vangle ☂️

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vangle ☂️

vangle ☂️

@vangle205

شامل ہوئے Kasım 2021
1.7K فالونگ1.5K فالوورز
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vangle ☂️
vangle ☂️@vangle205·
AI Stack Series Part 3⃣: ORO and the Real-World Data Pipeline for AI ORO contributors generate signals through direct participation. These signals are collected with explicit permission and processed through privacy-preserving systems so the data can be handled without exposing raw information. Through this process, the signals are organized into structured datasets that can be used for training AI systems. To understand more, kindly watch my below 👇 @getoro_xyz
vangle ☂️@vangle205

AI Stack Series Part 2⃣: Flywheel in AI, Why ORO Exists Inside It? Frontier AI systems are increasingly built around continuous training loops. As models are deployed and used in real environments, the interactions they generate become signals that can be used to improve the next generation of systems. >> This process creates a data flywheel. To understand more, watch fully my video below👇 @getoro_xyz

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hekime (❖,❖)
hekime (❖,❖)@luongdo1·
Just locked in my March Madness bracket 🎯 Honestly, no clue how many I'll get right lol 😅 @SeismicSys just dropped an on-chain March Madness tournament live on their testnet super cool experiment! Join here: brackets.seismictest.net I basically picked randomly because… I don't really get it either 😂 Who's bracket you riding with? #MarchMadness #Seismic
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susu
susu@susu_7968·
@vangle205 Video đẹp quá anh
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vangle ☂️
vangle ☂️@vangle205·
AI Stack Series Part 3⃣: ORO and the Real-World Data Pipeline for AI ORO contributors generate signals through direct participation. These signals are collected with explicit permission and processed through privacy-preserving systems so the data can be handled without exposing raw information. Through this process, the signals are organized into structured datasets that can be used for training AI systems. To understand more, kindly watch my below 👇 @getoro_xyz
vangle ☂️@vangle205

AI Stack Series Part 2⃣: Flywheel in AI, Why ORO Exists Inside It? Frontier AI systems are increasingly built around continuous training loops. As models are deployed and used in real environments, the interactions they generate become signals that can be used to improve the next generation of systems. >> This process creates a data flywheel. To understand more, watch fully my video below👇 @getoro_xyz

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Peter
Peter@AyushSingh3291·
Good morning everyone Privacy on blockchain isn’t easy to achieve. There are two main approach 1. Adding privacy to existing blockchains This uses technologies like MPC or FHE. It works—but there’s a fundamental problem: these chains were never designed for privacy. They still require every validator to re-execute transactions to verify them.That leads to: • High costs • Inefficiency • Limited scalability 2. Building a blockchain with privacy from day one This is the approach taken by Polygon Miden. Instead of re-executing transactions across the network, Miden uses zero-knowledge proofs. Transactions are executed off-chain (on the user’s device), and only a proof is submitted on-chain.
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Cloud Labs
Cloud Labs@cloudtechvn·
Sometimes the problem with blockchain is not execution, but how data moves across the network ❓ When people talk about blockchain, most immediately think about execution or consensus. But in reality, a very important part lies in how data is propagated between nodes. 👉Transactions, blocks, and data blobs, if transmitted too slowly, repeated too many times, or consuming too much bandwidth, can still create bottlenecks across the entire network, even if the execution layer itself is strong. Optimum points directly at this issue: blockchain throughput is often constrained by the speed at which data moves through the network. That is why Optimum does not position itself as a new chain. Instead, it describes itself as a decentralized internet protocol for Web3 and also high performance memory infrastructure for any blockchain. Put simply, Optimum is building an infrastructure layer that helps blockchains move data faster, access data more efficiently, and reduce network pressure, rather than competing to become another execution layer. ⚙️ On the product side, the clearest implementation so far is mump2p, a nextgeneration pub sub / gossip protocol built on libp2p, using Random Linear Network Coding (RLNC) to improve propagation speed, bandwidth efficiency, and fault tolerance compared with traditional gossip models. ⚙️ At the next layer, Optimum introduces DeRAM as a decentralized memory layer that enables near real-time read/write operations with the properties of Atomicity, Consistency, and Durability. In simple terms, mump2p addresses the problem of moving data faster, while DeRAM focuses on making data access and updates more efficient in the Web3 environment. 🤔 In my view, what makes Optimum worth paying attention to is that it goes deeper into a foundational infrastructure layer: memory, propagation, and access. At the very least, this feels like a clearer and easier way to understand Optimum as a data infrastructure layer for Web3, rather than just another 🚩 Discord: discord.gg/getoptimum 🚩 Website: getoptimum.xyz @aqccapital @blockchainjeff @get_optimum
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Vantran
Vantran@vantranfuji·
In the early stages of RWA, the biggest challenge was access. Barriers such as regulation, infrastructure, and traditional financial systems made it difficult for most users to participate. Today, access is gradually improving. But a new challenge is emerging: how to manage these assets effectively once you have them. This is where Eldora positions itself differently. Instead of focusing solely on enabling access, it focuses on helping users organize, track, and operate their portfolios more efficiently. This shift from access to operations may ultimately determine whether RWA adoption can scale beyond early users. @eldora_rwa
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ngandoan99
ngandoan99@DoanjNgan35654·
This is the 3rd GIF I’ve created – a teasing Siggy version sticking its tongue out in a super playful way 😝 This time, the vibe is cute but still a bit mischievous, like being adorable while playfully “teasing” 😆 Hope everyone enjoys this version of Siggy and can feel the fun, positive energy I wanted to share! Wishing you a wonderful weekend filled with good vibes and lots of cute moments like Siggy 😝✨ @ritualnet @RitualVietnam @ritualfnd @ericgudboy @joshsimenhoff @Jez_Cryptoz
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ngandoan99@DoanjNgan35654

GRitual 😍😍😍 This is the 2nd GIF I’ve created 🤣 A super hilarious Siggy moment the kind of chaotic yet adorable energy you can feel at just one glance 🐈‍⬛ Wishing everyone a fun Friday full of laughter, and if there are any bugs… hopefully they’re cute ones 🚀 @ritualnet @RitualVietnam @joshsimenhoff @Jez_Cryptoz @ericgudboy

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Nguyễn Hữu Nhựt
Nguyễn Hữu Nhựt@nguyenhuunhut11·
🧩 Tried the @SeismicSys bingo challenge and yeah… it’s way harder than it looks. 😅 Managed to check a few boxes, but there’s still a long way to go to complete everything. 💭 Makes me realize how much effort and consistency it takes to really be active in this community. 🚀 Time to push harder and keep building. @lyronctk | @xealistt | @NoxxW3 | @heathcliff_eth
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nikita@lololohat55362

Seismic Bingo challenge!🤎 Just check the box if you meet this criterion. No drawing needed, just a checkmark✅ @SeismicSys

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Luong Dong (❖,❖)
Luong Dong (❖,❖)@lqdong0508·
Friday vibes with Seismic 🎉 I believe everyone loves surprises and I am no exception 😄 Whether in work or relationships, surprises bring a strange kind of joy ✨ They can make you smile all day like a happy fool. Hope today brings a little surprise to everyone 🎁 Wishing the Seismic community lots of delightful moments 🚀 @SeismicSys @NoxxW3 @xealistt @heathcliff_eth @thoai6sixx @2imtunek
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Elora
Elora@EmaElora·
gQuack X score climbing 🦆 29 → 34 Slow moves, but real progress. No shortcuts on Wallchain. It comes from: • showing up consistently. • sharing what you know. • helping others learn. That’s what moves the needle on @wallchain. Still building, still quacking. On to the next level. Let's Join team: quacks.app/?ref=EmaElora
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Honey Honey 🦫 🏴‍☠️
While researching Konnex, I was also interested in a familiar element in Web3 projects: the system's token, in this case, KNX. But instead of just viewing it as an asset to trade, I tried to understand its practical role within the entire network. From my perspective, KNX primarily plays a role in network fees. When robots or autonomous systems participate in tasks, send data, or interact on the platform, a mechanism is needed to pay for infrastructure usage. KNX can be used as a form of "operating fee," helping to maintain the network and incentivize participants to provide resources, such as validators or validation nodes. In addition, KNX is also related to governance, that is, the system's management mechanism. In many Web3 models, token holders have the right to participate in proposing or voting on important changes: from system upgrades and fee adjustments to development direction. If Konnex pursues this direction, KNX will not only be a payment tool, but also a way for the community to have a voice in the operation of the network. From my perspective, this creates a distinct difference from traditional models. Instead of every decision being in the hands of a central organization, control can be gradually distributed to participants in the ecosystem. However, this also comes with the question: will decentralization truly be effective, and will the level of community participation be large enough to create real value? In short, KNX in Konnex is not simply a token to buy and sell, but acts as "fuel" for the network's operation and could be a tool to shape how the system develops in the future. For me, this is a part that needs close monitoring, as it directly impacts how the project operates and distributes value in the long term. @konnex_world
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Honey Honey 🦫 🏴‍☠️@TrangTT3004

Congratulations on reaching the milestone of 75,000+ Konnex Autonomous Units minted in just 72 hours on OpenSea! This is not only an impressive number but also the beginning of a new era, where the first “robotic identities” officially join the network. Don't miss the chance to be a part of this journey and mint your units before March 23rd to help Konnex build the future! @konnex_world Link: opensea.io/collection/kon…

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vangle ☂️
vangle ☂️@vangle205·
Gmic frens Sunday chillin just good vibes, clear thoughts, and a moment to recharge. Sometimes stepping back is part of moving forward and be stronger next week. Thank you bro @ArchanistETH for making this beautiful card for me @SeismicSys
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Archanist.ink π²🍚 ⛓@ArchanistETH

Just finished my @SeismicSys ID Card for the community! Your ID. Your Identity. Your Seismic Pride. If you want your own custom ID Card like this... DM me🧡🔥 Special tag my brother : @Tydakcool @xealistt | @NoxxW3 | @heathcliff_eth

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CHITTI
CHITTI@TheChitti1·
GMIC, hello Seismic fam! 🤎 Custom banner for organic Seismic Community Show off your Magnitude 💥 Available for Mag 1 to Mag 9 Interested in a custom banner Send your PFP discord d"m @SeismicSys 🤎🤎
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thinhcivic
thinhcivic@thinh_civic·
What makes Rialo REX interesting isn’t the use of MPC, FHE, or TEEs alone — those are just tools. The real challenge in confidential computation is coordination. How do you ensure data is processed: • under the right permissions • with the correct logic • at the right moment in a workflow Most systems focus on securing computation, but overlook how these pieces actually work together in practice. REX takes a different approach. It acts less like a standalone privacy layer and more like a protocol-level orchestration engine — coordinating secure computation across different components in a structured, verifiable way. That distinction matters. Because in real-world systems, security isn’t just about encryption — it’s about whether the entire process can run reliably, consistently, and at scale. This may not be the most hyped narrative. But it’s the kind of infrastructure that determines whether confidential computing moves from theory… to something actually usable. @RialoHQ @khant1506 @Richardx122
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Nova❥
Nova❥@novanguyen2802·
🔆🔆Seismic is still thriving. With their passion and artwork spreading throughout the community, they are sure to reach the pinnacle of success by 2026. @SeismicSys on top @NoxxW3 | @thoai6sixx l @2imtunek
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trinhtmai1983🫎
trinhtmai1983🫎@trinhtmai1983·
Not everyone recognizes an opportunity when it appears. And not every airdrop is worth your time. ORO isn’t loud. But those who understand… have already started early. In this space, you either move first or arrive later and regret it. @getoro_xyz #oro
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Bảo minh I base.eth
Bảo minh I base.eth@Longanh71·
ORO in the future Over the decades, human research has progressed significantly. In the early years of 1956, the term Artificial Intelligence was coined and research officially began. From 1990 to 2010, AI developed rapidly thanks to more powerful computers and the growth of data. AI video and AI writing marked a new step in human civilization, opening doors to creativity and innovation that were once unimaginable. From that point on, I began to learn about ORO. Around the years 2025 to 2026, as I continued to explore it more deeply, I felt like I was discovering something new — bright new principles and a new kind of digital web data. In the ORO ecosystem, it is not simply a project that is becoming widely known and spreading to everyone. Instead, it feels more like an ecosystem that is still being explored, something that is growing gradually and revealing its potential over time. What I’ve always liked about ORO is that it doesn’t try to make everything overly complicated or exaggerated. Instead, it focuses on building a long-term and sustainable path that is truly easy for the community to use. Creativity spreads naturally within it, connecting people and bringing them closer together. In this new age of Web3 and AI, across platforms like Twitter, Facebook, Reddit, and Telegram, we often find ourselves chasing futuristic ideas, science fiction-like visions, or simply the next wave of hype. But true value in this new era often comes from quieter things — from well-designed systems, from healthy and structured data that evolves over time, and from foundations that allow people to build continuously into the future. This kind of solid foundation is exactly the direction that ORO is heading toward. Looking forward, there are a few things I personally hope to see as ORO continues to grow stronger and more sustainable in the long term. I would like to see more tools that support data storage, making interaction with the platform more intuitive and easier for users. I also hope the community can access information more easily, along with new and innovative ways for people to contribute and actively shape the ORO ecosystem. Deeper integration will also be important, helping expand future development and unlocking more possibilities within a widespread ecosystem. ORO is still in its early stages, and that is exactly what makes it exciting. It represents opportunity, exploration, and discovery. I see ORO as standing in the middle of a galaxy that is not yet widely known or fully explored, knowing that there is still so much hidden beyond what we can currently see. And I am very curious about what the next project will be — the one that will strongly drive the development of ORO in the distant future. What do you think? @getoro_xyz @dgmonsoon @ckxyz_ @ORO
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PuPu
PuPu@X_Pu_Pu·
Take a break from work on web2 and web3 to enjoy this moment
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Mobasshir Ahmed
Mobasshir Ahmed@mobasshir29·
Eid is here with joy and light, Making every moment bright. With love in hearts and peace in mind, Leaving all the worries behind. Eid Mubarak🌙
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