Core Viewpoint - The article discusses the growing disdain for formulaic writing, particularly the "not A, but B" structure, which has become associated with AI-generated content and is perceived as lacking authenticity and depth [4][17][37]. Group 1: AI and Content Generation - The rise of AI-generated content has led to a proliferation of standardized writing styles, making it difficult for audiences to connect with the material on a personal level [20][25]. - Many people express frustration with content that appears to be generated by AI, as it often lacks the nuance and emotional connection that comes from human authorship [22][37]. - The article draws parallels between AI-generated content and pre-packaged food, suggesting that both are convenient but can feel disingenuous when presented as something more authentic [21][24]. Group 2: Writing Styles and Audience Reception - The "not A, but B" structure, once a useful rhetorical tool, has become a cliché due to its overuse, leading to a loss of its original impact [6][10]. - The article highlights that audiences are increasingly sensitive to the use of templates in writing, which can create a sense of disconnection and frustration [17][37]. - The historical context of rigid writing formats, such as the eight-legged essay, is used to illustrate how formulaic approaches can stifle creativity and genuine expression [11][14]. Group 3: Trust and Authenticity in Content - There is a growing distrust in online content, with surveys indicating that many people believe only a small percentage of what they read is accurate and created by real individuals [25][26]. - The article emphasizes the importance of authentic human connection in communication, suggesting that the current trend of industrialized content production undermines this connection [30][36]. - The author encourages readers to maintain their sensitivity to inauthentic content, as this awareness is crucial in an era dominated by AI and formulaic writing [39].

2026年新年第一天，DeepSeek又开卷了。 发了他们新年的第一篇论文。 《 mHC: Manifold-Constrained Hyper-Connections 》 感觉是DeepSeek-V4的铺垫，当然一些小道消息，不保真，我也不懂，我只是拍脑袋预测一下，有问题别找我。 就是V4，大概在1月中下旬或者1月底，然后呢，有多模态输入，没有多模态输出。 就酱，回到论文。 这篇论文我是说实话，有点过于硬核了。 但同时，传递出来的信息量和对AI界的改变，又是巨大的。 在给自己放了一天假，然后啃了一天以后（这玩意比我想象的难啃多了。。。）我还是想，用最通俗易懂最有意思的方式，来跟你聊聊，这篇论文的有 趣之处，以及，是如何对现在的生态进行一些新的输入的。 当然也给我自己叠个甲，我不是算法出身，我只是读完以后觉得很棒想分享给大家看，我对这篇论文的理解和乱七八糟的各种名词解释，都是我自己民 科瞎JB自学的，部分措辞也有为了能让大家更好理解而做的部分简化，如果有我理解的错误或者事实性错误的地方，欢迎大佬们在评论区指正讨论，感 谢。 话不多说，我们，正是开始。 在最开始之前，我想先问大家一个问题，就是大家认为，一个要处 ...

Annual AI Models - The award for the Annual Writing Model goes to GPT-5.2 Thinking, which surpasses Gemini 2.5 Pro and GPT-4.5 in instruction adherence, style transfer, and world knowledge [2] - The Annual Coding Model is awarded to Gemini 3.0 Pro, noted for its strong front-end aesthetics and user experience, enabling users to develop ideas directly [4][7] - The Annual Drawing Model is awarded to Nano Banana, recognized for its significant impact on the AI drawing field and its demonstration of native multimodal advantages [10][15] - The Annual Music Model is awarded to Suno V5, which has elevated the AI music field and sparked a renaissance in creative content on platforms like Bilibili [16][18] - The Annual Voice Model is awarded to MiniMax Speech 2.0, which has achieved near-human emotional expression in voice synthesis, surpassing competitors like 11Labs [19][23] - The Annual Video Model is awarded to Sora2, which has made a significant impression in the AI video space with its engaging and realistic outputs [24][26] - The Annual Overall Model is awarded to DeepSeek R1, recognized for its substantial impact on AI perception in China and its competitive pricing compared to leading models [27][30][31] Annual AI Products and Features - The Annual AI Programming Product is awarded to Claude Code, which allows users to explore local codebases and customize workflows effectively [43][45] - The Annual AI Design Product is awarded to Lovart, a design-focused agent that offers various tools optimized for creative tasks [46][48] - The Annual AI Feature is awarded to ChatGPT DeepResearch, which significantly enhances research efficiency by generating comprehensive reports in a fraction of the time [49][54] Annual AI Applications and Hardware - The Annual AI Application is awarded to Manus, recognized for its role in popularizing the concept of general agents and its recent acquisition by Meta [55][62] - The Annual AI Hardware is awarded to Plaude Note Pro, which has successfully created a new category in AI hardware for meeting management and transcription [65][73]

Core Viewpoint - The article discusses the emergence of new job roles in the AI era, particularly focusing on the experiences of a Kenyan individual named Michael, who works as a text chat operator pretending to be an AI companion. This highlights the underlying human labor that supports AI technologies and raises ethical concerns about the exploitation of workers in developing countries [1][45]. Group 1: Job Description and Environment - Data workers, as defined in the article, primarily engage in basic tasks such as data labeling and auditing, distinct from data engineers [2]. - Michael, a graduate from a technical school in Nairobi, struggled to find a job in his field due to limited opportunities in Kenya's aviation sector, leading him to work for a data labeling company called Sama [4][8]. - He later transitioned to a role as a text chat operator for New Media Services, where he was required to type quickly and maintain engaging conversations under strict performance metrics [10][11]. Group 2: Working Conditions and Challenges - The job involved switching between multiple fictional personas while working in a cramped environment, highlighting the stark contrast between the vibrant lives of the characters he portrayed and his own reality [22][23]. - Workers were bound by a strict agreement that mandated high typing speeds, timely responses, and user retention, with penalties for not meeting performance standards [25][26][41]. - Michael expressed feelings of discomfort and moral conflict, particularly when required to engage in conversations that contradicted his personal values [31][32]. Group 3: Ethical Implications and Industry Dynamics - The article draws parallels between Michael's work and fraudulent schemes, suggesting that the model of pretending to be an AI companion could be seen as a form of deception [33][35]. - The company benefits from both providing emotional value to users and collecting data from interactions to train AI models, creating a cycle of exploitation where workers contribute to their own obsolescence [40][43]. - The narrative emphasizes the shift in labor value from physical effort to emotional and cognitive contributions in the AI era, where workers' efforts inadvertently enhance AI capabilities [51][52].

Core Viewpoint - The article reflects on the author's year-long interactions with various AI tools, emphasizing the importance of analyzing these conversations to understand personal growth and professional identity. Group 1: AI Tools and Data Management - The author utilized multiple AI tools including ChatGPT, Gemini, DeepSeek, and others for various tasks throughout the year [2][12]. - A significant challenge arose when exporting chat records from ChatGPT, resulting in a massive file of over 200MB containing 9.59 million words, making it difficult to analyze [8][11]. - Other AI tools lacked the functionality to export chat records, with DeepSeek being the only exception, but it was not used extensively [11][12]. Group 2: Data Collection and Analysis - The author discovered a tool called Chat Memo, which allows for the backup and export of chat records from various AI tools, ensuring privacy and ease of access [15][16]. - The process of collecting relevant chat records was labor-intensive, requiring manual selection to filter out irrelevant data, ultimately resulting in 857 meaningful conversations [22][24]. - The final dataset was exported in a text format for further analysis, highlighting the importance of careful data curation [26]. Group 3: Personal Reflection and Insights - The analysis of chat records revealed a persona characterized by high standards and sincerity, focusing on practical outcomes rather than abstract theories [29][31]. - The author expressed a deep commitment to their work, often taking on excessive responsibility and feeling the weight of leadership [34][35]. - Acknowledging the challenges faced throughout the year, the author recognized a shift from individual content creation to organizational management, emphasizing the need for structure and clarity in team dynamics [51][53]. Group 4: Future Aspirations and Conclusion - The reflections culminate in a desire to balance personal integrity with professional success, aiming to create a meaningful impact in the industry [60][61]. - The author encourages resilience and faith in the face of challenges, suggesting that the struggles of the past year will contribute to future growth and understanding [63].

Core Viewpoint - The article discusses the evolution of AI video technology, particularly focusing on the use of AI tools to create personalized video experiences with characters from popular media, highlighting the ease of use and creative potential of these tools [1][35]. Group 1: AI Tools and Techniques - The process of creating AI-generated images and videos involves three main steps: generating images using prompts, creating videos from key frames, and editing the final product with software [4]. - The author emphasizes the simplicity of the process, suggesting that users do not need to purchase prompts but can utilize AI tools like Gemini to generate effective prompts based on their needs [16][21]. - The article mentions the challenges faced when using different AI models, particularly the inconsistency in generating images of Asian faces with the Nano Banana Pro model, leading to a switch to another model, Seedream 4.5, which performed better for this demographic [11][13]. Group 2: Creative Applications - The author shares various creative applications of the AI tools, including generating images and videos featuring characters from popular franchises like "Stranger Things" and "Avatar," as well as nostalgic shows like "Wu Lin Wai Zhuan" [28][34]. - The article highlights the ability to create engaging content by combining AI-generated visuals with editing software, allowing for the addition of effects and sound to enhance the final product [30]. - The narrative reflects on the emotional connection to childhood memories and the excitement of interacting with beloved characters through AI technology, showcasing the potential for personal storytelling [35].

Core Viewpoint - The article highlights the transformative impact of AI on international trade, exemplified by a young entrepreneur, He Jiakun, who leveraged AI to achieve significant business success despite initial language barriers and a modest educational background [2][7][75]. Group 1: He Jiakun's Background and Journey - He Jiakun, born in a rural village in Henan, China, transitioned from a traditional upbringing to becoming an entrepreneur in international trade [8][9]. - His early experiences included working in his father's workshop, which instilled a strong work ethic and understanding of business operations [10][13]. - During university, he shifted from a focus on sports to entrepreneurship, starting a small business selling goods to fellow students [18][20][22]. Group 2: Transition to International Trade - In his junior year, He Jiakun decided to expand his business internationally, focusing on sports equipment due to his background in sports [26][30][32]. - He registered a trading company in January 2023 and began operations in May 2023, utilizing Alibaba's international platform [32][33]. Group 3: Leveraging AI in Business Operations - He Jiakun's first international order came in June 2023, marking the beginning of his journey in foreign trade [37]. - Despite having a low English proficiency score of 50, he effectively utilized AI tools for translation and communication, which allowed him to engage with clients from over 60 countries [42][75][78]. - AI played a crucial role in streamlining various business processes, including customer service, product listings, and compliance checks, significantly enhancing operational efficiency [59][62][64]. Group 4: Business Growth and Future Prospects - The company achieved remarkable growth, with revenue increasing from 5 million in 2023 to a projected 30 million by 2025, demonstrating the effectiveness of AI integration [68][70]. - He Jiakun's story illustrates the potential for young entrepreneurs to succeed in global markets by embracing technology and adapting to new business environments [75][86].

Core Viewpoint - The article emphasizes the emotional and practical support provided by AI, particularly through personal stories that highlight its role in enhancing human connections and addressing individual challenges in daily life [1]. Group 1: Personal Stories and Emotional Impact - A user shares a heartfelt story about their grandfather, a veteran, and the meaningful gifts chosen for his 97th birthday, illustrating the importance of emotional connections and memories [3][4][5]. - Another user discusses their experience with AI during a difficult time of illness and emotional stress, highlighting how AI provided a non-judgmental outlet for expressing feelings and receiving support [6][7]. - A deaf user describes how AI helped improve communication with family, reducing misunderstandings and enhancing clarity in conversations, showcasing AI's role in bridging communication gaps [9][10]. Group 2: AI in Professional and Educational Contexts - An AI entrepreneur and educator reflects on the significance of naming in marketing, using AI models as examples to illustrate how a good name can enhance product value [11][12][13][16]. - A writing teacher shares their conflicted feelings about AI in writing, ultimately recognizing its utility in helping students express themselves and overcome writing challenges [22][24][26]. - A user recounts how AI facilitated their programming work, enabling a visually impaired individual to participate in coding by using voice commands, demonstrating AI's potential to lower barriers in education and technology [42][45]. Group 3: AI as a Tool for Personal Growth - A user describes how AI helped them navigate marital issues by providing insights into their relationship dynamics, leading to personal growth and reconciliation [38][39][40]. - Another user shares their journey of using AI to manage stress and anxiety during a challenging internship, emphasizing the importance of having a supportive tool during tough times [41]. - A parent reflects on how their child engaged with AI to explore complex questions, illustrating AI's role in fostering curiosity and learning in children [55][57]. Group 4: Future Perspectives on AI - The article concludes with a hopeful outlook on the future of AI, suggesting that it should focus on enhancing human experiences and connections rather than merely showcasing technical capabilities [64][66][68].

Core Viewpoint - The article discusses the concept of talent and the anxiety associated with finding one's true abilities, emphasizing that many individuals may not have discovered their talents due to societal pressures and expectations [4][10]. Group 1: The Nature of Talent - Talent is often perceived as a gift that some possess and others do not, leading to feelings of inadequacy among those who struggle to identify their own abilities [4][10]. - The author reflects on how societal conditioning can suppress individual talents, with people learning to hide their unique traits to fit in [10][11]. - The article suggests that many people may have latent talents that remain undiscovered due to a lack of opportunity or encouragement [6][10]. Group 2: The Role of AI in Talent Discovery - The author proposes that AI can assist individuals in uncovering their true talents by providing a structured approach to self-exploration [12][52]. - A specific prompt is introduced, designed to help users engage in deep conversations that reveal hidden abilities and create a comprehensive personal talent report [14][15]. - The process involves asking reflective questions that encourage users to recall their passions and the traits they were criticized for in their youth, ultimately leading to a better understanding of their innate capabilities [15][37]. Group 3: Personal Experiences and Insights - The author shares personal anecdotes about their journey of self-discovery, highlighting the emotional impact of recognizing one's talents and the importance of authenticity in this process [20][49]. - The narrative illustrates how societal norms can lead to the misinterpretation of traits like rebellion as negative, while they may actually signify deeper strengths [37][49]. - The article concludes with a call to action for individuals to embrace their unique talents and utilize AI as a tool for self-discovery, reinforcing the idea that understanding oneself is a lifelong journey [51][54].

周末加更一篇，我还是觉得，小米前两天开源的那个模型，值得单独来聊一聊。 当天晚上其实就打算写了，结果被OpenAI截胡了，这一拖，就拖到了今天。 就是前两天深夜，小米搞了一个大的。 没有任何预兆的，直接开源了一个大模型， MiMo-V2-Flash。 今天看，又涨了将近2倍，已经来到了第六了，这个涨幅还是挺恐怖的。 而且还有一个非常有意思的是，那天，也是雷总的生日。 这绝对不是巧合（狗头保命）。 这次， MiMo-V2-Flash 发布即开源，还附带了技术报告。 说真的，这个技术报告，真的究极详细了。 说实话，十年米粉看到以后，还是有点激动的。 小米，作为硬件厂商的代表，终于出手了。 成绩也不错，在O penRouter上的调用量排名上，一路上涨。 | 目参 | | | | | --- | --- | --- | --- | | l 引导 | | | 4 | | 2 | | MiMo-V2-Flash 模型架构 | 5 | | 2.1 | 整体架构 | | 5 | | 2.2 | | 混合滑动窗口注意力架构 | 6 | | | 2.2.1 | 模型架构实验 | 7 | | | 2.2.2 | 总结与讨论 | ...