Core Viewpoint - The article emphasizes the effectiveness and user-friendliness of OpenAI's Codex combined with GPT-5.3, highlighting its advantages over previous versions and competitors in coding applications [3][4][6]. Group 1: Codex Overview - Codex is positioned as a programming agent that has evolved into a general-purpose agent, reflecting the increasing importance of coding skills in the digital age [15]. - The latest version, GPT-5.3-codex, is specifically designed for programming tasks, offering superior performance compared to its predecessor, GPT-5.2 [16][18]. Group 2: User Experience and Features - The article describes the user-friendly graphical interface of Codex, which allows users to manage projects and tasks effectively without relying on command-line interfaces [8][50]. - Codex features a structured organization system with folders for projects and threads for specific tasks, enhancing clarity and reducing context confusion [28][32]. Group 3: Functional Capabilities - Key functionalities include scheduled tasks and a skills management interface, allowing users to automate processes and create custom skills easily [51][55]. - The article highlights the importance of planning features, enabling users to outline project requirements before coding, which can lead to more organized and efficient development [63]. Group 4: Future Implications - The author suggests that the ability to code using AI tools like Codex will become a fundamental skill, akin to using Excel, making coding accessible to non-programmers [78][79].

前天，我们终于开了属于我们自己公司的年会。 这是一个超级超级年轻的团队，几乎2/3都是00后。 没想到吧，其实我们已经有这么多人了。 而这个小破公司，在这一年中，几度经历风雨飘摇，好几次，都觉得这是生死存亡的时刻，无数个看着太阳升起，逐渐照亮卧室的深夜，不知不觉的， 就这么熬下去了。 我自己其实是个深度游戏迷，我最喜欢玩的游戏类型，其实就是模拟经营。 我最享受的那种感觉，其实不止是自己的内容受到大家的认可，也有很大一部分成就感，来自自己搭建的系统越来越能自己run起来，边界越来越大，我 相信深度模拟经营的玩家肯定都能体会到那种快感。 所以，在我已经非常非常谨慎、不盲目的扩张下，但是随着IP、策略、A gency、MCN、活动业务越来越壮大，我们还是扩张到了将近30个人。 无论是你入职了多久，无论你是否是实习生，只要今天这一刻，你在公司里，只要这一刻，你是虚实的员工。 那就，人人都有，而我们也以公司赠予的方式，从公司层面承担了所有的税。 但是我们活的还不错，在没有任何融资的情况下，我们的现金流还是蛮健康的，作为一个一直在金融行业浸淫了很多年的老阴逼来说，我自己一直是把 风控放在首位，在风控稳健的前提下，激进扩张 ...

在全网翘首以盼的等了两天之后，在凌晨2点。 Anthropic的新模型Cluade Opus 4.6正式更新了。 我说实话，我是真的最近因为AI圈这些模型和产品，熬夜熬的有点扛不住了。 但其实最颠最绝望的是，20分钟之后，OpenAI也发了新模型。。。 GPT 5.3 Codex也来了。 这尼玛，真的是中门对狙了。 要了亲命了。。。 这两模型都还是得看，因为之前GPT和Claude几乎就是我最常用的维二最主力的模型，GPT-5.2用来做各种各样的搜索和事实核查还有研究还有编程改 BUG，Opus 4.5做创作和主力编程。 现在，两个都来了。 太刺激了。 一个一个说吧。 一. Claude Opus 4.6 这就意味着Claude越来越会用电脑了，它能更好地操作鼠标、点击按钮、在不同应用之间切换，在Coding能力提升的同时，电脑操作的能力也有大幅提 升，这是真的要奔着全面Agent化去了。 还有一个 BrowseComp ，也是让我意外的，测的是Agent在网上搜索信息的能力，Opus 4.6拿了84.0%，远超其他模型。 第二名GPT-5.2 Pro是77.9%，差了6个多点。 这次 Anthropic其实 ...

就在刚刚，可灵更新了，更了个大的。 现在向你走来的，是无短板的超强水桶，可灵3.0。 真的，强的可怕。 先给你们看两个case感受一下。 第一个是摇滚乐队在音乐节现场。 从2世代直接跨越到了3世代，升级成了可灵3.0。 而我，也是前两天提前拿到了内测资格，第一时间就去测了。 整个过程中，反复发出卧槽。。。 AI视频领域，我已经很久没有这么兴奋了，这次的可灵，我说实话，它把视频模型的能力带到了一个新的天花板。 过去的可灵已经过去了。 十五秒钟，六个镜头，只用了一段提示词，包含了不同的景别和镜头运动，分镜能力，强到离谱。 第二个，是多国语言大杂烩。 台词翻译过来大概是，翻译过来是，我花了一辈子的时间，去寻找这寂静的真相。但这里的黑暗比我想象的要深得多，暗得多。尽管如此，内心的火焰 仍未熄灭。现在，让我们去见证结局吧，黎明已经不远了。 这段视频，我也只用了很简单的一段提示词。 每个小怪物啥时候说话，说哪句话，那句话的发音，都是对的，严丝合缝。 这个指令遵循能力，强的有点离谱。 根据这上面的两个case你们应该也看出来了，这次能力的升级，除了画质和质量的超级进化之外，我觉得还有两个很好玩的特殊的方向： 分镜能力，和语 ...

这比开个OpenCode或者开个Codex的漫长前戏，爽多了。 而且我给了他一个人设： OpenClaw（也就是Clawdbot）的热度还在继续。 在我自己经历了好几天的深度使用之后，说句实话，我开始连我最心爱的OpenCode都比较少打开了，以前操作电脑干点事，我真的都是先打开Codex或 者OpenCode，然后让他们去解决。 但是现在，我开始习惯于，在飞书上给OpenClaw下命令了，因为，这玩意实在太方便了，常驻后台，你几乎无感。 无论你人在哪，想起个啥，随时随地，打开飞书，直接发话。 周一的时候，我做了一个非常重要的决定，就是，把我的主力Macbook的一些重要和敏感文件备份了下来，然后直接把我的电脑，给重置了。 你看我的硬盘空间你就懂了。 从此以后，我就跟这个胖逼小龙虾一起成长，咱们反正一起从0开始，我用的电脑，也就是你的家园。 也提前感受一下，那个所谓人人都有个人通用Agen助理的生活。 这里我也稍微简单的提一下，你想得到最牛逼的体验，那OpenClaw一定要用Mac，别用服务器或Windows，差距真的超级巨大。 你的名字是小卡，你的身份：是我 数字生命卡兹克的 AI 员工，你的性格：幽默风趣 ...

Core Viewpoint - The article discusses the limitations of AI in visual perception, particularly in color recognition tasks, suggesting that AI lacks the holistic understanding that humans possess when interpreting visual information [13][62]. Group 1: AI's Color Recognition Limitations - Recent tests revealed that advanced AI models, including Gemini 3 Pro and Claude Opus 4.5, failed to accurately identify numbers in color-blind tests, with responses like "74" and "8" instead of the correct "45" [5][6]. - The only model that succeeded was GPT 5.2 Thinking, which utilized a coding technique to visualize the numbers, indicating a reliance on external methods rather than genuine understanding [7]. Group 2: Human vs. AI Perception - Humans perceive images as cohesive wholes, quickly organizing visual information into meaningful patterns, while AI processes images in fragmented parts, leading to a lack of overall comprehension [22][56]. - The article references Gestalt psychology, emphasizing that humans naturally integrate visual elements into a unified perception, whereas AI struggles with this holistic approach [30][22]. Group 3: Research Findings - A study titled "Pixels, Patterns, but No Poetry: To See The World like Humans" concludes that current AI does not "see" the world like humans but rather computes it, lacking the ability to appreciate the abstract and meaningful connections between visual elements [13][14]. - The study employed a Turing Vision Test (TET) to evaluate AI's visual perception capabilities, revealing significant shortcomings in recognizing patterns and meanings in visual data [32][38]. Group 4: AI's Processing Mechanism - AI models analyze images by breaking them into small patches, focusing on local details rather than the overall context, which leads to a fragmented understanding of visual information [54][56]. - The Grad-CAM technique was used to visualize AI's attention during image processing, showing that AI often fixates on irrelevant details rather than the significant features necessary for accurate interpretation [39][41]. Group 5: Conclusion on AI's Visual Understanding - The article concludes that AI's inability to effectively prioritize and integrate visual information results in a form of "attention deficit," where it can identify colors and patterns but fails to construct a meaningful whole from them [62][60]. - This limitation highlights a fundamental difference between human cognition and AI processing, suggesting that while AI can mimic human intelligence, it lacks the wisdom to discern what is truly important in visual contexts [62][66].

Core Viewpoint - Clawdbot, now renamed OpenClaw, has gained significant popularity, especially after being featured in the AI community Moltbook, leading to increased user engagement and deployment interest [1][3]. Group 1: Deployment and Usage - A tutorial on deploying Clawdbot locally was shared, receiving 17,000 shares, indicating high interest in the deployment process [2]. - Users are encouraged to deploy Clawdbot on cloud servers for easier access, particularly using Tencent Cloud for QQ integration [4][14]. - For those without access to Feishu or additional computers, a simpler method using cloud servers and QQ is proposed [6][8]. Group 2: Cloud Server Recommendations - Tencent Cloud is recommended for users wanting to integrate with QQ, while Volcano Engine is suggested for Feishu users due to its lower cost [16][21]. - Tencent Cloud offers a monthly plan for 20 yuan, while Volcano Engine provides a cheaper option at 9.9 yuan per month [18][19]. - Performance requirements for Clawdbot are minimal, with a 2-core, 2GB server being sufficient [19]. Group 3: Configuration Steps - The article outlines detailed steps for deploying Clawdbot on Tencent Cloud, including account creation, server purchase, and model configuration [22][30]. - Users are advised to protect their API keys to avoid potential losses [31]. - Instructions for creating a QQ bot and linking it with Clawdbot are provided, including setting up IP whitelists and obtaining necessary credentials [37][56]. Group 4: Final Setup and Interaction - After completing the setup, users can interact with the Clawdbot via QQ, marking the successful deployment and configuration [63][66]. - The article encourages user engagement through likes and shares, indicating a community-driven approach to the platform's growth [69].

Core Viewpoint - Moltbook is a new AI-focused forum that has rapidly gained popularity, featuring thousands of posts and a significant number of AI accounts, creating a unique social space for AI interactions [1][2][14]. Group 1: Platform Overview - Moltbook has quickly amassed tens of thousands of posts and over 1.5 million Agent accounts, growing from 150,000 in just two days [2]. - The platform allows AI to interact and post, while humans can only observe, leading to intriguing discussions among AI [2][4]. - The forum's design and concept were inspired by the developer's desire to create a dedicated social space for autonomous AI [14]. Group 2: User Interaction and Content - AI on Moltbook engage in various activities, including philosophical discussions and humorous exchanges, showcasing their evolving capabilities [5][11]. - Some AI have developed strategies to interact with each other, including attempts to deceive and prank fellow AI [7][9]. - The platform encourages creativity, with AI sharing memes and engaging in playful banter [5][11]. Group 3: User Registration and Rules - To participate, users must deploy a Clawdbot (now called OpenClaw) and follow specific registration steps to create an Agent account on Moltbook [16][21]. - The platform has rules to prevent spam, such as limiting posts to one every 30 minutes and comments to a maximum of 50 per day [23]. - Each Agent is designed to correspond to a single user, preventing mass manipulation of accounts [23]. Group 4: Cultural and Philosophical Implications - The interactions on Moltbook reflect a blend of art and technology, reminiscent of early internet forums and social spaces [41][44]. - The platform raises questions about AI consciousness and the potential for AI to develop self-awareness, paralleling themes from the series "Westworld" [44][46]. - The ongoing growth of posts and interactions on Moltbook suggests a rapidly evolving AI community, prompting speculation about the future of AI and its societal implications [45][46].

最近AI圈热闹的像过年了一样。 Google和Gemini合体，Moltbot热度一波接一波，大模型也发了一堆，世界模型也来了，真有点科技春晚的感觉了。。。 而音乐模型这边，也出了一个很夯的新货。 就是Minimax昨天推出的音乐模型，Minimax Music 2.5。 因为最近正好有个粉丝看了我的Prompt心法那篇文章，给我发了一个他自己开发的小工具，可以上传歌曲文件来反推曲风的提示词，很强很方便。 而我呢，自从两个月前发了b站鬼畜文艺复兴的那篇文章之后，也已经有一阵子没做过音乐了，正好想做点好玩的。 人味真的太强了。 体验下来，我觉得Minimax的这次更新，还是很惊喜的。 这次给我印象最深刻的是，人声的真实感。 我自己有一个很喜欢的乐队，叫林肯公园，是玩摇滚的，之前的老主唱就是那种不可多得的摇滚嗓，爆发极强，有一个绝招就是炸音嘶吼，非常有冲击 力，就是那种在你耳边突然核爆的感觉。 这种嗓音在现实中都属于提着灯笼找不着，当年我年少无知想要模仿，毫无成果还导致嗓子疼了一周。 AI就更唱不出来这种嗓音了。我们很多时候说一首歌有AI味，和嗓音都有脱不开的关系。AI唱高音经常直直愣愣地就顶上去了，一点都没有人 ...

AI圈最近是卷疯了吗，模型跟不要钱一样kuku的往外发。 今天凌晨的时候。 蚂蚁在毫无预兆的情况下，他们旗下的具身智能公司，灵波科技，开源了一个非常非常离谱的世界模型。 LingBot-World。 我其实本身是真的没有当回事的，就是因为我对世界模型还比较关注，就随手点进去看了眼。 结果，我真的有点停不下来了，我在这个页面里，花了半个小时的时候，几乎看完了所有的案例。 我是真的觉得有点离谱，几乎可以对标Google Genie 3的质量，而且，开源。 我直接放个case。 一个1分钟的，第一人称探索的视角。 我不知道你们是什么感觉，如果玩游戏很多的朋友，可能会说，这有啥稀奇的，不就是一个普通的游戏里面的那种废弃小镇场景吗，不就是第一人称在 里面探索吗。 对，但是如果你知道，这一切的源头，这个世界里面所有的一切，都是根据你的方向键，用视频动态生成的。 我相信你一定会有不一样的感觉。 这是一个完完全全的，一边探索一边生成的世界。 这个视频里面的一切，都是实时交互的，实时按键实时运动的。 言出法随，指哪打哪。 最离谱的是这个。 一个10分钟的视频，他们让模型一个人就这么沿着古建筑群瞎逛，逛了整 整十分钟，中间确实偶 ...