonathan Bing, we built a nightly show that reached over 5 million people. Imagine that: 5 million lives touched by conversations that felt real and unfiltered, all on a platform that at its peak had 10 million monthly active users. Clubhouse was magic. But then the decline began. Watching the platform struggle, I couldn’t help but reflect: what made it great? What went wrong? And what could the future look like if we did things differently? The Spark of Chatter As a content creator, I understood the needs of both creators and users. I knew what excited people, what kept them engaged, and what made them leave. Clubhouse had tapped into something special, but it had missed the mark on scalability and sustainability. By September 2023, I couldn’t stop thinking about the potential for something new—something that brought back the magic of real-time interaction but made it scalable, engaging, and sticky. And so, I set out to build Chatter Social. But I wasn’t a tech founder. I didn’t have a background in software development or a network of Silicon Valley insiders. What I did have was determination and the belief that if I could bring the right people together, we could build something extraordinary. Building the Team The journey to build Chatter started with assembling a team. Through my network from my days on Clubhouse, I found Samir, my first CTO. He believed in the vision and was instrumental in getting the project off the ground. Shortly after, I connected with Tyler, our Head of Design, whose creativity brought life to our ideas. A developer joined us soon after, and we were off to the races. By the end of 2023, Samir had to step away due to other commitments, and we promoted the developer to CTO. At the same time, I brought on Banko, a Sony music executive, as our CMO. Banko’s connections led to one of our biggest early wins: landing Davido, a global superstar, as an owner-ambassador. To this day, I still marvel at the fact that Davido believed in our vision when all we had were Tyler’s Figma designs. From Dream to Reality Early 2024 was a whirlwind. We hired Yurii and Vasyl, two developers from Ukraine who brought incredible skill and dedication to the team. Vasyl, in particular, stood out as a leader and has since earned an equity position in the company. But despite these wins, we were facing growing pains. Our new CTO struggled to meet deadlines, and as a result, I found myself constantly pushing back the launch date. What started as a January release turned into February, then March, then April, then May. By then, people on Twitter Spaces—where I had been hyping up the platform—started doubting if we even had a product. Launch and Lessons June 1, 2024, marked a turning point. It was the day my son Noah was born and the day we launched Chatter in private beta. We started with just 40 users, but by the end of the month, we had grown to 1,000. The engagement was unbelievable. Users loved it, even though we had launched with just one feature: live rooms. This represented less than 20% of what we had planned, but it was enough to show that we were onto something big. In July, we launched our public beta on the App Store as an invite-only platform. Within 48 hours, Chatter ranked as a top 30 social app in over 30 countries. But our invite system throttled access, and most users couldn’t get in. While engagement metrics soared for those inside, our AWS costs exploded. In August, our AWS bill hit $10,000. By September, it had climbed to $15,000, and we were drowning in bugs and glitches. The breaking point came when our CTO became unresponsive, often disappearing during critical moments. Users were dropping off, frustrated by the issues, developers were confused and the team was also growing increasingly frustrated, I made the tough decision to let him go. A New Beginning Enter Horane, a long-time user of Chatter who had been with us since private beta. He was the first to discover some of the most innovative use cases for the platform and had a deep passion for its potential. After meeting him in person at a Chatter event, I knew he was the right person to step into the CTO role. When Horane took over, we discovered just how bad the situation was. Key areas of the codebase were locked, and there were no separate environments for development and production. Every fix seemed to break something else. But through sheer determination and countless 18-hour days, Horane stabilized the platform. Today, Chatter is far from perfect, but it’s stable. The bugs that plagued us have been reduced to moderate issues, and our core users—those who stuck with us through the chaos—are still engaged on the platform. Looking Ahead: Chatter V2 While the platform is stable now, we’ve shifted our focus to Chatter V2. This is where the magic really begins. V2 isn’t just an improvement; it’s a complete reimagining of the platform. It includes all the features we couldn’t release in V1 because we were too busy putting out fires. Imagine this: Chatter V1, with only one live feature, was incredibly sticky. Now think about what happens when we release a fully loaded platform with all the innovative features we’ve been working on behind the scenes. The possibilities are endless. V2 is slated to hit TestFlight by the end of December, with a public release in January 2025. And this time, we’re ready—not just with the product but with the lessons we’ve learned. The Hard Lessons This journey has taught me more than I ever thought possible: 1) Your Team is Everything: The right people can make or break your vision. Finding people who believe in your mission is just as important as finding people with the right skills. 2) Adaptability is Key: As a non-technical founder, I had to learn about development, DevOps, and product management on the fly. Challenges will push you to grow, whether you’re ready or not. 3) Trust the Process: Every setback, every delay, every bug—it all taught us something. Without those lessons, we wouldn’t be building the incredible V2 product we are today. 4) Resilience is Non-Negotiable: From technical disasters to predatory investors who tried to exploit my desperation, I’ve had to fight for this vision every step of the way. What’s Next December is shaping up to be an exciting month. We have some amazing events planned on the platform to close out the year, bringing our core community together as we prepare for the V2 launch. When V2 drops, it will mark a new era for Chatter. This isn’t just a social audio platform or a social audiovisual platform. Chatter is all about interactive experiences—making social media social again in ways that are truly unique. The public launch is slated for February 2025, and for the first time, we’ll have the marketing dollars to tell the world about Chatter. Our core community has been our biggest cheerleaders, and I can’t wait to see how the world reacts when they experience what we’ve built. Final Thoughts This has been the hardest year of my life, but also the most rewarding. To other founders, or anyone thinking about starting a company: know this—it will test you in ways you can’t imagine. You’ll face betrayal, doubt, and moments where you feel like giving up. But if you believe in your vision and refuse to quit, you’ll find a way forward. Thank you to everyone who has supported me, my team, and Chatter. We’re just getting started. Let’s talk about it. 🚀 If this story inspired you, please like and share it so others can learn from my experiences. The journey is far from over, but I’m more excited than ever for what’s to come.

Nelson Epega

43,284 次观看 • 1 年前

📣 OFFICIAL ANNOUNCEMENT Updated Global Organizational Structure of the GCV Movement (July 2025) Dear Pioneers, As we move deeper into 2025, a critical chapter in our collective journey unfolds. The GCV Movement is no longer just an idea—it is a living, growing, and united force led by Pioneers from every corner of the world. With increasing momentum and clarity, we are proud to present the Updated Global Organizational Structure (July 2025). This updated structure reflects not only how we organize ourselves, but more importantly, why we exist: To give real purpose and lasting a lasting impact. Through shared vision, volunteer leadership, and unwavering alignment with the Pi White Paper, we continue to stand firm against speculation and confusion. GCV is grounded in values. It is guided by principles. And above all—it is driven by people like you. Reflect on our purpose. Recognize your role in this movement. Together, we are not just witnessing history—we are making it. In unity and purpose, Lumari ✍️ Executive Director and Committee Chair Global GCV Core Team ━━━━━━━━━━━━━━━━━━━━━━ 🌐 INTRODUCTION TO THE GLOBAL ORGANIZATIONAL STRUCTURE OF THE GCV MOVEMENT Towards a Future Where 1 Pi = $314,159 – A Value Established by the Community 📅 Updated Version: July 2025 ❗️GCV does not represent the Pi Core Team, nor does it replace the role of the Pi Network. GCV is a grassroots, community-led movement that supports Pi’s ecosystem development in alignment with the spirit of the Pi White Paper. 💡 OVERVIEW GCV (Global Consensus Value) is a worldwide movement initiated by Pioneers to establish a fair, community-driven value for the Pi cryptocurrency. The movement was founded by Ms. Doris Yin, is a former U.S. Certified Public Accountant (CPA). With her global financial experience and community justice spirit, she introduced GCV to protect the value of Pi from black market manipulation and uncontrolled speculation. > “Without clarity, there is no respect.” > → GCV is a collective declaration that Pi’s value should come from real transactions, real ecosystems, and real belief**—not speculation. 🕊 NON-PROFIT & COMMUNITY-DRIVEN PRINCIPLES * ✅ GCV is a **non-governmental organization (NGO) – independent from any business, political, or government group. * ✅ All operations are voluntary, transparent, and 100% free of charge. * ✅ No token issuance, no Pi trading, and no fundraising involved. * ✅ Members contribute with a strong sense of purpose and community service, not for personal profit. 📘 PRINCIPLES & COMMITMENTS OF GCV GCV is committed to: 1. Strictly adhering to the Pi Network White Paper, especially the core principles: * Decentralization * Community empowerment * Making Pi a usable currency through a strong ecosystem 2. Not replacing or interfering with the Pi Core Team, but complementing and strengthening Pi’s real-world value from the grassroots level. 3. Encouraging flexible payment models: partly in Pi, partly in fiat, to build transition bridges before Open Mainnet. 🏛 GLOBAL ORGANIZATIONAL STRUCTURE OF GCV 1. GLOBAL GCV CORE COMMITTEE Ms. Lumari Executive Director and Committee Chair Mr. JoJo Asst Executive Director and Asst Committee Chair Ms. Nonny Padja Vice Chair Members: •Iyanda Cherif Abiola •Kiavash Kamraniyan •Shetty Ramesh •Vijay Soni 📌 Responsibilities: * Define the movement’s mission and vision * Approve training materials and operational standards * Ensure ethical and technical compliance worldwide * Uphold Pi’s White Paper and the community-driven spirit 2. GCV GLOBAL CORE TEAM Manages worldwide coordination, training, tech development, and ambassador support across continents and nations. 3. CONTINENTAL GCV AMBASSADORS ✅ Currently, Africa is the first and only continent to have officially appointed a unified GCV Continental Ambassador. 📌 Responsibilities: * Serve as a bridge between the Global Core Team and national leaders * Coordinate inter-country training and support * Promote regional unity and strategic synergy 🔜 Other continents (Asia, Europe, the Americas, and Oceania) will gradually appoint ambassadors upon meeting eligibility criteria. 4. NATIONAL GCV AMBASSADORS Each country may have multiple Specialized National GCV Ambassadors, based on training and approval from the Global Core Team. 📌 TYPES OF AMBASSADORS: 1. 🧭 Head Ambassador * National coordinator and representative at the global level * Oversees strategy, operations, and leadership development 2. 📚 Education Ambassador * Organizes training programs, exams, and certifications * Leads the development of local GCV leaders and eco-merchants * Coordinates educational campaigns and “GCV University” models 3. 🛠 Ecosystem Development Ambassador * Oversees implementation of dApps, verification tools, and ecosystem tracking * Supports merchants in adopting tech-based GCV solutions * Acts as a bridge between local needs and global tech support 📌 Common Responsibilities: * Lead regional GCV development and team formation * Run training programs and coordinate certification efforts * Expand real GCV transactions and ecosystems * Report progress to the Core Team and uphold GCV standards * Promote aligned public communication and outreach 4. PROVINCIAL / REGIONAL GCV LEADERS Appointed and mentored by National Ambassadors. They: * Manage local Pioneer communities * Build and support eco-merchant networks * Organize grassroots activities and implement training programs 5. SPECIALIZED TASK GROUPS * 📊 GCV Transaction Auditing & Verification * 🧩 Technology & App Development * 📣 Communications, Media, and Translation * 📘 Curriculum & Educational Content Development 🎯 LONG-TERM STRATEGIC GOALS * Generate millions of valid, verifiable GCV transactions * Contribute to price stability of Pi before and after Open Mainnet * Inspire millions of Pioneers to believe in and build real value * Help Pi become a widely accepted, community-valued currency 📬 APPLY TO BECOME A GCV AMBASSADOR If you have leadership skills, a service mindset, and experience supporting the Pi community, you can apply to become a: * 🌐 National GCV Ambassador, or * 🌍 Continental GCV Ambassador (future expansion) 📧 Please send your application to: [email protected] Include: * Full name and country * Background and Pi/GCV contribution history * Role(s) you are applying for (Head / Education / Ecosystem Dev) * Your motivation and vision for GCV development 🤝 CALL TO ACTION We've mined Pi for over 5 years. Let’s not waste that effort by leaving Pi’s value undefined. Act now to make history with GCV – a movement that gives meaning to every Pi in your wallet. GCV is not just a movement – it’s a global awakening. ━━━━━━━━━━━━━━━━━━━━━━ 🌻We’re pleased to share with you the lyrics of this inspiring song. Feel free to sing along and embrace the message it brings. ━━━━━━━━━━━━━━━━━━━━━━ 👇👇👇 🎤 Unite for Victory Verse 1: We come from every corner of the earth, Different faces, but we're all worth, A chance to shine, to stand as one, The battle's not over, it's just begun. Pre-Chorus: No matter where you're from, no matter what you believe, We are stronger together, it's time to unite and achieve. Chorus: Let's unite, all races, all faiths, all lands, We're reaching for victory, let's join hands. A world that's free, a future bright, Together we stand, ready to fight. Verse 2: From every nation, the call is clear, It’s time for change, it’s time to cheer, Together we rise, together we soar, A new dawn of peace we can't ignore. Pre-Chorus: No matter where you're from, no matter what you believe, We are stronger together, it’s time to unite and achieve. Chorus: Let's unite, all races, all faiths, all lands, We're reaching for victory, let's join hands. A world that's free, a future bright, Together we stand, ready to fight. Bridge: Through every struggle, every fight, We will prevail, and take the light. One heart, one mind, one goal, United we rise, together as one soul. Chorus: Let's unite, all races, all faiths, all lands, We're reaching for victory, let's join hands. A world that's free, a future bright, Together we stand, ready to fight. Outro: Now's the time, let's make it clear, With unity, we will persevere. Victory’s ours, the battle’s won, Together we stand, we’re second to none. ━━━━━━━━━━━━━━━━━━━━━━ 📢 Join the Global GCV Movement on Telegram! Be part of the grassroots revolution shaping the future of Pi. 👉 ━━━━━━━━━━━━━━━━━━━━━━ 🔗 Connect. Collaborate. Co-build. Pi Network Doris Yin 东方紫莲🪷 JoJo-π NONNY PADJA NTT 🦅❤GCV ambassador indonesia 🦅 M.Rad ONE WORLD DIGITAL CURRENCY Samer Sioury RAMESH SHETTY PiNetwork🇹🇷Türkiye GCV Ambassadors Olivier Ndatimana Mazi victor onyido Moise-π🇷🇼 Burundi Pi Network & Support GCV$314159 ! Mazi victor onyido hoda448🪷 Mohammed Alademi Herine Akinyi ภูพานทอง ชัยชมภู Rung Arun Cherif A.I Việt Pi & GCV Seba Sam Elshe afriani @tkst Gidrin LETENOU FONGANg Fajan N. Uğur Kadifeci hasanufuk LIEN MARLINA 连玛琳娜 mario Bustamante Samer Sioury Marlon Domantay (PI Coach / Mentor) Anthony Pcfix 🇵🇭 mirasol flores🇵🇭 Annabelle Borja 🇵🇭 Ganhoumeto dossou expedit ange Anthony Pcfix 🇵🇭 Marlon Domantay (PI Coach / Mentor)

Lumari 🦋

12,774 次观看 • 1 年前

Dear Pioneers, Today, I decided to share this message with you because when I searched online, I noticed something very important. Many exchange markets already know that the Pi Network has GCV — Global Consensus Value. They even acknowledge that this value is community-driven. But they say it is not official, because it has not been formally endorsed by CT. Also we still have a lot of pioneers never deeply understand white paper. They always use market cap to deny GCV. All the above is because they assume Pi is another traditional crypto currency. This made me think. Not only outsiders, but even some of our own pioneers still hesitate or doubt GCV. Why? Because they don’t fully understand the concept difference between traditional crypto and Pi Network. So today, I want to make it very clear for everyone: what is value, and what is price? Most traditional cryptocurrency analysts talk about is price. They see supply and demand, market cap, and speculation. For them, cryptocurrency is just an investment, like buying a stock. In accounting, this makes crypto look like an asset — something you buy and sell at a price. But if you carefully read the Pi white paper, you will see the true vision of Dr. Nicolas. He created Pi Network because he regretted how traditional cryptocurrencies were being used. Blockchain, instead of serving humanity, became only a tool for speculation. Coins were bought and sold, but they failed to bring real value to ordinary people and to our global economy. For years, crypto has been stuck in this loop of speculation. That is why Pi Network was born. Pi is not designed to follow the same path as traditional cryptocurrencies. Its destination is not simply to be listed on exchanges. Current exchange market is the landscape on the road. It is not Pi Network destination. We already have thousands of tokens there. What we truly need is a real currency — one that can resolve economic crises, restore fairness, and bring opportunity to ordinary people. Now let’s ask: what is currency? If you search, you will find a simple definition: currency is a medium of exchange. And for any exchange medium to work, it requires consensus among the users. Everyone must agree on its value before it can be used in the economy. That is how fiat money works. A $1 bill and a $100 bill cost the same to print. The paper and ink are nearly identical. But because the government endorses it, people trust and accept it different value on the paper bill. That trust gives fiat money its power. Yet even fiat money is not always stable. In many countries, we see devaluation and inflation. The value of government money is not guaranteed but still much stable than traditional cryptocurrency. Traditional cryptocurrencies are unstable — their price rises and falls daily, driven by speculation. It can change 100% in one day. But our FIAT inflation is less than 10% in one year normally. This is why Pi Network GCV is so important. We have the opportunity to create a new kind of currency: one that is long-term stable, resistant to inflation, efficient for international settlement, and much cheaper in transfer costs. With Pi, transactions can be faster, fairer, and useful in daily life. A medium of exchange for payments, A store of value to protect wealth, And a unit of account for settlement. This is what Pi is becoming. But here is something very important to understand: the consensus of Pi does not come from the Core Team. If the Core Team could set the value, they would have done so three years ago. There is no reason tell pioneers that the value is from pioneers but they give us another value. CT cannot give us a value or reject pioneers created value— because value is not given by CT, it is created by pioneers community consensus. Our pioneering community has been working tirelessly for over three years. Every day, we generate GCV data. We also have the Industrial Alliance, where businesses and industries are beginning to adopt Pi at GCV in real supply chains. Some people believe that GCV is impossible because it may lead to business bankruptcy. However, this is a misconception. A business faces bankruptcy when its value cannot be stabilized, regardless of whether Pi is valued at $1, $10, or $100 or GCV. Significant fluctuations can cause businesses to fail; in contrast, as long as there is stability, GCV will not put businesses at risk, provided that everyone accepts it. This stability ensures that purchasing power remains consistent. Additionally, it's important to note that 100 billion Pi is not intended for use within a single year; rather, it is meant to last for centuries or even thousands of years. Therefore, there is no need to worry that we lack sufficient assets.Remember, a real currency must serve three functions: We don’t need the Core Team to endorse Pi’s value. GCV official authority is pioneers not CT. What we need is more businesses and more pioneers to accept it. Think about it: in the past, some villages used shells as money. Why? Because a cow was too big to trade for five chickens or other products. Shells were easier, and as long as everyone in the village agreed Pi had fixed value. It can be the village currency. The same is true for Pi. We have more than 60 million pioneers. If we all accept it, and businesses accept it too, then that is Pi’s true value. What makes this so special is that we are not only the users, we are also the creators. This is true decentralization. The power belongs to us. So I hope every pioneer can deeply understand this concept. Don’t doubt, but believe with confidence. What must we do now? Accept Pi in our daily lives. Share correct information and educate others. Promote GCV. Invite more merchants to join. Even though Pi is not yet fully open, businesses can already accept Pi partially — 5%, 10%, 20%, even 50% of a payment. It doesn’t matter. Every transaction, every piece of GCV data, strengthens Pi as a currency. So business don't have any loss or risk. It can only increase their reputation and sales especially now most business bankrupt because of stagflation. Our strategy can save a lot of business. So let us remember: Price belongs to assets. Value belongs to currency. And consensus belongs to pioneers. We already have the victory, because value is in our hands. Together, we will win. In fact, we have already won. Thank you. Doris Yin 🪷🪷🪷 Pi = Real Currency, Not Speculation 📷 Price belongs to assets. 📷 Value belongs to currency. 📷 Consensus belongs to pioneers. 📷 Together, we build Global Consensus Value (GCV). 📷 We are not only users, we are creators.

Doris Yin 东方紫莲🪷

30,474 次观看 • 10 个月前

A week ago, something big happened in the blockchain world, and it went under the radar of all #CryptoNews media outlets. 🙈🙉🙊 For the ✨first time ever✨ the Swiss Government together with Stadt Zug and Swiss Blockchain Federation awarded Lifetime Achievement Awards to the Ethereum co-founders as part of the #ETH10X event at CV Summit 2024 hosted by CV Labs in #CryptoValley Zug, Switzerland. 🏔️🇨🇭🙌 The Swiss Finance Minister Karin Keller-Sutter kicked off the awards ceremony by emphasizing Switzerland's role in promoting innovation: "As a finance minister, I am not only the guardian of the state treasury, but also responsible for a stable, healthy, and innovative financial market. In blockchain technology, we see a new technology that has enormous potential to change the way financial services are provided." In the audience, we had many blockchain industry leaders, bank representatives, and ~70 top Swiss politicians attending, including the mayor of Stadt Zug André Wicki, the Zug Financial Director and President of Swiss Blockchain Federation Heinz Tännler and 2 former presidents of Switzerland. Beyond the epic awards received, the even bigger thing is the fact that, in a world where blockchain innovation is still largely a topic of debate for many governments, here we have a government officially acknowledging and awarding Ethereum for the #blockchain innovation it has brought to its country. This is unprecedented. I hope Switzerland is just the first out of many other governments embracing permissionless public blockchains while offering better business environments for crypto entrepreneurs. Before going on stage, someone asked me why I was the only Ethereum co-founder who had stayed in Switzerland. My answer was that I'm not sure why anyone would want to leave, especially if what you're working on is in the blockchain space. It has been a long ride since I coined the term "Crypto Valley" on 27 Jan 2014 to convey the vision of a blockchain ecosystem to the local Economic Development team of Zug to this moment. Along the way, the former president of Switzerland present at the ceremony, Ueli Maurer took the Crypto Valley meme to the next level when he evolved it into "Crypto Nation". And now, with thousands of companies and people working on crypto projects in Crypto Valley and Switzerland, we see that it's not just empty talk or hype marketing. This is a government with decentralization in its DNA, that is walking the talk. A big thank you, #Switzerland for offering the perfect home for the Ethereum Foundation and the invaluable peace of mind that allows all project contributors to focus on #BUIDLING! ♥️🇨🇭♥️

Mihai Alisie

12,859 次观看 • 1 年前