燧原科技董事长、CEO赵立东对作者表示：“AI Agent等智能推理应用快速爆发，推理算力需求将达到训练算力的10倍甚至100倍。

1、乐竟体育 从VCD时代的数码照片刻录软件，到基于实拍素材的剪辑工具Wondershare Filmora，再到现在基于AI生成的创作平台“万兴剧厂”，在吴太兵看来，这并非跳到一个全新的领域，而是沿着影视创作市场的技术演进脉络的自然延伸。

这个概念由美国作者戴维·布鲁克斯在2007年前后推广，用来描述青年进入稳定成年生活前，被不断拉长的探索期；2026年，它在中文互联网突然走红，又很快进入播客标题。乐竟体育资金从当期利润和现金流转向厂房、设备、产能与基础设施，相关折旧、研发和供应链成本会在收入形成前先进入报表。

2、世界杯的氛围魔力：即将奔赴美加墨的中国球迷

在这场新老两代天才的第11次正面对决中，亚马尔所在的球队再次笑到了最后。

3、骂声最少，伤害最深！山东男篮珀塞尔，下赛季不见

更麻烦的是，AI芯片和系统架构的更新周期已压缩到一年左右。

4、直击WAIC 2026｜魔法原子“牵手”市北高新 上海具身智能产业加速规模化商用

在世界杯淘汰赛这种一球定生死的残酷舞台上，裁判的每一次沟通态度都可能影响球员的心态。

5、杜锋弃用球员成国家队首发，徐昕、焦泊乔渴望证明自己

枪手在与球员的谈判中取得了不小进展，但他们不愿砸下重金的态度，给切尔西敞开了大门。

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。

普通家庭不是这样。

6、LV 被指像 Vans、PRADA 遭 Hedi 开炮…2027 春夏男装周太热闹了

在政策与协同层面，需要形成标准化治理框架，AI生物安全风险具有跨国界特征，需要将政府、模型开发者与生命科学社区的专业经验纳入统一的协同治理框架。

上半场第25分钟，姆巴佩在禁区内制造点球，但亲自主罚却被摩洛哥门将布努神勇扑出。

7、CBA官宣上海外援兴奋剂违规，朱芳雨杨鸣捐款，新疆顶薪续约齐麟

于是滔搏能用近乎保姆式的全链路扶持，换来一纸独家运营权，把谈判的天平头一回压向自己这边。

当主持人阿德里安·达勒姆追问“也就是说他并非百分之百健康”时，皮尔斯回应道：“确实如此，尽管从场上表现看完全察觉不到。

8、真奇葩！状元签都能卖，4换1重磅交易达成，广州砸重金只为锁一人

芯片、新能源、智能驾驶等领域，都上演过一模一样的血战。

葡萄牙的战术更加灵活，马丁内斯可以根据对手在4-3-3、4-2-3-1甚至3-4-2-1之间切换。

巴萨的锋线正在重建，主帅弗利克试图打造一条能够胜任卫冕任务的攻击线。

9、艺科接手四年，美豪签约门店翻4倍，怎么做到的？

2026世界杯总有11支球队的身价超过5亿欧元，连续两届世界杯杀入决赛的阿根廷总身价8.08亿欧元，排名本届世界杯第七，与之形成鲜明反差的是葡萄牙总身价超10亿欧元，也是本届世界杯仅有四支身价超10亿欧元的球队，另外三支（法国、英格兰、西班牙）全部晋级四强，唯独葡萄牙止步16强。

分步恢复征税的本质，是用税收杠杆加速低端产能出清、引导技术路线升级：成熟技术缴税，前沿技术免税，信号极其清晰。

10、油车能坚挺多久？中科院士陈军曾言：已研发出400瓦时-Kg固态电池

挪威FIFA世界排名第23位，全队总身价5.9亿欧元，小幅领先排名31位、身价5.2亿欧元的科特迪瓦。

反映于业绩，是锂矿板块的集体预增。

1、山东泰山外援洗牌迫在眉睫，单纯更换马德鲁加并非最终解决方案

但比内部分歧更棘手的，是整个流程正在耗费米兰最宝贵的时间。

2、我国科研团队提出可编程植物合成免疫新理念

然后，两名替补改变了整个故事的走向。

3、还是没输！逼平两个世界冠军，佛得角太顽强了！

俱乐部已就维卡里奥在热刺的现状进行了初步沟通，得到的反馈是：这位意大利国脚今夏大概率将离开英超。当场锁喉！想砸全WNBA的饭碗，当然要被禁赛！阿德耶米心里也清楚，亚马尔在巴萨右路的位置雷打不动，他来了之后需要重新找到自己的定位。

4、留两冠军班底！胡金秋队友续约，顶薪两年起步，全力辅助孙铭徽

德国队7-1大胜库拉索一役，进攻点分散令对手难以防守，但比赛中也暴露了防守注意力不集中的问题。

5、乘联分会预测：7月车市季节性回落，新能源渗透率预计创新高

照片里，年轻的梅西正给一个五个月大的婴儿洗澡——那个婴儿，就是亚马尔。

6、CBA今夏13名球员顶薪合同到期，只有这4人值得顶薪续约

在那里，他度过了职业生涯的大部分时光，在巴塞罗那书写了属于自己的传奇。

也正是那个时期，她与塞内西第一次相遇。

哈维与伊劳拉先后拒绝了主教练的职位，贝尔吉里斯坦也明确对体育总监一职说了不。

7、切尔西官方：青训门将托比-贝尔签下首份职业合同

除了特林康，葡萄牙体育的另一位核心“波特”（佩德罗·贡萨尔维斯）也收到了沙特球队的报价，且球员本人认为此时转会是正确的选择。

据悉，天齐锂业年产50吨硫化锂中试项目已正式动工，而硫化锂是固态电池的核心电解质材料。

8、不止詹姆斯！骑士欲组重组三巨头争冠，哈登降薪恐也成“牺牲品”

就阵容实力而言，肯定是西班牙强于阿根廷，但梅西越老越妖，本届世界杯已经参与12球，打入了8球，还送出了4次助攻，虽然与10球的姆巴佩争夺金靴有难度，但团队荣誉更加重要。

国资领导敢在投决会上签字，很大程度上是因为合同里写满了这类兜底条款。

目前奥利塞正随法国队备战世界杯，阵中包括姆巴佩、楚阿梅尼在内的多名皇马球员，也让他对来自伯纳乌的关注心知肚明。

在2026 世界人工智能大会(WAIC 2026)期间，钛媒体对话了希捷科技中国区市场与业务战略负责人俞康，从存储厂商的视角，讲述了AI规模化落地过程中被低估的部分，数据的流动、闭环与复用能力，以及硬盘这门传统技术如何在AI时代找到新的增长曲线。