[{"data":1,"prerenderedAt":205},["ShallowReactive",2],{"DlFXI4Eibt_Bn9lrEZz1TYbHCWFZj3IvqwHQSEW-Exc":3,"gqlBwdw1H-COuzap_yvHhSmfqeG91Hf4v8hBijgFJVo":194},{"code":4,"msg":5,"data":6},0,"",{"category":7,"tag":11,"hot":39,"new":78,"banner":118,"data":143,"cache":193},[8,9,10],"Agent","OpenAI","LLM",[12,14,17,20,23,25,27,30,33,36],{"title":8,"total":13},39,{"title":15,"total":16},"Google",44,{"title":18,"total":19},"Nvidia",13,{"title":21,"total":22},"Claude",11,{"title":9,"total":24},35,{"title":10,"total":26},85,{"title":28,"total":29},"DeepSeek",9,{"title":31,"total":32},"OCR",1,{"title":34,"total":35},"Chat",7,{"title":37,"total":38},"Generator",116,[40,48,55,64,71],{"id":41,"publish_date":42,"is_original":4,"collection":5,"cover_url":43,"cover_url_1_1":44,"title":45,"summary":46,"author":47},557,"2022-04-29","article_res/cover/7a9b1375ed9bb298154981bae42b794d.jpeg","article_res/cover/afa281dd52bc0454e6735daa8e6b0706.jpeg","Translation and summary of Messari Report [2.8 Kristin Smith, Blockchain Association and Katie Haun, a16z]","We need unity and speed right now.","Translation",{"id":49,"publish_date":50,"is_original":4,"collection":5,"cover_url":51,"cover_url_1_1":52,"title":53,"summary":54,"author":47},531,"2022-05-25","article_res/cover/e8362057f8fa189594c60afdfaaeb6e5.jpeg","article_res/cover/8ea08d0d6fa7eee6b57ed4ec61b61ad6.jpeg","Decentralized Society: Finding Web3’s Soul / Decentralized Society: Finding the Soul of Web3 -7","Decentralization through Pluralism When analyzing ecosystems, it's desirable to measure how decentralized it is.",{"id":56,"publish_date":57,"is_original":32,"collection":58,"cover_url":59,"cover_url_1_1":60,"title":61,"summary":62,"author":63},127,"2024-11-14","#Google #AI Game #World Model #AI Story","article_res/cover/0233a875b7ec2debf59779e311547569.jpeg","article_res/cover/6ffddb6ae4914b3c699493311aa9f198.jpeg","Google Launches \"Unbounded\": A Generative Infinite Character Life Simulation Game","Unbounded: A Generative Infinite Game of Character Life Simulation","Renee's Entrepreneurial Journey",{"id":13,"publish_date":65,"is_original":32,"collection":66,"cover_url":67,"cover_url_1_1":68,"title":69,"summary":70,"author":63},"2025-02-14","#Deep Dive into LLMs #Andrej Karpathy #LLM #Tool Use #Hallucination","article_res/cover/11e858ad6b74dfa80f923d549b62855c.jpeg","article_res/cover/615e1b320f1fc163edc1d2d154a6de33.jpeg","Andrej Karpathy's in-depth explanation of LLM (Part 4): Hallucinations","hallucinations, tool use, knowledge/working memory",{"id":72,"publish_date":73,"is_original":4,"collection":5,"cover_url":74,"cover_url_1_1":75,"title":76,"summary":77,"author":47},579,"2022-04-07","article_res/cover/39387376ba28447af1eb40576b9df215.jpeg","article_res/cover/02727ede8551ed49901d0abe6d6305b7.jpeg","Messari Report Translation and Summary 【1-7 Surviving the Winter】","I’d be more cautious here: 10 year and 10 hour thinking only.",[79,87,95,103,111],{"id":80,"publish_date":81,"is_original":32,"collection":82,"cover_url":83,"cover_url_1_1":84,"title":85,"summary":86,"author":63},627,"2025-03-20","#AI Avatar #AI Video Generation","article_res/cover/d95481358f73924989f8c4ee9c75d1c8.jpeg","article_res/cover/b74bc0fab01f8b6a6aa87696c0c3ed8b.jpeg","DisPose: Generating Animated Videos by Driving Video with Reference Images","DisPose is a controllable human image animation method that enhances video generation.",{"id":88,"publish_date":89,"is_original":32,"collection":90,"cover_url":91,"cover_url_1_1":92,"title":93,"summary":94,"author":63},626,"2025-03-21","#Deep Dive into LLMs #LLM #RL #Andrej Karpathy #AlphaGo","article_res/cover/446553a5c8f8f2f07d97b20eaee84e56.jpeg","article_res/cover/e6c2823409c9b34624064b9acbaca6f1.jpeg","AlphaGo and the Power of Reinforcement Learning - Andrej Karpathy's Deep Dive on LLMs (Part 9)","Simply learning from humans will never surpass human capabilities.",{"id":96,"publish_date":97,"is_original":32,"collection":98,"cover_url":99,"cover_url_1_1":100,"title":101,"summary":102,"author":63},625,"2025-03-22","#Deep Dive into LLMs #LLM #RL #RLHF #Andrej Karpathy","article_res/cover/8da81d38b1e5cf558a164710fd8a5389.jpeg","article_res/cover/96f028d76c362a99a0dd56389e8f7a9b.jpeg","Reinforcement Learning from Human Feedback (RLHF) - Andrej Karpathy's Deep Dive on LLMs (Part 10)","Fine-Tuning Language Models from Human Preferences",{"id":104,"publish_date":105,"is_original":32,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":63},624,"2025-03-23","#Deep Dive into LLMs #LLM #Andrej Karpathy #AI Agent #MMM","article_res/cover/a5e7c3d48bb09109684d6513287c661d.jpeg","article_res/cover/d3f22b7c0ab8d82fd2da457a299e0773.jpeg","The Future of Large Language Models - Andrej Karpathy's In-Depth Explanation of LLM (Part 11)","preview of things to come",{"id":112,"publish_date":105,"is_original":32,"collection":113,"cover_url":114,"cover_url_1_1":115,"title":116,"summary":117,"author":63},623,"#Google #Voe #AI Video Generation","article_res/cover/c44062fea0f336c2b96b3928292392c2.jpeg","article_res/cover/a041041c69092ad3db191c5bf3ff981b.jpeg","Trial of Google's video generation model VOE2","Our state-of-the-art video generation model",[119,127,135],{"id":120,"publish_date":121,"is_original":32,"collection":122,"cover_url":123,"cover_url_1_1":124,"title":125,"summary":126,"author":63},160,"2024-10-04","#Philosophy","article_res/cover/496990c49211e8b7f996b7d39c18168e.jpeg","article_res/cover/14dbaa1ade9cb4316d5829423a900362.jpeg","Time","The fungus of the morning does not know the waxing and waning of the moon, and the cicada does not know the seasons; this is a short life. To the south of the state of Chu there is a dark spirit which regards five hundred years as spring and five hundred years as autumn. In ancient times there was a great tree called the Ming which regarded eight thousand years as spring and eight thousand years as autumn; this is a long life.",{"id":128,"publish_date":129,"is_original":32,"collection":130,"cover_url":131,"cover_url_1_1":132,"title":133,"summary":134,"author":63},98,"2024-12-17","#AI Video Generator #Sora #Pika","article_res/cover/3b86e85d03fff4f356a3e4cf2bb329c9.jpeg","article_res/cover/5fa5c20ad0b40f8f544d257c0ef02938.jpeg","Pika 2.0 video generation officially released: effect comparison with Sora","今天，我们推出了Pika 2.0模型。卓越的文字对齐效果。惊人的视觉表现。还有✨场景成分✨",{"id":136,"publish_date":137,"is_original":32,"collection":138,"cover_url":139,"cover_url_1_1":140,"title":141,"summary":142,"author":63},71,"2025-01-14","#Nvidia #World Foundation Model #Cosmos #Physical AI #Embodied AI","article_res/cover/feddf8c832dfb45d28804291f6a42a9e.jpeg","article_res/cover/d6bc2f1186d96b78228c2283a17a3645.jpeg","NVIDIA's Cosmos World Model","Cosmos World Foundation Model Platform for Physical AI",[144,163,188],{"title":8,"items":145},[146,147,155],{"id":104,"publish_date":105,"is_original":32,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":63},{"id":148,"publish_date":149,"is_original":32,"collection":150,"cover_url":151,"cover_url_1_1":152,"title":153,"summary":154,"author":63},622,"2025-03-24","#OWL #AI Agent #MAS #MCP #CUA","article_res/cover/cb50ca7f2bf4d1ed50202d7406e1c19a.jpeg","article_res/cover/4aa7aa3badfacf3cc84121334f1050dd.jpeg","OWL: Multi-agent collaboration","OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation",{"id":156,"publish_date":157,"is_original":32,"collection":158,"cover_url":159,"cover_url_1_1":160,"title":161,"summary":162,"author":63},620,"2025-03-26","#LLM #Google #Gemini #AI Agent","article_res/cover/53751a6dbbe990b1eb0b63f3b062aed4.jpeg","article_res/cover/031344981f0a212ff82d1f3a64aa5756.jpeg","Gemini 2.5 Pro, claimed to be far ahead of the competition, has been released with great fanfare: comprehensively surpassing other LLMs and topping the global rankings","Gemini 2.5: Our most intelligent AI model",{"title":9,"items":164},[165,172,180],{"id":166,"publish_date":157,"is_original":32,"collection":167,"cover_url":168,"cover_url_1_1":169,"title":170,"summary":171,"author":63},619,"#OpenAI #AI Image Generator #4o #MMM #AR Transformer","article_res/cover/2faffc97fcecf3151552cb0fd3206d89.jpeg","article_res/cover/1133cb4948af44cee2e7fbe79efb69e5.jpeg","The native image function of GPT-4o is officially launched","Introducing 4o Image Generation",{"id":173,"publish_date":174,"is_original":4,"collection":175,"cover_url":176,"cover_url_1_1":177,"title":178,"summary":179,"author":63},434,"2023-07-15","#Anthropic #OpenAI #Google #AI Code Generator #Claude","article_res/cover/e1b6f600a2b9f262a4392684e5f2ce25.jpeg","article_res/cover/6e1772e83f78f9a351ab23d3e414adee.jpeg","Latest Updates on Google Bard /Anthropic Claude2 / ChatGPT Code Interpreter","We want our models to use their programming skills to provide more natural interfaces to the basic functions of our computers.  \n - OpenAI",{"id":181,"publish_date":182,"is_original":4,"collection":183,"cover_url":184,"cover_url_1_1":185,"title":186,"summary":187,"author":63},417,"2023-08-24","#OpenAI","article_res/cover/bccf897d50a88b18364e35f7466387e0.jpeg","article_res/cover/2f871085c1073717c1703ae86e18056f.jpeg","The GPT-3.5 Turbo fine-tuning (fine-tuning function) has been released～","Developers can now bring their own data to customize GPT-3.5 Turbo for their use cases.",{"title":10,"items":189},[190,191,192],{"id":88,"publish_date":89,"is_original":32,"collection":90,"cover_url":91,"cover_url_1_1":92,"title":93,"summary":94,"author":63},{"id":96,"publish_date":97,"is_original":32,"collection":98,"cover_url":99,"cover_url_1_1":100,"title":101,"summary":102,"author":63},{"id":104,"publish_date":105,"is_original":32,"collection":106,"cover_url":107,"cover_url_1_1":108,"title":109,"summary":110,"author":63},true,{"code":4,"msg":5,"data":195},{"id":196,"publish_date":197,"is_original":4,"collection":198,"articles_id":199,"cover_url":200,"cover_url_1_1":201,"title":202,"summary":203,"author":63,"content":204},423,"2023-08-08","#Entrepreneurship","b0moN86PaadgoXIK2L6JGw","article_res/cover/969d465ab83c09548af661cf27d35200.jpeg","article_res/cover/07a105def6623dfafe9f093a7d0167e7.jpeg","Non-consensus cognition","Depth of Moat Needed = How Obviously Good Your Idea Is - How Hard it is to Build","\u003Cdiv class=\"rich_media_content js_underline_content\n                       defaultNoSetting\n            \" id=\"js_content\">\u003Csection data-tool=\"markdown编辑器\" data-website=\"https://markdown.com.cn/editor\" style='font-size: 16px;font-style: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0px;orphans: auto;text-indent: 0px;text-transform: none;white-space: normal;widows: auto;word-spacing: 0px;-webkit-tap-highlight-color: rgba(26, 26, 26, 0.3);-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;text-decoration: none;color: black;padding: 25px 30px;line-height: 1.6;word-break: break-word;overflow-wrap: break-word;text-align: justify;font-family: Optima-Regular, Optima, PingFangSC-light, PingFangTC-light, \"PingFang SC\", Cambria, Cochin, Georgia, Times, \"Times New Roman\", serif;margin-top: -10px;'>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">Recently, I read an article:\u003C/p>\u003Csection>\u003Cblockquote class=\"js_blockquote_wrap blockquote_wrap\" data-authorname=\"投资实习所\" data-title=\"创业公司最大的护城河是什么？\" data-url=\"https://mp.weixin.qq.com/s/YFWBi-SyEZB2NN_ucG724g\" data-text=\"《创业公司最大的护城河是什么？》\" data-editid=\"7c3cicypyah6qxdj1mo\">\u003Csection class=\"blockquote_digest js_blockquote_digest\">\"What is the biggest moat for a startup?\"\u003C/section> \u003Csection class=\"blockquote_info js_blockquote_source\" data-json=\"%7B%22article%22%3A%7B%22title%22%3A%22%E5%88%9B%E4%B8%9A%E5%85%AC%E5%8F%B8%E6%9C%80%E5%A4%A7%E7%9A%84%E6%8A%A4%E5%9F%8E%E6%B2%B3%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F%22%2C%22url%22%3A%22https%3A%2F%2Fmp.weixin.qq.com%2Fs%2FYFWBi-SyEZB2NN_ucG724g%22%2C%22nickname%22%3A%22%E6%8A%95%E8%B5%84%E5%AE%9E%E4%B9%A0%E6%89%80%22%2C%22authorName%22%3A%22%22%7D%2C%22type%22%3A%22inner%22%7D\">        \u003Cp class=\"blockquote_biz js_blockquote_biz\">WeChat Official Account: Investment Internship Institute\u003C/p>     \u003Ca target=\"_blank\" class=\"blockquote_article js_blockquote_url\" href=\"https://mp.weixin.qq.com/s?__biz=MzIyMDA3MjMwNw==&amp;mid=2455851606&amp;idx=1&amp;sn=b0c47cef42e9494dd69e638c3ebc6995&amp;scene=21#wechat_redirect\">What is the biggest moat for a startup?\u003C/a>    \u003C/section>\u003C/blockquote>\u003C/section>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">In this article, it quotes a viewpoint mentioned by Jerry Neumann in *Productive Uncertainty*:\u003C/p>\u003Cblockquote data-tool=\"markdown.com.cn编辑器\" style=\"display: block;font-size: 0.9em;overflow: auto;border-left-width: 3px;border-left-style: solid;border-left-color: rgba(0, 0, 0, 0.4);background: rgba(0, 0, 0, 0.05);color: rgb(106, 115, 125);padding: 10px 10px 10px 20px;margin-bottom: 20px;margin-top: 20px;\">\u003Cp style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;color: black;line-height: 26px;\">\"For startups, the only moat that can create excess value is 'uncertainty.'\"\u003C/p>\u003C/blockquote>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">He explained that this uncertainty can last long enough to provide an opportunity to build a real moat.\u003C/p>\u003Csection>\u003Csection style=\"display: inline-block;\">\u003Cimg data-ratio=\"0.3793859649122807\" data-type=\"jpg\" data-w=\"912\" src=\"https://res.cooltool.vip/article_res/assets/17434959753890.26428857876793943.jpeg\">\u003C/section>​\u003C/section>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">The uncertainty mentioned by Neumann mainly falls into two categories:\u003C/p>\u003Col data-tool=\"markdown.com.cn编辑器\" style=\"margin-top: 8px;margin-bottom: 8px;padding-left: 25px;color: black;list-style-type: decimal;\">\u003Cli>\u003Csection style=\"margin-top: 5px;margin-bottom: 5px;line-height: 26px;text-align: left;color: rgb(1, 1, 1);font-weight: 500;\">Novelty uncertainty / technical risk / construction difficulty\u003C/section>\u003C/li>\u003Cli>\u003Csection style=\"margin-top: 5px;margin-bottom: 5px;line-height: 26px;text-align: left;color: rgb(1, 1, 1);font-weight: 500;\">Complexity uncertainty / market risk / clarity of the idea\u003C/section>\u003C/li>\u003C/ol>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">He also came up with a formula:\u003C/p>\u003Cblockquote data-tool=\"markdown.com.cn编辑器\" style=\"display: block;font-size: 0.9em;overflow: auto;border-left-width: 3px;border-left-style: solid;border-left-color: rgba(0, 0, 0, 0.4);background: rgba(0, 0, 0, 0.05);color: rgb(106, 115, 125);padding: 10px 10px 10px 20px;margin-bottom: 20px;margin-top: 20px;\">\u003Cp style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;color: black;line-height: 26px;\">Required moat depth = how clear your idea is - how hard it is to build\u003C/p>\u003C/blockquote>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">After seeing this formula, Packy McCornick further explained the two great truths about startups:\u003C/p>\u003Cul data-tool=\"markdown.com.cn编辑器\" style=\"margin-top: 8px;margin-bottom: 8px;padding-left: 25px;color: black;list-style-type: disc;\">\u003Cli>\u003Csection style=\"margin-top: 5px;margin-bottom: 5px;line-height: 26px;text-align: left;color: rgb(1, 1, 1);font-weight: 500;\">\"Great companies are often created during bear markets.\"\u003C/section>\u003C/li>\u003Cli>\u003Csection style=\"margin-top: 5px;margin-bottom: 5px;line-height: 26px;text-align: left;color: rgb(1, 1, 1);font-weight: 500;\">\"You need to have a contrarian view and be right.\" This is because in both of these situations, uncertainty gives entrepreneurs more time to build competitive barriers.\u003C/section>\u003C/li>\u003C/ul>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">From my observations in the blockchain industry, due to the impact of financial leverage, its cycle is shorter than in other industries. This gives me the opportunity to observe fluctuations in this field over a short period of time. Many products that emerged during the bull market were actually established through investment and strategic layouts during the bear market of the previous or even earlier cycles. For example, HuggingFace, which I have been paying close attention to recently, had already started building Model Hubs for machine learning before the AI boom, establishing a network effect moat in this area well ahead of the trend.\u003C/p>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">The \"uncertainty\" mentioned by Neumann can also be interpreted as non-consensus cognition.\u003C/p>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">So, how do we cultivate this kind of non-consensus cognition?\u003C/p>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">Recently, I've been listening to Fu Peirong's course on Western philosophy, which involves methods of studying philosophy.\u003C/p>\u003Cblockquote data-tool=\"markdown.com.cn编辑器\" style=\"display: block;font-size: 0.9em;overflow: auto;border-left-width: 3px;border-left-style: solid;border-left-color: rgba(0, 0, 0, 0.4);background: rgba(0, 0, 0, 0.05);color: rgb(106, 115, 125);padding: 10px 10px 10px 20px;margin-bottom: 20px;margin-top: 20px;\">\u003Cp style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;color: black;line-height: 26px;\">When we study Western philosophers, we should first objectively understand their views and arguments, avoiding jumping to conclusions too quickly. Each philosopher sincerely shares what they believe to be true, so we should respect and try to understand them. Even if we disagree with certain viewpoints, we should remain open-minded and consider two points: first, are their arguments logically rigorous? Second, when our experiences don't align with their views, we should recognize that everyone's life experience is unique. Learning diverse perspectives can broaden our thinking and make us more open and inclusive, but it doesn't mean we must change our own views.\u003C/p>\u003C/blockquote>\u003Cp data-tool=\"markdown.com.cn编辑器\" style=\"font-size: 16px;padding-top: 8px;padding-bottom: 8px;margin: 0px;line-height: 26px;color: black;\">Before forming an opinion, we should patiently listen to various voices, whether they are positive or negative. Carefully consider whether the reasoning process of others' viewpoints is reasonable, and then form our own independent judgment. In this way, we can gradually build our own consensus or non-consensus cognition, and find hidden opportunities from it.\u003C/p>\u003C/section>\u003Cp>\u003Cbr>\u003C/p>\u003Cp style=\"display: none;\">\u003Cmp-style-type data-value=\"10000\">\u003C/mp-style-type>\u003C/p>\u003C/div>",1752585493433]