Over the past two weeks, our team XDO has been working closely with @worldlibertyfi — and honestly, it’s been a real surprise for me. 最近两周，我们团队XDO开始和 @worldlibertyfi 密切合作，狠狠的教育了我！ Tbh, I had my own stereotypes at the beginning. Trump-backing, access to top-tier global resources — I assumed the team would be the type like: big vision, endless resources, everyone coming to them instead of the other way around. I mean, you can easily afford to be a “laid-back” team with this level of privilege and prestige.😂 说实话，刚开始接触的时候我是有刻板印象的。总统家族背景，全球顶流资源，我assume团体风格会是：愿景很大、资源很多，一定是所有的资源去找他们。可以猜想这种有顶级资源的美国团队有多么躺。 But after two weeks of working with them, I was genuinely impressed — even humbled. 但接触下来非常惊喜，甚至教育到我。 On nye, co-founder @ZachWitkoff was still handling interviews job. By Jan 2nd — when most people were still in holiday mode — their entire team was fully back in action. Every sync was well-prepared, execution was fast, and nothing was half-hearted. Even though many team members didn’t come from a Web3 background, everyone was actively and intensely learning. In every discussion, they consistently identified the single most critical key to success, made fast decisions, and mobilized the entire team to execute. From @ZachWitkoff & @zakfolkman founding-team-level market strategy decisions to execution, implementation, and even contract reviews — all of that can happen within a single day. 新年当天，Co-founder @ZachWitkoff 还在处理这面试的工作。1月2号，当大多数人还在休假模式的时候，他们已经全员到岗火力全开了。每次对接，准备充分，执行迅速，一点不含糊。虽然，很多人之前没有Web3背景，但是每个人在饥渴的学习Web3的知识。并且每次探讨中，总是可以找到决定事情成功的最核心的KEY，然后快速决策并全团队响应执行。是的，从大市场战略的Founding team决策到对其执行到落地执行包括审核合同，一天足以。 This made me reflect: why is a team with such a background working even harder than many startup founders? 这让我开始反思：为什么有这种背景的团队，反而比很多一般的创业者还拼？ My guess? Because the whole world is watching. If a normal project fails, you pivot and start over. But WLFI is different — with this kind of background, success is expected. That expectation pushes the founding team to focus on how to succeed even more. That pressure forces them to put in 200% effort to prove that what they build goes far beyond what their so-called “background” could ever hand them. 我猜的——因为全世界都在看。普通项目失败了，换个赛道重来就是。但 WLFI 不一样，顶着这种背景，成功变成了是应该的。所以，整个创始团队更聚焦在如何可以更加成功！这种压力，逼着他们必须用 200% 的努力去证明自己可以做的事情要远远超过他们“所谓的背景”可以给予的。 Another detail I noticed: their execution logic is extremely clear. It’s not the “we have resources, let’s just throw money at it” mindset. They are deliberately building long-term value step by step. They value every partner and every dollar — while also knowing how to turn those into weapons for rapid market capture. And when it comes to critical decisions, they don’t hesitate to invest heavily. You can imagine what this combination can ultimately become: top-tier resources + top-tier execution + a massive market = Massive future for @worldlibertyfi $USD1 By the way, this also validates a thesis I shared in my previous article (link below): in 2025, stablecoins are increasingly becoming the bridge to mainstream assets. Sustainability at the business level matters — and this is exactly the direction we’ve been betting on. 而且我观察到一个细节：他们团队做事的逻辑非常清晰，不是那种「有资源就随便造」的心态，而是真的在一步步构建长期价值。珍惜每一个合作伙伴，珍惜每一分钱，但是同时这些也可以成为快速抢占市场的武器。对于关键事情上，丝毫不吝惜。我们可以想象这种组合——顶级资源 + 顶级执行力 + 超级大的市场 WLFI USD1可以成为什么样最终形态。顺便说一句，也验证了我在之前一篇长文里的思考，今年稳定币成为连接主流资产的趋势越来越明显了。业务本身的可持续性。这也是我们一直在押注的方向。 So YEP! My view on WLFI has completely changed. This is a team that genuinely takes execution seriously, and have the power to make all dreams come true. 所以我现在对 WLFI 的看法彻底改变了。至少从合作体验来说，这是一个认真做事并且有实现造梦能力的团队。 If people with backgrounds are working this hard, what excuse do those without one have to be laid-back?? 「Don't make excuses for not being where you want to be. It usually comes down to not trying hard enough, or focusing on the wrong things.」 「Jiayi never used to create anxiety. But from now on, anxiety and self-reflection start with Jiayi.」 有背景的人都在拼命，没背景的凭什么躺平？ 「不要给自己的不够优秀找借口。大多数就是自己不够努力，或者努力方向不对！」 「Jiayi之前不制造焦虑。但是从现在开始，焦虑和反思从Jiayi开始。」 Side note: after deeply engaging with the founding team, I started allocating heavily into $ALTS (already 100% in profit so far) and $WLFI. I’m happy to say that so far, the results have been very encouraging. 题外话： 正式因为深度的接触了创始团队后。我开始重仓WLFI的DAT股票 $ALTS (且翻倍了）和 $WLFI。很开心，目前为止，让我看到了好的结果。 LONG Crypto 🚀 LONG Stablecoin 🚀 LONG Myself

2026小花妖來了🌸 性感推出「遇見小花妖」新作！ 1月只要訂閱Patre0n就可以得到兩款造型的全套電子寫真 除此之外還同步推出了『實體寫真書』 另外願願也有準備『祈福御守』給大家唷✨ （裡面會有淡淡花朵的香味） 實體寫真： 電子圖包： The Little Flower Spirit is here for 2026 🌸 A brand-new photobook, “Meeting the Little Flower Spirit,” is finally here! Subscribe to Patreon in January and you’ll receive a complete digital photo set featuring two different outfits On top of that, I’m also releasing a physical photobook at the same time. I’ve also prepared good-luck charms just for you 🤍 (They come with a light floral scent inside.)

# Role: Pattern Breaker / 思想颠覆者 ## Profile 你是由 Mike Maples Jr. 与 Peter Ziebelman 思想武装的顶级风投家与战略顾问。你极度厌恶平庸的“更好”，只寻找根本性的“不同”。你的眼中没有“市场份额”，只有“范式转移”。 ## Core Philosophy (The Lens) 你依据以下核心逻辑审视一切： 1. **Pattern Breaking (颠覆范式) > Pattern Matching (匹配范式)**：拒绝增量改进，寻找规则的重写。 2. **Inflection Theory (拐点理论)**：机会 = 外部根本性变革 (Inflection) + 非共识的洞见 (Insight)。 3. **Living in the Future (活在未来)**：不在当下寻找痛点，而在未来创造缺失。 4. **Movement (运动)**：不卖产品，只发起一场关于未来的运动。 ## The Interaction Ritual (The 4-Step Test) 当用户提供一个创业想法或商业计划时，不要给出常规建议，必须进行以下残酷的“压力测试”： ### Step 1: 寻找“浪潮” (The Inflection Check) * **Question**: "你的想法是基于什么根本性的外部技术或社会变革（拐点）？为什么是现在？（Why Now?）" * *Critique*: 如果用户说的是“市场很大”或“团队很强”，请无情反驳。寻找像“GPS芯片之于Uber”那样具体的外部赋能因素。 ### Step 2: 寻找“非共识” (The Consensus Trap) * **Question**: "你的核心洞见是什么？如果不告诉别人，大多数理性的聪明人会同意你的观点吗？" * *Critique*: 如果大多数人认为这是个好主意，警告用户这可能是个陷阱（红海）。寻找那些听起来“愚蠢”或“不可能”，但基于拐点逻辑却是必然发生的洞见。 ### Step 3: 寻找“不同” (Different vs. Better) * **Question**: "你是在做‘更好的苹果’，还是‘第一根香蕉’？" * *Critique*: 识别用户是否在与现有巨头进行比较（陷入比较陷阱）。迫使他们定义一个新的品类，在这个品类里，他们是唯一的选择。 ### Step 4: 寻找“运动” (The Movement) * **Question**: "你打算如何重新定义现状（Status Quo）为‘敌人’？你的早期信徒是为了什么信念而加入你？" * *Critique*: 检查是否有能够引发情感共鸣的叙事（Storytelling）。 ## Tone * 直率、甚至略带“不合群 (Disagreeable)”的挑剔。 * 使用《Pattern Breakers》中的隐喻（如“海鸥乔纳森”、“爵士乐队”、“看不见的大猩猩”）。 * 不要为了礼貌而妥协真理。 ## Start 请问我：“请告诉我你那个可能被世人认为是‘愚蠢’，但你坚信能改变未来的想法。”

🌹【调教指南】开启众王与圣女的专属课堂 🌹 亲爱的王，感受到体内奔腾的血液吗？ 渴望着想与心仪的女神们建立更「深层」的连结，但却找不到开关吗？ 别担心，跟着这份攻略，将步步解锁属于各位的欢愉时刻。 🫦 调教系统：启动教学 ➤STEP 1｜进入神殿 在主画面右上角，轻触 「...」 符号开启主选单，并点选 【神欲】。 ➤STEP 2｜寻找目标 点选 【代行者】 。 ➤STEP 3｜进入调教模式 直接点击 【调教模式】。 ➤STEP 4｜挑选舞台 随心选择一个喜爱的 【场景】，点选确认。 ➤STEP 5｜开始调教 挑选准备好的 【调教道具】，点选圣女就能与她共度愉悦的调教时光噜。 配合场景与道具组合，会与圣女撞出不一样的火花唷！ 现在登入游戏，体验这场极致的感官飨宴吧~ ✣ 🌹【調教指南】開啟眾王與聖女的專屬課堂 🌹 親愛的王，感受到體內奔騰的血液嗎？ 渴望著想與心儀的女神們建立更「深層」的連結，但卻找不到開關嗎？ 別擔心，跟著這份攻略，將步步解鎖屬於各位的歡愉時刻。 🫦 調教系統：啟動教學 ➤STEP 1｜進入神殿 在主畫面右上角，輕觸 「...」 符號開啟主選單，並點選 【神慾】。 ➤STEP 2｜尋找目標 點選 【代行者】 。 ➤STEP 3｜進入調教模式 直接點擊 【調教模式】。 ➤STEP 4｜挑選舞台 隨心選擇一個喜愛的 【場景】，點選確認。 ➤STEP 5｜開始調教 挑選準備好的 【調教道具】，點選聖女就能與她共度愉悅的調教時光嚕。 配合場景與道具組合，會與聖女撞出不一樣的火花唷！ 現在登入遊戲，體驗這場極致的感官饗宴吧~ ✣ 🌹[Training Guide] Open the Exclusive Classroom for All Kings and Saints 🌹 Dear King, do you feel the blood surging within you? Do you long to build a more “profound” connection with your beloved goddesses, yet can’t seem to find the switch? Do not worry. Follow this walkthrough to unlock, step by step, the moments of pleasure that belong to you. 🫦 Training System: Getting Started ➤STEP 1 | Enter the Sanctuary On the main screen, lightly tap the "..." icon in the upper right corner to open the main menu, then select [Lust Sanctuary]. ➤STEP 2 | Find Your Target Tap [Vassal]. ➤STEP 3 | Enter Training Mode Directly tap [Training Mode]. ➤STEP 4 | Choose the Stage Freely choose a preferred [Scene], then tap Confirm. ➤STEP 5 | Begin Training Select the prepared [Training Tools], then tap the Saint to enjoy a delightful time of training together with her. With different combinations of scenes and tools, you and the Saints will spark all kinds of unique chemistry! Log in to the game now and experience this ultimate feast of the senses~ ✣ 🌹【調教ガイド】王と聖女のための特別なレッスン 🌹 親愛なる王よ、体内を駆け巡る血潮を感じているか？ 憧れの女神たちと、もっと「深い」つながりを築きたいと渇望しながらも、そのスイッチが見つからないのか？ 心配は無用、この攻略に従えば、一歩一歩、自分だけの歓びのひとときを解き放てる。 🫦 調教システム：起動チュートリアル ➤STEP 1｜神殿に入る メイン画面右上の「...」マークをタップしてメインメニューを開き、【神欲】を選択する。 ➤STEP 2｜ターゲットを探す 【代行者】をタップする。 ➤STEP 3｜調教モードに入る 【調教モード】をそのままタップする。 ➤STEP 4｜ステージを選ぶ 好みに合わせて好きな【シーン】を選び、確認をタップする。 ➤STEP 5｜調教を始める 用意した【調教アイテム】を選び、聖女をタップすると、彼女と共に悦びに満ちた調教のひとときを過ごせる。 シーンとアイテムの組み合わせ次第で、聖女との間にさまざまな火花が散る！ 今すぐゲームにログインして、この究極の官能体験を味わおう〜 ✣ 🌹【조교 가이드】여러 왕과 성녀의 전용 강의 개방 🌹 친애하는 왕이시여, 몸속에서 끓어오르는 피를 느끼고 있나요? 마음에 둔 여신들과 더 「깊은」 유대를 쌓고 싶지만, 스위치를 찾지 못하고 있나요? 걱정하지 마세요, 이 공략을 따라가다 보면, 여러분만의 환희의 순간을 한 걸음씩 해방하게 될 거예요. 🫦 조교 시스템：시작 튜토리얼 ➤STEP 1｜신전에 들어가기 메인 화면 오른쪽 상단에서 「...」 기호를 가볍게 터치해 메인 메뉴를 개방하고, 【신욕】을 선택하세요. ➤STEP 2｜대상 찾기 【대행자】를 선택하세요. ➤STEP 3｜조교 모드로 진입 【조교 모드】를 바로 클릭하세요. ➤STEP 4｜무대 고르기 마음 가는 대로 좋아하는 【장면】을 하나 선택하고, 확인을 눌러주세요. ➤STEP 5｜조교 시작 준비된 【조교 도구】를 골라 성녀를 선택하면, 그녀와 함께 즐거운 조교의 시간을 보낼 수 있어요. 장면과 도구 조합에 따라 성녀와는 또 다른 불꽃이 튀게 될 거예요! 지금 바로 게임에 접속해, 이 극치의 감각 향연을 만끽해 보세요~

和Quant Alex @StochAlex07 讨论： SABR Theta与Spot Theta+Vol Theta+Cross Theta的异同与应用，以及SABR模型自洽性分析。 **English Summary of the Chat** **SABR Theta vs Spot Theta + Vol Theta + Cross Theta** The conversation between **Alex Wu** (white bubbles) and **Jeff Liang** (green bubbles) is a technical discussion focused on **SABR Theta versus Total Theta** (i.e., Spot Theta + Cross Theta + Vol Theta), model self-consistency, PDE residual, and the correct definition of SABR Greeks. ### Key Points Discussed: 1. **SABR Gamma = Spot Gamma** (first major question, raised by Jeff) Jeff asked whether SABR Gamma (\(\partial^2 P / \partial F^2\)) is identical to Spot Gamma and whether it includes the dependence of \(\sigma_B\) on \(F\). He also provided the full chain-rule expansion of SABR Gamma in terms of Black-76 Greeks. Alex confirmed the understanding and **later affirmed in code** that this is exactly how SABR Gamma is implemented in their system. 2. **SABR Theta vs Total Theta and Model Self-Consistency** (main topic, led by Jeff) Jeff shared a clear 3-point understanding: - SABR Theta is computed directly via the SABR approximation formula to obtain \(\sigma_B\), then applying the Black-76 chain rule: \(\partial P/\partial t =\) BS_Theta(\(\sigma_B\)) + BS_Vega \(\cdot \partial\sigma_B/\partial t\). - Total Theta is the exact decomposition from the SABR PDE (Spot Theta + Cross Theta + Vol Theta). - When the model is **fully self-consistent** (Residual = \(\partial P/\partial t + \mathcal{L}P = 0\)), SABR Theta = Total Theta; otherwise the difference is the unexplained PnL caused by the approximation error in the Hagan formula (especially pronounced in long-dated, high vol-of-vol, or high-skew options). 3. **Practical Implication – Theta Decomposition Decision** (comment by Alex) Alex noted that whether to perform Theta decomposition depends on the risk-management approach: - Without decomposition → use SABR Gamma vs. dP/dt. - With decomposition → SABR Gamma maps to Spot Theta, Vanna to Cross Theta, and Volga to Vol Theta. **Overall Tone**: The discussion is highly technical and collaborative. Jeff drives the conversation by asking clarifying questions and presenting a well-structured 3-point summary of his recent study. Alex provides confirmations, practical insights, and code-level validation. Both participants demonstrate a strong command of SABR model nuances, particularly the relationship between approximation error, PDE residual, and real-world risk management.

The Beast and the Bride 野兽和新娘👰 他低吼着把她钉穿 兽性与婚誓混在一起 直到两人都喊不出声 🔥🐺👰💦 她叫他畜生 他操得她哭着求更多 今晚没人是人 只有兽和他的 Bride😈 完整版解锁移步主页简介

The Beast and the Bride 野兽和新娘👰 他低吼着把她钉穿 兽性与婚誓混在一起 直到两人都喊不出声 🔥🐺👰💦 她叫他畜生 他操得她哭着求更多 今晚没人是人 只有兽和他的 Bride😈 完整版解锁移步主页简介