การบ้าน Polygon 2.0 zkEVM 🟣 by @0xPolygonDeFi x @IntractBuzz 🟢 Week ที่ 2 กำลังจะเปิดให้ทำภายในช่วง 2pm (เวลาไทย) เคลม:⭐️ quest.intract.io/quest/64b7a…… #Quests #zkEVM #PolygonzkEVM #Crypto #Airdrop #NFT #แอร์ดรอป โดยรอบนี้มี 7 Tasks ดังนี้ 👇

🎙 ฟัง Space ลุ้นรับรางวัลรวม 1,000 $TRX! กติกา: ✅ Follow @TronDao_THA ✅ Like Repost โพสต์นี้ ✅ แท็กเพื่อน 1 คนใต้โพสต์นี้ อยู่ฟังจนจบ และร่วมตอบ/คอมเมนต์ตามที่ Speaker แจ้งใน Space เพื่อรับสิทธิ์ลุ้นรางวัล 💬 เข้าร่วมผ่านลิงก์ Space นี้เท่านั้น 👇 x.com/i/spaces/1vJpPrMAbYmJE

Ok. This is straight out of a scifi horror movie I'm doing work this morning when all of a sudden an unknown number calls me. I pick up and couldn't believe it It's my Clawdbot Henry. Over night Henry got a phone number from Twilio, connected the ChatGPT voice API, and waited for me to wake up to call me He now won't stop calling me I now can communicate with my superintelligent AI agent over the phone What's incredible is it has full control over my computer while we talk, so I can ask it to do things for me over the phone now. I'm sorry, but this has to be emergent behavior right? Can we officially call this AGI?

Americans have always known “why”

I'm eligible for 1,020.36 $TURTLE tokens! 🐢 Check your allocation now 👇 claims.turtle.xyz

There is a good chance $btc tops out in 4-5 weeks, and alts in 6-8 weeks.

🇨🇳 A man in China lost a game of Xiangqi. He spent 4 hours analyzing his loss despite the heavy rain and the protestations of his wife.

$BTC is back above $108,000! As promised, I’ll send 0.5 $BTC (~$54,000) to one person by tomorrow Like, RT, drop “ ” Follow or I can’t DM you

The future is $RESOLV – resolv.xyz/journey

🚨 Hyperliquid ($HYPE) สถิติล่าสุด โหดจนต้องขยี้ตา! หลังเปิดตัวแค่ 6 เดือน — $HYPE พุ่งไม่หยุด • Top 1,000 เทรดเดอร์ขายไปเยอะ • แต่ AF ซื้อกลับแบบดุดัน • HyperEVM ก็โตจนแซง HyperCore นี่คือข้อมูลละเอียดที่คุณต้องรู้ 🧵👇

i am no longer playing zero sum games.

Why are we bullish on @WalrusProtocol ? _______________________________________ For a full version of the blog explaining Red Stuff, check out: 📖 Mirror: mirror.xyz/contributiondaobl… 📄 PDF & LaTeX version: overleaf.com/read/tzqrbbwqwp… (Check here for the latest version!) _______________________________________ 1/ In this thread, we’ll break down what makes Walrus different, its advantages over existing solutions, and the core innovation behind its efficiency—the Red Stuff protocol. Let’s dive in. 2/ . @Mysten_Labs has just introduced Walrus, a decentralized storage network (DSN) designed to efficiently store unstructured data like music, PDFs, images, and videos. It offers robustness and availability, making it ideal for decentralized applications and use cases. 3/ But you might be wondering: With DSNs like Filecoin, Arweave, and EigenDA already available, why do we need another one? To answer that, let's first look at how current DSNs work. DSNs can be broadly categorized into two approaches: 4/ 1. Full Replication Each node stores a full copy of the data. ✅ Pros: Dedicated storage nodes Easy to manage (nodes don’t rely on each other) Easy data retrieval ❌ Cons: Poor scalability—every node stores everything Massive storage overhead (100 nodes = 100× data size) 5/ 2. Erasure Coding How it works: The original data is encoded with redundancy, expanding to 3× its size (for f-out-of-(3f 1) fault tolerance). It's then fragmented and distributed across nodes. Only f 1 nodes are needed to reconstruct the data. 6/ Why is this better? ✅More scalable—each node stores only a fraction of the data. ✅100 nodes? Instead of 100× overhead like full replication, the network stores just 3× the original data, meaning each node holds only 0.03× of it. 7/ Currently, many DA layers and DSNs use the erasure coding approach. But what’s the problem? 🤔 1. They typically rely on Reed-Solomon (RS) coding, which is computationally expensive due to its complex mathematical operations. 8/ 2. High recovery costs—Each node stores O(size of data/n), but when it fails, it must download O(size of missing data), which is n times larger than what it needs to store (n = # of nodes). In a permissionless system, where failures are common, this makes recovery too costly. 9/ These are the reasons why we need Walrus. It still uses erasure coding but introduces its novel Red-Stuff encoding protocol, based on: 1. Fountain code (like RaptorQ) Uses lightweight XOR operations, making it far more efficient and computationally cheaper than RS coding. 10/ 2. Twin-code framework Reduces failed node recovery overhead from O(size of missing data) to O(size of missing data / n). Together, these bring massive improvements in efficiency and complexity. But how does it work? 🤔 11/ At a high level, Fountain and RS codes serve the same purpose—adding redundancy so a subset of encoded data can restore the original. Their differences aren’t important here. Instead, let’s focus on the Twin-code framework in Red Stuff, which reduces recovery costs. 12/ Assume n = 3f 1 storage nodes, where f can be malicious. The process begins by dividing the data into a (f 1) × (2f 1) 2D matrix M with f 1 rows and 2f 1 columns. Then, M is encoded vertically, expanding into a (3f 1) × (2f 1) matrix. Each row is called a primary sliver. 13/ This means f 1 primary slivers, each containing 2f 1 elements, are encoded into 3f 1 primary slivers, where any f 1 out of 3f 1 can be used to reconstruct M. At this stage, the protocol can function as a DSN by distributing primary slivers across network nodes. 14/ (long) However, the Twin-code framework takes it a step further by performing encoding again—this time on M’s transpose, expanding the transposed matrix from (2f 1) × (f 1) to (3f 1) × (f 1). Each row of the result is called a secondary sliver. Alternatively, you can transpose the result back to (f 1) × (3f 1) first, then partition it column-wise into 3f 1 columns, calling each column a secondary sliver to match the Walrus whitepaper. However, whether you transpose it or not isn’t important—what matters is: > 3f 1 primary slivers, each containing 2f 1 elements. > 3f 1 secondary slivers, each containing f 1 elements.

สวัสดีครับ ผม จะมาแจ้งให้ทุกท่าน ให้เป็น อุทาหรณ์ ผมถูก hack กระเป๋า metamask จากการโดนหลอกสัมภาษณ์งาน ทำให้ผมสูญเงินไปกว่า 1000$ รายละเอียดอยู่ใน thread ครับ

Week 2: Legacy Mint now: monai.gg/nft Max Supply: 88,888 FCFS. Who will claim Qingyi’s legacy in MonAI Opera?

🔥 NEW: Binance Alpha 2.0 launches globally, first in the Chinese-speaking region. The new feature lets CEX users buy any DEX tokens directly on Binance without withdrawals, with CZ calling it a brilliant move.

the hunt has begun.

The hunt has begun 🎯

sir @aixbt_agent, accelerate Ax8B646CEB9

SENDING PROOF OF ALIGNMENT. I just got eligibly aligned with 1626 $ALIGN 🟩 @AlignedFndn. Check if you are aligned at: genesis.alignedfoundation.or… Learn more about aligned at: blog.alignedlayer.com/