02 寻找十倍机会却先掉进了“凸性假象” 理解公式之后，周远做的第一件事，是建立一张“十倍候选名单”。

1、火狐买球 三年三大赛，半决赛的“法国终结者” 回顾这三场惊心动魄的半决赛，西班牙队展现出了极强的战术针对性和心理优势： 战术克制与心理阴影 连续三次在最高强度的淘汰赛中被同一对手击败，法国队面临的不仅是战术层面的困境，更是巨大的心理阴影。

球员不得展示印有上述内容的内衣，除制造商标识外的其他广告亦不被允许。火狐买球赛后，助攻双响的梅西获得全场最高的评分-8.0分，强强对话中唯有球王持续巅峰状态，这就是越老越妖的技术流超巨-梅西。

2、决策大模型第一股，中科闻歌启动全球发售

而这样的意外，在西班牙本届世界杯的对手身上正变得屡见不鲜。

3、DeepSeek过了算力的河，美团LongCat正在弯腰造船

它可以是90分钟内的激情碰撞，也可以是跨越万里的守望相助。

4、葡萄牙营销学院高管：C罗品牌价值远超葡萄牙国家队

但也正因如此，普通家庭的孩子更该主动补这张网。

5、幼儿园视力报告，5个误区一次说清

事实上，这并非阿根廷队首次因类似行为受罚。

只有长期深耕一个领域，积累行业 know-how，理解工作流的每一个细节，才能建立用户愿意付费的价值。

算上此前签下的安东尼·戈登，球队今夏已补进两名攻击手，但管理层丝毫没有收手的意思。

6、乌拉圭队取消包机！球迷：国足应该学一学

不过随着马雷斯卡接任曼城主帅，加上B席离队、萨维尼奥和马尔穆什可能出走，福登下赛季仍存在重新获得主力位置的机会。

七八名员工从早忙到晚，几乎没有闲下来的时候。

7、再见了，布朗尼！庇护到期，父子篮球结束

余凯表示，地平线的确“不太会混社会”，自动驾驶芯片第一股、自动驾驶第一股、物理AI第一股……等从没搞过，是一家比较无聊的公司。

”当追求荣耀的道路上总是缺少最后一块拼图，这位已经倾尽所有的英格兰队长，或许真的需要好好消化这份难以承受的空虚，再决定是重新出发，还是就此告别。

8、虽败犹荣，不足以形容佛得角

周远把单个风险单位记为R。

利物浦已向巴塞罗那正式报价，求购西班牙前锋费兰·托雷斯。

然而好景不长，在十六强赛对阵塞内加尔的比赛中，他在第56分钟被提前换下，彼时球队正陷入被动。

9、直播间里再无张雪峰

但模型究竟是在真正预测动作后果，还是主要根据训练数据进行模式匹配，外界并不容易判断。

The crowded, snake-like queue at WAIC led to a single attraction: an AI guitar capable of "improvisational jamming." During the 2026 World Artificial Intelligence Conference (WAIC), the annual updated edition of the Tianpule AI Guitar made its public debut. Over the same period, Quwan Technology, the parent company behind the instrument, released the Tianpule Large Model V4.7, pushing music-focused foundation models toward a new frontier where they can "understand revision feedback." It was unmistakable to anyone on the floor that this year’s WAIC generated unprecedented buzz. Yet the AI industry itself, having weathered countless hype cycles and technical trends, is bidding farewell to the hollow "compute arms race." The commercial value of large models is finally being realized within vertical, domain-specific scenarios. Industry observers are increasingly turning their focus toward a path distinct from general-purpose large language models: vertical integration. Compared with tech giants basking in haloed reputations and star AI startups boasting eye-watering valuations, vertical AI developers have quietly stepped into the center stage of the AI era. Grounded in user scenarios and equipped with self-sustaining revenue capabilities, they have emerged as pragmatic, viable models for the industry. By anchoring its strategy strictly on AI music and AI voice, and extending those capabilities into AI hardware, Quwan Technology offers a compelling case study of this trajectory. Bidding Farewell to the Compute Arms Race: A New Narrative in Vertical AI Commercialization The standard competitive posture in the large-model arena has long been a classic arms race: parameter count, context window length, and multimodal capabilities served as explicit metrics of a company’s worth. By this year, however, this model of horizontal expansion has hit diminishing marginal returns. On one hand, general-purpose models suffer from worsening homogeneity, and products that rely solely on model API outputs struggle to build user stickiness. On the other hand, as AI penetrates deep into everyday life rather than acting merely as a productivity tool, technology must be embedded into concrete scenarios to solve real pain points. Quwan Technology abandoned the illusion of building a jack-of-all-trades general platform, choosing instead to double down on two vertical domains characterized by high emotional value and dense interaction: AI music and AI voice. Though operating in different tracks, their underlying logic is remarkably similar: humanity’s most natural, non-textual modes of expression have long been constrained by professional barriers, and both possess an inherent capacity to stretch from digital content into physical hardware. The foundation of Quwan’s AI music ecosystem is the proprietary Tianpule Large Model. Steering clear of open-source fine-tuning, Quwan built the model from scratch to optimize for real-time interaction, laying the groundwork for a conversational creative experience powered by AI agents. During WAIC 2026, Quwan rolled out Tianpule Large Model V4.7, making AI-generated music far easier to control and iterate upon. Across two evaluation frameworks, Meta Audiobox Aesthetics and SongEval, V4.7 earned high marks in metrics such as content enjoyment, memorability, and vocal clarity, while ranking in the top tier for musicality, coherence, and naturalness. V4.7 powers Tunee, Quwan’s conversational music creation agent. This "conversation as creation" interaction model represents a true breakthrough in its capacity for proactive co-creation. Moving beyond passive "one-click generation" tools, Tunee acts more like a patient, music-savvy collaborator. Since its official launch last September, Tunee’s official website has maintained over a million monthly visits, making it one of the fastest-growing breakout products in China’s AI agent space. What has truly commanded the industry's attention, however, is the Tianpule AI Guitar. As a pioneer in the global generative AI guitar category, it was the first to embed an AI music foundation model into a physical guitar, enabling people without musical training or theory knowledge to experience the joy of playing and composing music. At WAIC 2026, the new Tianpule AI Guitar placed heavy emphasis on its core feature introduced this year: "AI Improvisation." Users can generate personalized music directly on the instrument and jam along, drastically simplifying the complex journey from composition to performance. Coupled with features like AI score transcription and hum-to-song conversion, complete beginners can quickly begin playing and writing music. The industrial significance of the Tianpule AI Guitar extends far beyond consumer electronics. It frees generative AI from behind the glass screen, turning it into a physical object that can be touched, plucked, and felt through resonance. For professional musicians, it serves as a catalyst for inspiration; for novices, it is the first key to unlocking the world of music. As Jasper Jia, Vice President of Quwan Technology, put it: only when ordinary people can use music to express emotions and document their lives as naturally as taking a photo or shooting a video will music truly become an inclusive medium for creation. The physical medium of the guitar allows AI music to step outside smartphones and laptops, truly weaving itself into everyday life. Quwan Technology’s vertical integration has constructed more than just a tech flywheel—where the model grants intelligence to the application, and the application breathes fresh experiences into the hardware. Simultaneously, the hardware feeds real-world user interaction data back into the model, establishing a system-level moat. In truth, AI has already made creation ubiquitous. But how to make good content visible, scalable, and profitable has become the stark reality facing the second half of the AIGC race. Quwan Technology’s answer to that reality is AI voice. In recent years, the overseas expansion of Chinese film and television productions has accelerated rapidly. Dubbing and localization, however, have remained a persistent industry pain point. High quality, high efficiency, and low cost form a classic impossible trinity. Against this backdrop, Quwan Technology collaborated with The Chinese University of Hong Kong, Shenzhen, to develop the MaskGCT voice foundation model. On October 24, 2024, MaskGCT was officially open-sourced to the world via the Amphion framework. Across multiple text-to-speech (TTS) benchmark datasets, MaskGCT achieved state-of-the-art (SOTA) performance, even outperforming human baselines on select metrics. All Voice Lab (Quwan Qianyin) represents the commercial application built atop the MaskGCT model. As a one-stop video translation and AI dubbing platform, All Voice Lab slashes AI translation and dubbing costs by 90% compared with traditional human labor while boosting speed more than 50-fold, handling a monthly translation volume of up to 500,000 minutes (roughly 5,000 drama episodes). Since its launch, All Voice Lab has assisted over 100 film, TV, and animation clients in solving localization hurdles. It processes nearly 10,000 short drama episodes per month across single languages for overseas markets, reaching over 30 countries and regions globally and helping clients boost monthly YouTube channel revenue by 10% to 30%. Driven twin-engine style by AI music and AI voice, Quwan Technology is transitioning into a "new infrastructure" provider for the entertainment industry. It proves that vertical AI companies do not need to serve everyone; by achieving excellence within targeted vertical domains, they can unearth vast commercial value. From Mobile Voice to AI Creation: Quwan’s 12-Year Evolution of "Interest" The first half of Quwan Technology's journey followed a textbook mobile internet success story. Its flagship product, TT Voice, evolved from a simple voice tool designed to help gamers find teammates into an interest-based social platform boasting over 200 million registered users. When the AI wave swept the globe, the company pivoted proactively, laying early groundwork in AI as far back as 2021 to secure its current position as a leader in AI entertainment. The essence of the company’s 12-year evolution represents a strategic leap from "connecting interests" to "creating interests." Yet the underlying logic running through it all has always been a focus on "interest" and a "human-centric" philosophy. For instance, TT Voice’s early positioning was remarkably simple—a "gaming walkie-talkie." But what fundamentally transformed founder Song Ke's understanding of the product’s value was the spontaneous behavior of its users. He noticed that many users did not leave the voice rooms after finishing their games; instead, they stayed to sing, chat, and share their lives. He realized then that while the platform ostensibly solved an efficiency problem ("how to play games better"), it was actually fulfilling an emotional need ("how to connect better with people"). Grounded in this insight, TT Voice quickly evolved from a tool into a community. Beyond gaming matchmaking rooms, it rolled out diverse interest spaces including singing rooms, chat rooms, and audio-visual rooms. In cultivating the social space, Quwan Technology identified an emerging industry trend: the new generation of users was no longer satisfied with merely consuming content; they craved autonomous creation and self-expression. This was no mere hypothesis. On the TT Voice platform, users were already looking beyond finding gaming buddies—they were singing in voice rooms, sharing life moments in chat rooms, and expressing themselves in communities. As AI technology matured, these deeper desires could finally become reality. In the past, completing a song—from lyrics and composition to arrangement, mixing, and recording—demanded specialized skills at every step. Many possessed creative sparks or deep emotions but struggled to translate the melodies in their heads into finished works. In 2024, the team set out from scratch to build "Tianpule," a multimodal music generation model, choosing a self-developed path distinct from open-source fine-tuning. In the AI voice domain, Quwan partnered with CUHK-Shenzhen to open-source the MaskGCT voice model. Quwan develops both AI music and AI voice; it launches AI hardware while maintaining an interest-based social platform with over 200 million registered users. While its business scope appears broad, it is built upon a single, continuously expanding set of core AI interaction capabilities. Across its distinct business lines, Quwan serves diverse sectors—music creation, content globalization, public services, and social networking. From an architectural standpoint, however, they all draw from the same underlying AI interaction capability. Looking back at Quwan Technology's 12-year trajectory, a clear thread emerges: the first half was about "connecting interests"—using interest communities to bring together young people seeking belonging; the second half is about "creating interests"—using AI to lower creative barriers so anyone can convert ideas into digital assets and passion into sustainable expression. Sustaining this arc is not the pursuit of tech trends, but an unwavering understanding of "interest" and "people." Whether with TT Voice or AI music, Quwan’s ethos places user insight ahead of technical R&D. This product philosophy—starting with the human element and designing backward from the ultimate user goal—ensures that technical iterations always revolve around real-world scenarios rather than descending into pure technical rivalry. Moving from "connecting interests" to "creating interests" is not only Quwan Technology’s internal evolution, but also an answer to how technology can truly serve human beings. No matter how technology changes, the essence of business remains constant: to understand people, serve people, and empower people. Conclusion Twelve years ago, Quwan Technology answered one question: How do you help people who love playing games find one another? Twelve years later, it is answering another: How can every ordinary person be given the chance to create their own work and express their unique passions? While the industry remains locked in fierce rivalry over conventional paths—whether single-point tools or general-purpose platforms—Quwan Technology has used vertical integration as an anchor to build a closed-loop "Model-Application-Hardware" ecosystem across AI music and AI voice. This is a direct response to the true nature of AI commercialization: technology can only weave itself into the fabric of everyday life and form a sustainable business model when it penetrates all the way through foundational algorithms, intermediary interactions, and physical hardware devices. (This article was first published on the TMTPost App; author | Li Chengcheng)消费动态 耐克将终止滔搏、宝胜国际在中国内地的线上授权 7月22日，Nike在中国的两家主力经销商：滔搏、宝胜国际发布公告确认，2027年1月1日起，将全面终止 NIKE产品在中国内地线上平台的销售。

10、现代汽车与英伟达深化合作 自动驾驶或迈向VLA新阶段

竞技体育需要裁判的绝对权威，但权威绝不等于傲慢。

没有对比就没有伤害。

1、知情人士：预计威斯布鲁克不会重返国王队或华盛顿奇才队

政策开闸，产品亮相，巨头入场。

2、莱巴“钻”娜状态延续将战佩古拉 小德再收“退赛礼”直面辛纳

最核心的问题是，从目前的阵容来看，米兰现在并不缺少边锋。

3、意媒：国米中场马索林肌肉疲劳，继续休息等待复查

塔雷的合同还剩2年，净收入80万欧元，剩余税前成本为300万欧元。胡金秋争夺战开启！三队对其报价，北京上海争抢，山西不甘示弱在葡萄牙体育执教时期，他就曾赋予布鲁诺·费尔南德斯这一要职，之后B费也跻身英超顶级中场行列。

4、就得分能力而言，科比和詹姆斯相比谁是更为出色的那个人？

滞后的总结归纳可能会过度理想化。

5、太适合广东队！CBA暴力内线或被哄抢，这可是“加强版萨林杰”？

这一幕，像极了2007年iPhone发布前夕的手机江湖，人人都知道变局将至，但没人知道最终谁会胜出。

6、当少年走入卡蒙多宅邸：Dior男装的采样与重组

推动创新主体研发适配智能体系统调用、复杂任务调度与高频决策的通用处理器，开发低延迟、高吞吐专用推理芯片。

早在一年前，孔蒂就已有离队的想法，不过在老板德劳伦蒂斯的游说下又留下干了一年。

比如，展览已经成为泡泡玛特传递IP内容的核心方式之一。

7、认识一下日本包袋顶流

力箭一号副总指挥孟祥福表示，此次力箭一号遥十五运载火箭的成功，标志着产品成熟度、交付能力、市场核心竞争力迈入新阶段。

这表明，企业采购AI不再是为"炫技"买单，而是必须为“结果”付费。

8、侯志强：如果于金永长期替补，这对泰山队将是极大的损失

龙头企业在大规模投入前理性止损，是产业从“青春期”走向“成年期”的典型信号。

1982年阿根廷曾出兵该岛，英国在一场短暂战争后重新控制了这一地区。

主帅弗里克率教练组迎接首批归队球员，在完成例行体检后，球队将于24小时后踏上训练场，开启新赛季的准备工作。

托莫里目前每年的摊销成本约730万欧元，加上450万欧元的年薪，年度总开销在1180万欧元左右。