Kevinshao

🔥We’re excited to invite you to join us for the RWA Demo Day at Hong Kong Web3 Festival! Featured guests and agenda officially revealed! 🔗Luma Registration Link：luma.com/jbo0161f Event Overview Host:@NanoLabsLtd Blockchain Partner:@BNBCHAIN Organizer:@ICC @ABGAasia @MEeventHK ⏰Time: April 19, 13:30–17:00 （UTC+8) 📍Venue: 香港大学李兆基会议中心大礼堂（University of Hong Kong，Grand Hall of the Lee Shau Kee Conference Centre） Core Highlights 🎤4 Winning RWA Projects Showcase on the stage； 💡Keynote & Panel Sessions present from Industry Leaders, investors, and BNB Chain Eco Representative； 🤝High-Impact Networking: Direct access to top Web3 founders, VCs and BNB Chain Eco resources； 🎁Audience Perk 1: Your Special XPIN Gift! We’ve prepared a FREE XPIN Global eSIM for you, featuring Unlimited global data, usable in 56 countries, valid for 3 days—hoping this enhances your travel experience! How To Redeem：scanning the redeem QR code after your on-site check-in. Limited to 300 only, first-come, first-served! 🎁Audience Perk 2 :Complimentary Access to the All-Day CryptoFi Forum (HKU Session) Event Overview This forum brings together academia and industry to explore the future of Web3, AI, Web4.0, and RWA, and how digital assets can better connect with the real economy. Very thanks to our partners: VCs:@HashKey_Capital @CGVFOF @fenbushi @waterdripfund @Bitrisecapital_ @HashGlobal Supporting Institutions: @HKUniversity @XPINNetwork @CoinfoundGroup @CanPayAI @RWAconnect @LabsWeb368672 Strategic Media Partner: @mpost_io @BlockTempo @PANews @TechFlowPost

Good to see @NanoLabsLtd organizing an RWA Demo Day for builders working on BNB Chain 🤝 Early-stage teams get a shot at funding, mentorship, and direct exposure at Hong Kong Web3 Festival, plus the chance to connect with others building in the same space. Sign up before March 31 👇

论文来了。名字叫 MSA，Memory Sparse Attention。 一句话说清楚它是什么： 让大模型原生拥有超长记忆。不是外挂检索，不是暴力扩窗口，而是把「记忆」直接长进了注意力机制里，端到端训练。 过去的方案为什么不行？ RAG 的本质是「开卷考试」。模型自己不记东西，全靠现场翻笔记。翻得准不准要看检索质量，翻得快不快要看数据量。一旦信息分散在几十份文档里、需要跨文档推理，就抓瞎了。 线性注意力和 KV 缓存的本质是「压缩记忆」。记是记了，但越压越糊，长了就丢。 MSA 的思路完全不同： → 不压缩，不外挂，而是让模型学会「挑重点看」 核心是一种可扩展的稀疏注意力架构，复杂度是线性的。记忆量翻 10 倍，计算成本不会指数爆炸。 → 模型知道「这段记忆来自哪、什么时候的」 用了一种叫 document-wise RoPE 的位置编码，让模型天然理解文档边界和时间顺序。 → 碎片化的信息也能串起来推理 Memory Interleaving 机制，让模型能在散落各处的记忆片段之间做多跳推理。不是只找到一条相关记录，而是把线索串成链。 结果呢？ · 从 16K 扩到 1 亿 token，精度衰减不到 9% · 4B 参数的 MSA 模型，在长上下文 benchmark 上打赢 235B 级别的顶级 RAG 系统 · 2 张 A800 就能跑 1 亿 token 推理。这不是实验室专属，这是创业公司买得起的成本。 说白了，以前的大模型是一个极度聪明但只有金鱼记忆的天才。MSA 想做的事情是，让它真正「记住」。 我们放 github 上了，算法的同学不容易，可以点颗星星支持一下。🌟👀🙏 github.com/EverMind-AI/MSA

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🌍「RWA Demo Day 」Project Recruitment Officially Launched！ As Real World Asset goes on-chain at scale, Now we’re spotlighting top early-stage teams from RWA sector. Winners will showcase at the Hong Kong Web3 Festival and access $100,000+ in ecosystem rewards! Host: @NanoLabsLtd Blockchain Partner: @BNBCHAIN Organizer: @ICCombinator @ABGAasia @MetaEraCN Supporting Institution: @HashKey_Capital @web3labs @ RWAConnect @waterdripfund @CGVFOF Strategic Media Partner: @mpost_io @BlockTempo @PANewsLab @TechFlowPost 🎁 Prize Pool Overview: 🏆 Cash Awards: $10,000 (1× First Prize, 1× Second Prize, 2× Third Prizes) Note: Prizes are awarded upon successful deployment on BNB Chain. 🏆 Expert Mentorship Program (Nano Labs, BNB Chain, YZi Labs, Bitrise Capital, and more) 🏆 ICC Incubation Package Valued at $100,000 🏆 Fast-Track Access to the BNB Chain RWA Incentive Program 🏆 Premium Exposure at High-Profile Industry Events 🏆 Ecosystem Benefits: Cloud , Audits, Media packages(supported by ME, Mpost, Blocktempo, PA News,TechFlow),and more. 📝 The Application link is as follows: Google Form link:forms.gle/t87uDXQFspa8ty… Registration closes on 31st March. Looking forward to your application and seeing you at the Hong Kong Web3 Festival. #Web3 #RWADemoDay #HackerNews #CryptoNews

BNB Hong Kong was nothing short of amazing 🇭🇰 Big thanks to everyone who showed up with great conversations and energy! Shoutout to our sponsors for making #BNBHK possible: @OndoFinance, @awscloud, @NanoLabsLtd, @PancakeSwap & @UTechStables Catch the full event highlights 👇