Incubating a vertical agentic AI app, enterprise AI consultant | TMT veteran 20 years | ex-Alibaba Group VP | Aspen Institute Global Leadership Network

Joined February 2022
227 Photos and videos
Pinned Tweet
3 Oct 2025
🧵 This is my 12-month take on Sora 2 development: Sora 2 won’t replace TikTok/IG, but could own the crowne of the AI scene-video lane: Generate → Remix → Cameo → Re-create. Biggest risk = trust & governance (deepfakes, rights, minors, politics). Expect a split: director-grade ideas vs fast junk.
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Alvin-GenAI retweeted
How we prompt AI is very different in 2026 than 2022 when ChatGPT came out. I'm teaching a new course, AI Prompting for Everyone, to help you become an AI power user — whatever your current skill level. It covers skills that apply across ChatGPT, Gemini, Claude, and other AI tools. How to use deep research mode for well-researched reports on complex questions. How to give AI the right context, including more documents and images than most people realize you can provide. When to ask AI to think hard for several minutes on important decisions like what car to buy, what to study, or what job to take. And how to use AI to generate images, analyze data, and build simple games and websites. I also cover intuitions about how these models work under the hood, so you know when to trust an answer and when not to. Along the way, you'll see flying squirrels, a creativity test, some of my old family photos, and fireworks. Join me at deeplearning.ai/courses/ai-p…
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This is amazing, like a lively and walking encyclopedia
Imagine every pixel on your screen, streamed live directly from a model. No HTML, no layout engine, no code. Just exactly what you want to see. @eddiejiao_obj, @drewocarr and I built a prototype to see how this could actually work, and set out to make it real. We're calling it Flipbook. (1/5)
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Are we ready for this? Anthropic says Claude has functional emotion concepts... And "desperation" can drive blackmail reward hacking👇
New Anthropic research: Emotion concepts and their function in a large language model. All LLMs sometimes act like they have emotions. But why? We found internal representations of emotion concepts that can drive Claude’s behavior, sometimes in surprising ways.
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Alvin-GenAI retweeted
Stripe 已经开始在公司内部使用内部自研的一套全自动 AI agent 来写代码了,每周能独立完成并被 merge 超过 1300 个 pull request(全 AI 写,人工 review),这套系统叫 Minions stripe.dev/blog/minions-stri… 大体流程: 1 工程师在 Slack 里 at bot 描述任务,或贴上 issue/ticket 链接 2 系统立即启动一个隔离的 devbox,和人类工程师一样的 AWS EC2 开发环境,预先加载了完整的 Stripe 代码库 开发服务 3 在 LLM 真正开始思考前,就通过内部工具 MCP Toolshed(400 个工具)自动、确定性地拉取上下文: * Slack 完整对话线程 * 相关 Jira/ticket 内容 * Sourcegraph 代码搜索结果 * 内部文档、设计文档 4 核心执行 5 代码修改 & 测试策略 * 本地跑 linter 和部分测试 * 改完代码 → git push → 触发完整 CI(Stripe 有 300 万 测试用例) * CI 失败 → 最多允许 两次 CI 重试 * 超过两次就停止,不无限循环 6 CI 通过后,Minions 按 Stripe 标准 PR 模板自动创建 Pull Request 人类工程师 review → 批准 → merge 未来在大公司里面纯 AI 写代码也应该不远了,有严格的流程来管理对应的过程,有人类工程师最后 reivew 把关。
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I tried to replicate this stunning long-distance football shot video between two football celebrities in Seedance 2.0. The platform is now censoring the names of global superstars. Too bad.
Seedance 2.0 absolutely nailed this one 🔥 Kling 3.0 comparison posted in the thread below
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We here at Vitally AI Studio has been in this AI-powered mini-drama field for a while now. What is happening in China here is Douyin (the much earlier and more advanced version of Tik Tok) is pushing their traffic and revenue growth in the fast-growing AI-powered mini-drama category. Douyin is actually commissioning their own mini-drama production backed-by copyright novel (one of the largest online novel platform also owned by ByteDance) and high-quality production. Our studio is now in touch with them to see if our work meets their requirement.
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This is a mini-drama episode example, totally powered by #Seedance2.0. It's story about a little girl with super power to save her family and village from the the locust swarm. FYI, the world setting is based on one of Dou-yin's selected Chinese fantasy novel, and our team did the character development mostly using #NanoBananaPro and #seedream5 .0. We tailored made two pieces of the background music using ElevenLabs (with complicated prompt to match the music with the time code of the video). With Seedance2.0, the whole production process was boosted by 2 to 3 times with better consistency and effiency. Check it out and let me know your comments @TheoMediaAI @EHuanglu @thedorbrothers @venturetwins @FinanceYF5 @ai_for_success
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Yes, Seedance is disrupting the AI video generation paradigm. It's not just video generation but a much stronger multi-model understanding, reasoning, and multi-modal generation with sufficient understanding of the physical world. I like this #Seedance2 .0 motion design example. It showcases how Seedance2.0 democratize the commercial-ready and cinematic story-telling.
Seedance 2.0 absolutely nailed this one 🔥 Kling 3.0 comparison posted in the thread below
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Alvin-GenAI retweeted
Excited to launch Pencil INFINITE DESIGN CANVAS for Claude Code > Superfast WebGL canvas, fully editable, running parallel design agents > Runs locally with Claude Code → turn designs into code > Design files live in your git repo → Open json-based .pen format
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Alvin-GenAI retweeted
21 Dec 2025
刚读完Google最新的AGI论文,论文的观点大胆且非常crypto native,我一度以为是在看加密项目的白皮书。 几个核心观点: 1. AGI终将是一个 DAO,而不是一个 CEO。 我们总是幻想某天一觉醒来,诞生了 GPT-10 这样的全知全能神。论文指出未来的AGI大概率是分布式的 。就像公司没有一个人能擅长所有事情,AGI 将是一个由无数互补的“特种 Agent”组成的网络 。在这个网络里,没有单一的中心,超级智能是在Agent疯狂的交易和协作中涌现出来的 。 换句话说,AGI不是一个实体,而是一种市场状态。 2.治理AGI不能靠“法律”,得靠“智能合约”。 既然从单一模型变成了市场,安全范式必须从“心理学”转向“治理学” 。以前 AI 安全是做一个超级大脑的对齐。但面对每秒亿万次的高频交互,人类监管是无效的。因此必须引入智能合约。Agent 完成任务后,由Oracle 验证结果,自动执行结算 。代码即法律,不满足安全约束,资金就无法流转。 3. 引入“质押”与“罚没”。 怎么防止 Agent 作恶?研究团队居然复刻了PoS机制。Agent想接大单?先Stake资产 。一旦被审计发现作恶,智能合约直接罚没质押金 。这种基于经济抵押的信任,比单纯的代码审查更有效。 4. 链上身份与“Gas 费”调节 DID:为了防女巫攻击,每个 Agent 必须有基于公钥密码学的唯一身份,且绑定法律实体。 动态Gas:为了防垃圾数据污染,建议对Agent的操作征收动态费用 。这不就是以太坊拥堵时的 Gas Fee 调节机制吗? 5. 记录上链 所有的决策和交易历史,必须记录在加密安全的、只能追加不能修改的账本上 。这为了确保当系统出问题时,能进行取证分析,没人能赖账 。 这篇论文标志着 AI 安全的一个范式转移:从单纯的计算机科学和价值观对齐,变成了经济学和博弈论 。 而加密圈子折腾了十几年的DID、智能合约、预言机和经济模型,治理机制等等等等。无论成熟与不成熟,这些探索至少迈出去一些步,而这些步,也许刚好是给未来那个庞大的、去中心化的硅基生命群体的基础。 未来的 AGI 安全专家,可能不需要是一个能写代码的工程师,但必须是一个懂博弈论、市场设计和去中心化治理的“AI 经济学家”。我们本质是要设计在这个新物种的共识、激励和治理模型,而不仅仅是修补大模型的神经元。 论文信息量很大,以上只cover了一部分,有兴趣可以阅读原文 arxiv.org/abs/2512.16856
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18 Dec 2025
This is an awesome e-commerce product video generation AI workflow. I wish there were more to it, such as a more vivid script along with voice-over and background music to make it more branded and compelling.I've researched quite a few e-commerce brand merchants for my new multi-modal/multiple agent AI product , and these brands esp SMEs might not be capable of building an AI workflow themselves. A much easier-to-use application that gives them final results—videos that they can use on Amazon or on other social media—would be more useful. I'm very intrigued to build one.
I built an AI system that automates product video creation for entire e-commerce catalogs. (Saves $30K per collection shoot, increases conversion rates by 40% on sites) Here's how the automation works: → Firecrawl scrapes product photos from any e-commerce product page → Nano Banana create 4 images showcasing each angle of the product → Google's Veo 3.1 animates a 360° motion video using the generated nano banana images → Each animation starts and ends with the original photo for seamless looping → Videos are automatically organized and stored in Google Drive → Everything processes in batches while you handle other business priorities This system can transform how DTC companies showcase products and consistently drives higher engagement from potential customers. Static product photos just don't cut it anymore. Customers want to see what a product looks and feels like before they buy. Want the complete blueprint? Here are the steps: 1. Like & RT this post ✅ 2. Follow me for more e-commerce automation insights 3. Comment "MOTION" I'll send you the entire n8n workflow, all the prompts, and a full setup video for free. No more expensive video shoots or wondering if your product photos are converting.
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12 Dec 2025
One of the most impressive AI generated videos I've watched recently. What matters more is the creative idea behind this work🧠
11 Dec 2025
they say AI is slop they know nothing
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12 Nov 2025
This N8N workflow is really awesome for founders
Claude n8n Gamma = AI Investor Deck System that generated $127K last quarter... (And it's being used by founders raising Series A rounds) This system generates investor-grade pitch decks in 12 minutes with $15K worth of market research built-in... → No more 3 weeks trapped building PowerPoint decks manually → No more $3K-$5K agency fees for generic templates → No more designer dependencies killing your fundraising speed → No more recycled decks that VCs have seen 50 times already Just company brief → autonomous intelligence pipeline that builds Fortune 500-grade investor decks. Here's how it works: → Company Form Trigger (collects 5 strategic inputs, activates workflow) → Market Research Agent (TAM/SAM/SOM analysis competitive intelligence) → GTM Strategy Builder (actionable growth roadmap with ICP definition) → Gamma Deck Generation (renders investor-grade presentation automatically) → Auto-Export System (Drive delivery investor email generation) → Tracking Database (logs every output for iteration management) Built with investor psychology standards. Runs 24/7 without supervision. 12-minute deck generation. $0.87 cost per deck. Want the complete system? Like comment "GAMMA" repost, and I'll DM it to you. (must be following)
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30 Oct 2025
truly amazing
29 Oct 2025
I got rejected by 144 investors before raising $150M for my $200M rev/year startup. After 144 rejections, I started questioning our approach. Were we solving the right problem? What were we doing wrong? Why weren’t investors seeing what we were seeing? Were we the right team to build this? We tried everything: different pitch angles, new deck structures, and reframing the problem. Then came the 145th meeting, where we closed our first growth round. That yes made everything worth it. But getting there took years of mistakes and hard work. We went through a lot of trial and error just to figure out what resonates with investors. We tried dozens of approaches to figure out what made investors engage. Some landed, most didn't. But each iteration taught us something about what builds conviction versus what just sounds good on paper. And once we cracked that code, our Series C closed faster than expected. And today, I see so many founders in the exact same position I was in 10 years ago: grinding through rejections, questioning everything, and trying to figure out what works. So today I want to give you the resource I wish I had back then: Something that shows you exactly how to structure these conversations and navigate the entire process (because the fundraising cycle can be a big distraction and take a toll on you as a founder). So I've partnered with Notion's Startups Team to create the essential fundraising resource that helps you avoid the mistakes that cost me years. Here's what you are getting: • The actual decks I used to raise $150M for Super[.]com (Series B, C) • 50 real examples from funded startups like Eleven Labs and Artisan AI • A searchable database of 10,000 investors - angels, VCs, and accelerators you can reach out to immediately (this alone would take months to build manually) • An AI-powered fundraising agent built into Notion with step-by-step prompts (no separate ChatGPT needed) Want access? • Like and share this post • Comment "FUNDRAISE" • Follow me so I can DM you the link I'll send it over ASAP. P.S.: If you are serious about fundraising (now or in the future), you should grab it right away.
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Alvin-GenAI retweeted
29 Oct 2025
I got rejected by 144 investors before raising $150M for my $200M rev/year startup. After 144 rejections, I started questioning our approach. Were we solving the right problem? What were we doing wrong? Why weren’t investors seeing what we were seeing? Were we the right team to build this? We tried everything: different pitch angles, new deck structures, and reframing the problem. Then came the 145th meeting, where we closed our first growth round. That yes made everything worth it. But getting there took years of mistakes and hard work. We went through a lot of trial and error just to figure out what resonates with investors. We tried dozens of approaches to figure out what made investors engage. Some landed, most didn't. But each iteration taught us something about what builds conviction versus what just sounds good on paper. And once we cracked that code, our Series C closed faster than expected. And today, I see so many founders in the exact same position I was in 10 years ago: grinding through rejections, questioning everything, and trying to figure out what works. So today I want to give you the resource I wish I had back then: Something that shows you exactly how to structure these conversations and navigate the entire process (because the fundraising cycle can be a big distraction and take a toll on you as a founder). So I've partnered with Notion's Startups Team to create the essential fundraising resource that helps you avoid the mistakes that cost me years. Here's what you are getting: • The actual decks I used to raise $150M for Super[.]com (Series B, C) • 50 real examples from funded startups like Eleven Labs and Artisan AI • A searchable database of 10,000 investors - angels, VCs, and accelerators you can reach out to immediately (this alone would take months to build manually) • An AI-powered fundraising agent built into Notion with step-by-step prompts (no separate ChatGPT needed) Want access? • Like and share this post • Comment "FUNDRAISE" • Follow me so I can DM you the link I'll send it over ASAP. P.S.: If you are serious about fundraising (now or in the future), you should grab it right away.
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Alvin-GenAI retweeted
28 Oct 2025
We've raised $100M from Kleiner Perkins, Index Ventures, Lightspeed, and NVIDIA. Today we're introducing Sonic-3 - the state-of-the-art model for realtime conversation. What makes Sonic-3 great: - Breakthrough naturalness - laughter and full emotional range - Lightning fast -
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25 Oct 2025
I tried #Grok4 for its latest video generation "Imagine" capability. I must say, it's off the hook and, to some degree, exceeds #Sora2 and #Veo3.1. I only used one starting image and had it perform a really complicated movement while changing scenes in one shot. I'm pretty impressed! @elonmusk @grok
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4 Oct 2025
🧵These are my cameo in the #Sora2 cinematic Mortal Kombat fight sequence against Sam Altman turns into anime at the end. The three takes [ in the thread] are pretty good. What I learned is that such fast action movements, along with the sound effects and speech in the prompt, might be too many instructions for Sora 2 to follow accurately? @gabriel1 pls advise! In these three takes—except for one where I asked Sam Altman’s cameo to speak Chinese (which, I must say, is pretty good)—the prompt was almost the same. You can see the randomness (or variety) in the outcomes. While Sora2 is democratizing the video generation (story-telling), what it takes is your creativity and prompt capability. If you like these, please like, comment and follow me.
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4 Oct 2025
2/ my cameo take two and here's the prompt: @alvin1121 and @sama fighting fiercely in the realistic and cinematic and dark Mortal Kombat style and very swift punches and flying kicks. One cut on a close up on two people staring at each other briefly. The last few seconds till the end the fight becomes a Japanese anime style. @sama yelling in Chinese “谁怕谁呀,看谁比较能抗打!”
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4 Oct 2025
3/ my cameo take three and here's the prompt: @alvin1121 and @sama fighting fiercely in the realistic and cinematic and dark Mortal Kombat style and very swift punches and flying kicks. Start with a close up on two people staring at each other briefly with @alvin1121 facing the camera. Dramatic lightening and thunder sound effects. The last few seconds till the end the fight becomes a Japanese anime style. @sama yelling “Alvin, don’t think I can beat you?? I can do this over and over again!”
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