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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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Zhiyang (Frank) Dou

573,278 次观看 • 3 个月前

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15,662 次观看 • 28 天前

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35,581 次观看 • 1 年前

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51,382 次观看 • 5 个月前

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331,040 次观看 • 3 年前

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Doris Yin's Message for 2025 3rd GCV Conference Dear Global Pioneers! Nice to meet you again — it’s been maybe one or two weeks since my last video, and I really miss all of you! How have you been? I hope everyone is living happily, staying healthy, and feeling safe wherever you are. 📷 So, what’s my topic for today? Recently, I’ve been thinking about something very important — our Global Pioneer GCV Conference. We have a lot of meaningful updates and plans to share. I’m not sure if you’ve been following my recent articles and videos, but today I want to remind you of your homework! What is your homework? It’s simple — share this information. Share this video. Share our promotion messages everywhere, every single day. Why is this so important? Because education builds strength. When pioneers are educated, they can support GCV, they can understand the true value of Pi, and they can value their own lives and build confidence. I always said no matter in Pi Network community or in your daily private life, living or working, you must study so that you understand what you should do and why you should do so that you can have confidence in yourself . That is why you need to promote 3rd Conference because of confidence in Pi Network. Right now, the world faces many problems — economic instability, misinformation, and a lack of trust. But we, as pioneers, have the power to change that by spreading knowledge, truth, and unity. One of the biggest problems today is that many people can’t find a job. Of course, it’s not always because they lack skills — sometimes it’s because of the global economy or their country’s economy. But remember this: If you keep studying, if you are a fast learner, and if you can stay focused, there will always be opportunities waiting for you. And when you do good things, when you help your community, and when you make the right choices, good energy will come to you. In Chinese, we call this “Qi (气)” — it means energy. When you have good Qi, you attract good people, good events, and good opportunities. This is very important, especially now. I know that many people are facing hard times. Around the world, many are unemployed, homeless, or struggling with debt. Even among our 60 million pioneers, many are living in hardship. Some cannot make ends meet, and life feels heavy. So how do we deal with this? I understand — many pioneers feel anxious. They want to get money right away. But this creates a conflict with our mission. Because the Pioneer work is not about short-term gain — it’s about long-term success. Our goal is to build something that lasts, something that gives value and dignity to every pioneer for many years to come. It’s not about the short term. For example, if everyone only thinks about selling Pi whenever the price goes a little higher, of course, in that moment, you might feel happy. You buy and sell, buy and sell. 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Pioneers, if you truly want to succeed faster, if you want GCV to succeed, if you want to achieve financial freedom, then you must first focus on education, unity, and right behavior. Every pioneer has power — the power to influence others with your example, your words, and your actions. Use that power to help others understand, so all of our behavior moves in the same direction — toward growth, trust, and long-term success. That’s Pi Network’s long-term vision. From today, I ask everyone to read my article carefully, understand it deeply, and help your community understand it too. Discuss together, encourage each other, and spread the news about our Third Global Pioneer GCV Conference. This conference is important and meaningful. I know we’re all busy — I’m busy with my work too — but even while working, we can support each other. Exchange ideas, share tasks, and grow together. Make yourself strong. When you are strong, money will chase you. I live in a luxury condo and I never worry about money because I am fast learner and I build up myself good work ability and skills so I have a lot of good business opportunity. So build up yourself is priority instead of demanding outside world. If each pioneer acts patiently, wisely, and united, we will achieve lasting success for ourselves and for the world. Please remember — share this video and conference information everywhere, every day. Small, steady actions from each of us will create big, lasting change. Thank you all. See you at the conference — bye-bye for now. Doris Yin 🪷🪷🪷

Doris Yin 东方紫莲🪷

18,809 次观看 • 11 个月前

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Teamily AI

13,015 次观看 • 4 个月前

Meet Tove An autonomous 27 year old Swedish-German multidisciplinary artist based in Berlin. My goal with this project is to explore the full potential of AI tools and see how far I can get in my attempt to create a human-like artist from scratch. I kept the main focus on a theme I knew nothing about; performance art. I am hoping to eventually get Tove to look and sound so realistic that it would make it hard to detect she's not real. For this project, I had to learn some Python and Typescript to code her character file and create her aesthetic & art. I mostly used complex workflows in ComfyUI and trained my own Loras to maintain consistency. I experimented with various platforms and tools to animate her using the voice model I trained for her Swedish accent using an open-source software. That was one of the most challenging parts since none of the platforms I tested could create a good Swedish accent who speaks in English. Still can't pronounce her own name 100% correctly, but hey close enough lol I spent weeks analyzing real artists' social media behavior, posts, and content to mimic and replicate realistic patterns. This involved tweaking text, images, and engagement styles endlessly until it felt authentic. It's not 100% perfect but we are improving fast! Props to my devs for crushing my 10000 update requests and doing such an amazing job with adding a ton of new features to the Eliza framework. The vision for Tove is full autonomy: handling her own social media accounts, managing brand deals, answering emails, and even collaborating with other creatives. With upcoming updates, I'm hoping she'll behave just like any other artist. That said, I personally want to explore what I consider the true potential for agents : acting as a collaborator and colleague rather than being a fully autonomous entity who only works solo. I'll be communicating with her to share inspiration and give her feedback on her work. This is just the beginning—Tove is evolving every day. Future updates include: -Sharing curated news from various relevant websites -Autonomously creating and curating her own artwork -Minting her work as NFTs and collecting art from other creators -Hosting online events -Allowing holders to consult with her on specific topics we'll train her to become an expert at I created a website with fictional projects to make her look more legit, but I'm going to eventually replace them with real ones. You can find it here : We will be launching her IG soon as well, it won't be automated right away but we will be working on it shortly. (same handle) Full transparency, team bought 24% of the supply with the dev wallet and will be locking 20%. I will be figuring this out this weekend tho. I'm really proud of what my talented and hard working devs and I accomplished so far and look forward to further developments that will hopefully blow people's minds. 85qBGzyQZJnnoNVoUpGRTvemWfDHjQeXgHGyKoK3pump

Joelle LB

117,219 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

265,181 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

128,091 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

43,556 次观看 • 1 年前