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Instead of spending 2 hours watching Netflix tonight, invest that time in this Stanford lecture. It's one of the clearest end-to-end breakdowns I've seen of how ChatGPT and Claude are built. It covers everything from tokenization and BPE to transformer architecture, the training pipeline, and next-token prediction. Whether you're completely new to AI or already building AI agents every day, this 2-hour-and-34-minute lecture will help you understand what's happening behind the scenes. Bookmark this, set aside some time this weekend, and give it your full attention. Because understanding how AI actually works could be one of the most valuable skills you develop this year.

Crypto succeeds when we stop calling it crypto. GP @guywuolletjr thinks financial services will run on blockchains, just like other businesses now run on the internet. So what gets us there? 00:00 "Everything is computer — except finance" 00:52 From a16z intern to general partner 14:34 How crypto moves into the mainstream 19:28 Why timing matters for crypto adoption 23:31 Token launches, liquidity, and going public 28:20 Backing founders for the long term 36:21 Opportunities in crypto 38:42 New markets for energy and compute 39:49 Stablecoins and finance’s digital transformation 43:29 Why perpetual futures are gaining traction 45:26 What tokenization changes for Wall Street 49:04 On oil painting and the pleasure of making things

🎧 RWACast Ep.1: Pre-IPO Onchain: What You're Actually Holding When You Buy a Pre-IPO Token "Some of them buy real shares. Some hold fund units. And some have nothing at all. They just make you a promise." This week on RWACast, we sat down with Robert, Executive Director at Tiantu Asset Management HK (SFC Type 9, ex-ISI), to unpack how the pre-IPO allocation market really works, and why most onchain buyers can't tell which of the three kinds of pre-IPO tokens they own. If you've bought a pre-IPO token, or you're about to, you shouldn't miss this episode. 🎙 w/ @Kristian_cy Mandarin with English subtitles. 🧵 Episode Timeline: 00:00 Welcome to RWACast with Robert, Tiantu Asset Management HK 00:27 Robert's background: ISI, Evercore, Tiantu 04:17 Where pre-IPO returns come from: access first, price second 08:01 How a star deal flows from the cap table down to the market 13:50 When secondary beats primary: $8B round vs $5.5B employee shares 15:31 Where deals break: structure and hidden fees, rarely valuation 22:20 Economic exposure vs legal ownership, and the TRS nobody notices 28:47 Three kinds of pre-IPO tokens: real shares, fund units, or a promise 32:24 Can a company block a token of its own shares? 37:25 What's the fair price: last round, secondary, broker quote, perp 43:40 Conflict of interest: one platform doing everything, no SEC 47:31 The unsolved problem: distribution 50:04 CFIUS, SpaceX excluding China 59:31 Moving tokenization earlier: Anthropic from under $10B to $1T+ 1:07:56 Hong Kong: regulatory innovation and the sandbox window 1:15:34 Final thoughts: platforms have to be the referee Full episode in the comments 👇

XRP, Tokenization & the Next Crypto Boom | The Bearable Bull @TheBearableBull is back to talk XRP, tokenization and the next crypto boom—from Evernorth’s Nasdaq listing and Brazil bringing securities infrastructure onto the XRP Ledger to DTCC’s tokenization push and AI threats. Remember to subscribe and hit the bell “🔔” icon to get notifications 0:00 Intro 3:52 Why XRP Is Heating Up Again 6:18 DTCC & the Shift to Tokenized Markets 9:12 Crypto Doesn’t Need the CLARITY Act 10:20 Tokenized Securities on the XRP Ledger 15:15 Evernorth’s Nasdaq Listing 22:08 Brazil Is Bringing Securities On-Chain 24:33 Digital Euro, CBDCs & the AI Era 32:41 SEC Innovation Exemption & U.S. Crypto Regulation 36:54 Quant & the Rise of Utility-Based Crypto 38:48 AI Hacks, Crypto Security & Proof of Stake 40:49 The Next Crypto Bull Run

🇺🇸 TOKENIZATION IS ENTERING THE NATIONAL CONVERSATION. I’m writing to President Trump about why tokenizing national assets could matter right now. The future of asset ownership is evolving. 👀 #Tokenization# #Crypto# #DigitalAssets#

XRP is getting interesting for a reason most people aren’t talking about. It’s not just the price action. The XRP Ledger is starting to look more like financial infrastructure. Just look at what’s happening: → CSD BR in Brazil is using XRPL to record and audit tokenized financial assets → Ripple is pushing deeper into institutional tokenization + digital capital markets → RLUSD is already above $2B in reported circulation → XRP itself is being positioned as liquidity + settlement infrastructure That’s a pretty different story from “XRP is just another altcoin.” The real question now: Can XRPL turn all this institutional activity into meaningful on-chain demand? That’s the metric I’m watching. Not the hype. Not the moon targets. Actual usage. $XRP #XRP# #XRPL# #Crypto# #RWA#

10月必须知道的山寨大事件： hyperliquid:native 8亿美元解锁、 ethereum:0x57e114b691db790c35207b2e685d4a43181e6061 一次放14亿枚， base:0x940181a94a35a4569e4529a3cdfb74e38fd98631 上7条链，CME上 ethereum:0x1f9840a85d5af5bf1d1762f925bdaddc4201f984 （完整总结版） 10月1日 sui:native ：常规解锁，约1326万枚。 10月2日 solana:J6pQQ3FAcJQeWPPGppWRb4nM8jU3wLyYbRrLh7feMfvd ：约16.6亿枚悬崖解锁，约占当前流通盘47.7%，价值约1.13亿美元。 2Z：解锁后继续每周释放约3110万枚，一直持续到2029年。 10月5日 ethereum:0x57e114b691db790c35207b2e685d4a43181e6061 ：约14.1亿枚投资人代币集中解锁，约占流通量14%，原本分散到2028年的投资人解锁被提前合并。 ENA：StablecoinX持有的约30.3亿枚ENA锁定期结束，但出售仍受Ethena Foundation限制。 ENA：团队和基金会后续月度解锁继续。 10月6日 hyperliquid:native ：核心贡献者理论解锁约992万枚，按近期价格对应8亿美元以上，约占流通盘4%—4.5%。过去实际领取量经常低于理论值，重点看链上实际Claim。 ETH：Glamsterdam升级正式登陆Sepolia测试网，主网上线仍瞄准Q4，具体日期未定。 monad:native ：Monad在新加坡Open大会公布“Privacy is coming”相关隐私产品/基础设施。 ZEC：NU7测试网推进。 solana:CLoUDKc4Ane7HeQcPpE3YHnznRxhMimJ4MyaUqyHFzAu ：Sanctum计划销毁约2.59亿枚SANC，相当于总供应25%。 10月7—8日 TOKEN2049 Singapore：2.5万+参会者、7000+家公司、300+嘉宾，BlackRock、J.P. Morgan、Morgan Stanley、Nasdaq、NYSE、CME等机构参与。 sui:native ：Sui Basecamp举行，重点看AI Agent、自动支付、稳定币、Agentic Finance，以及600万+ TPS现场测试。 10月8日 ripple:native ：XRPL Permission Delegation预计激活，允许账户在不交出主密钥的情况下授予其他账户特定权限。 10月9日 XRP：XRPL Batch原子批量交易及配套安全修复预计激活，可把多笔交易打包执行，适合链上结算、支付和DvP场景。 10月11—12日 aptos:native ：约1130万枚常规解锁。 10月14日 美国CPI：9月通胀数据公布，直接影响10月底美联储预期。 10月15日 filecoin:native ：Protocol Labs和Filecoin Foundation六年归属结束。 FIL：每年约6670万枚归属释放消失，只剩约2200万枚/年的区块奖励，毛新增供应下降约75%。 美国PPI公布。 10月16日 ethereum:0xb50721bcf8d664c30412cfbc6cf7a15145234ad1 ：约9260万枚月度解锁。 10月17日 solana:DBRiDgJAMsM95moTzJs7M9LnkGErpbv9v6CUR1DXnUu5 ：约6.18亿枚解锁，约占流通盘10%。 10月19日 ethereum:0x1f9840a85d5af5bf1d1762f925bdaddc4201f984 ：CME计划上线Uniswap期货，标准合约1万枚UNI，Micro合约1000枚UNI。 bitcoin-cash:native ：CME同步计划上线Bitcoin Cash期货。 10月20日 ethereum:0x6985884c4392d348587b19cb9eaaf157f13271cd ：约2360万枚解锁。 zcash:native ：NU7主网激活决策窗口。 10月21日 AERO：Aerodrome和Velodrome正式合并升级为Aero。 base:0x940181a94a35a4569e4529a3cdfb74e38fd98631 ：首发覆盖7条链：Base、Ethereum、OP、Arc、Ink、Robinhood Chain、Arbitrum。 10月25日 plasma:native ：约2.28亿枚解锁。 10月27—28日 FOMC：美联储10月议息会议，28日公布利率决定。 10月底 OP：月度解锁。 solana:pumpCmXqMfrsAkQ5r49WcJnRayYRqmXz6ae8H7H9Dfn ：10月累计预计释放约70亿枚。 solana:6p6xgHyF7AeE6TZkSmFsko444wqoP15icUSqi2jfGiPN ：10月累计预计释放约2800万枚。 SOL、WLD、RAIN等：持续线性释放。 10月内： canton-network:native / Canton：DTCC Tokenization Service计划10月正式上线，首批重点是DTC托管的美国国债，后续扩展到股票、ETF等证券。 near:native ：Bitwise现货NEAR ETF上线后的第一个完整资金流月份，首日净流入约3550万美元。 ethereum:0x7fc66500c84a76ad7e9c93437bfc5ac33e2ddae9 ：V4存款已经突破10亿美元，并继续向Base、Arc扩展。 ethereum:0xe28b3b32b6c345a34ff64674606124dd5aceca30 ：CypherOS目标仍是Q4。 ethereum:0x808507121b80c02388fad14726482e061b8da827 ：继续预告无收益资产的PT/YT市场。

The Renaiss team is growing. Welcome, @lclwalter. 💛 Walter joins Renaiss as Chief Business Officer. He spent four years leading Gaming and AI initiatives at @BNBCHAIN, working closely with partners across its ecosystem, including wallets, exchanges, DeFi and various Web3 protocols. Before that, he spent a year at Huobi Global, focusing on the growth of Web3 gaming, NFTs, and blockchain ecosystems. He has also contributed to industry discussions through advisories, panels, and events, drawing on his experience in Web3 partnerships and a decade in operations, business development, and technology program management in Singapore’s security industry. Renaiss has built a Real-World Asset infrastructure across physical collectibles, custody, Proof of Fair, market data and price discovery through Renaiss Index, and an SDK for seamless integrations. As Chief Business Officer, Walter will help bring these capabilities to more partners and support teams building products around the tokenization of physical collectibles. Building in blockchain, collectibles, RWA, or related areas? If you’re interested in integrating @renaissCLTB into your product, reach out to @lclwalter or our team. We’d love to explore how we can work together. 🤝

$INJ just got a teaser for something called CypherOS and it's the first privacy focused thing I've seen Injective actually put a name to. the pitch so far: confidential transactions, confidential trades, confidential tokenization. no technical details yet, no launch date, just a dark video and a name. which, fair, that's what a first look is supposed to be. the interesting part is why this matters at all. onchain finance has a real tension baked in, you want transparency for trust and auditability, but institutions moving real money usually don't want every trade visible to competitors watching the same chain. if CypherOS is actually solving that instead of just wrapping "privacy" as a buzzword, it slots directly into everything Injective's already building toward, tokenized funds, RWAs, trade finance, the stuff that needs discretion way more than a meme coin ever would. still very much a teaser though, nothing to actually evaluate yet. I'm actually curious what the real feature set looks like once they show it.

.@thesamreynolds, Research Manager at TRON DAO, moderated a Korea Blockchain Week panel on the growing role of real-world assets and tokenization. 🇰🇷 Joined by leaders from @Tether, @PancakeSwap, and Jito Foundation to discuss how tokenization can expand financial access across borders. More details from @TheBlockCo below. 👇