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。
1、米6体育 既要挂着“扶持硬科技”的招牌享受高收益,又要拿着“债权思维”要求绝对保本。
所以我觉得凯恩之后,他就是英格兰的下一位队长。米6体育2026美加墨世界杯H组首轮将在迈阿密体育场展开较量,沙特阿拉伯对阵乌拉圭。
2、夏天衬衫,真丝的更有质感!
正如赛前亚马尔所放出的豪言:“如果有人害怕,那一定是法国。

3、别等肝伤了才后悔!春季养肝正当时,建议做好这5件事
比梅西和C罗年轻一大截的姆巴佩,走的是一条“既要控股、又要投人”的混合路线。
4、学术探讨|绿色经济视角下高校农林人才培养路径研究
1/16决赛中,墨西哥凭借基尼奥内斯和希门尼斯的进球2-0零封厄瓜多尔,强势晋级16强。
5、暖心家园|多元服务温情守护,让爱不孤单
"世界模型第一股"的头衔,迟早会有公司戴上,极佳视界会是那个名字吗?收回线上经营权,能成为耐克中国的解药吗? 7月22日,滔搏国际、宝胜国际在港交所公告中确认收到耐克集团的正式通知,其在中国内地的耐克产品线上平台销售将于2027年1月1日起全面终止。
然而,这场比赛的门票热度远超其他场次,其背后承载的早已超越了单纯的体育竞技,而是两国跨越近两个世纪的历史纠葛、政治对立与民族情绪在绿茵场上的集中爆发。
Kimi K3的走红,让市场再次校准了对月之暗面的预期。
6、共生共享共创 数字丝路再启新程
有第三方数据显示,该产品上市三个多月单品激活量突破310万台。
韩国SK电信:设立新公司“SK Hyper”,并计划到2030年投资7500亿韩元 7月23日,韩国SK电信公司发表声明称,其董事会已批准设立名为“SK Hyper”的新公司,专门致力于AI数据中心(AIDC)业务发展,并批准在2030年前投入7500亿韩元,为该业务奠定基础。
7、“中国智慧”加速出海(大数据观察·中国服务)
第16分钟,姆巴佩迎来了全场唯一勉强算得上机会的时刻。
这笔投资巴菲特并没有只押注“高盛会反弹”。
8、禹唐指南|2026年7月份的重点体育营销项目有哪些?
射频电源、真空泵、精密阀门、质量流量计这些半导体设备的核心零部件,长期依赖进口,一直也没出过什么问题,但赵晋荣却坚持: 必须把供应链的根扎在国内。
加纳主打4-4-2和4-5-1阵型,低位防守阶段会切换为5-4-1,全队压缩为紧凑的双层防线,五名后卫保持低位站位,双后腰保护中卫身前,中场球员积极回收协防。
关税、资源、标准,三重压力正在从不同方向同时收紧。
9、从球员到主帅!国安功勋率队战平泰山,未来有望成新一代本土名帅
历史交锋方面,两队累计正式比赛交手38次,西班牙取得18胜7平13负的总成绩,总进球71对44占据优势。
原因是该交易发生在2025年6月30日前,已被统计到24/25财年账目,因此尽管荷兰人是在去年夏窗离队,但不会计入25/26财年。
10、从今天起,好好刷牙,努力远离“癌王”!
这套中场架构兼顾了经验与活力,硬度与技术的搭配更为均衡。
汽车业务的利润虽然被价格战压缩,但服务业务正在弥补一部分缺口。
1、今日启幕!成都向世界发出“机遇之约”
模型越多,用户越容易找到下一次启动机器的理由;参数越准,失败率越低;创作者越多,平台越能覆盖长尾需求。
2、吃十年降压药肾竟坏了?别赖药,这三个“要命”服药习惯才是真凶
当前米兰的阵容中最缺的就是中锋,这对于卡马尔达和科斯蒂奇来说既是机遇又是挑战。
3、类风湿关节炎复查,血沉降不下来?快看你是不是踩了这些“坑”!
即使你不是泡泡玛特IP的受众,也可以在夏日的湖边,在梦幻浪漫的梦幻飞椅下,伴随着音乐小酌一杯。调整!央视取消直播西海岸蓉城,改播铜梁龙迎战浙江,新增聚焦大连英博对山东泰山你心目中的世界杯决赛是什么样的? 是一座承载厚重历史、气氛炽烈的标志性球场,还是新泽西州的一处停车场? 是让死忠球迷能负担得起的票价,还是高达三万美元一张的门票? 是赛前看台上震耳欲聋的欢呼与歌声,还是汤姆·克鲁斯的致辞? 是让这场体坛最重大的较量尽快结束中场休息、回到比赛,还是让泰德·拉索请出贾斯汀·比伯,唱一首伤感民谣? 是让大屏幕回放比赛中的关键时刻,还是反复切给那些面露冷漠的半吊子名人? 是让决赛的最后一幕定格在一支伟大球队举起奖杯、实现毕生梦想,还是一位争议缠身的政客赫然占据了画面正中央? 或许是我们彻底落伍了,国际足联和因凡蒂诺在筹办这场决赛时,确实发现很多人想要的是后一种选项。
4、南京23处“空调房”明起免费用
架构创新之外,K3 的能力定位也很清晰,面向长程编程、知识工作、深度推理等前沿智能场景,少量人工监督下即可持续执行长时间工程任务。
5、世纪转会!官方:萨拉赫自由身加盟贝西克塔斯,签约至2027年
同一场混乱,滔搏承担了两次成本,第一次失去利润,第二次失去货权。
6、科学调度应对高温“烤”验 成都轨道交通三条在建线路刷新“进度条”
因此,首先,建设新的能力尖峰是大厂和模型创业公司都在借鉴的一层。
法国与西班牙成功会师半决赛,而上半区这场“矛与盾”的巅峰对决,也提前预定了本届杯赛最重磅的焦点战。
这位年轻的体育总监在勒沃库森时期就展现出了出色的能力,23/24赛季他作为勒沃库森的核心管理层成员,帮助球队赢得了德甲冠军和德国杯冠军,只是在欧联杯决赛中遗憾输给了亚特兰大。
7、广东召开上半年经济形势分析会:保持稳健态势,巩固向好基础
而在新赛季,他将不会过多参与俱乐部业务工作,据意大利媒体分析,伊布可能会承担更多的外宣和开拓市场工作。
右尾不能只有一个遥远终点,中间必须存在一连串可以跟踪和验证的节点。
8、单场12中2,砍8+8+7!火箭新秀命中率低迷,3项数据亮眼,胜在全面+稳健
那场比赛中,摩洛哥2-1击败加拿大,齐耶赫和恩内斯里进球,加拿大依靠摩洛哥的乌龙球扳回一分。
维尼修斯的4粒进球全部来自小组赛阶段,包括对摩洛哥、海地及苏格兰(梅开二度)的破门,但随着巴西队出局,他的进球数已定格。
第三,是年轻扁平化的组织架构。
不过核心球员巴尔韦德正处于生涯巅峰,2026年在皇马贡献9球12助攻,热身赛对阵英格兰补时绝平,状态火热。
用户勇士队库里想在高尔夫球场挑战的名人,其中包括勒布朗·詹姆斯 为中国女性第一大癌症!背后的3大“隐形推手”竟然是……赠送“北方唐宁街10号”启动,伯纳姆预计将每周赴曼彻斯特理政商务部新闻发言人就将14家欧盟实体列入出口管制管控名单答记者问
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用户重大转机!阿森纳获准全力追逐梦想目标!高层重启一对一谈判 为中信证券:多重利好推动铜价再度冲击14000美元赠送新冠真的是感冒?专家表示:感染新冠两周后,心肌是会有反应的人气票
用户湘潭职工大讲堂职工生活品质课堂开讲 为微信最新公告:集体下架赠送三分种七分管,大理海东终于让95.4%的绿色“活”了起来点赞最棒
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用户海外收入占比超九成,万兴科技为何要带队回国“卷”? 为关于事故煤矿,人民日报披露了一个惊人的真相!赠送文明实践暖桑榆 贴心服务护夕阳人气票
用户马德鲁加迎来鲁能生涯告别战!踢完蓉城就要离队,引发热议 为更衣室观察员,中超连续两年拿队内最佳射手,38岁养老成最佳射手赠送古都安阳另一面|从“文博观光”到“沉浸式体验”人气票
用户欧足联与国际足联VAR规则分道扬镳,拒绝采用世界杯罚错人新规! 为绿茵魔人哈兰德带领挪威队,走出巴西雨林,安切落蒂未能挽救巴西赠送乐山市五通桥区政协原党组成员、副主席马军被双开人气票
2024年夏天,帕夫洛维奇以1800万欧元的价格从萨尔茨堡红牛加盟米兰,彼时他还只是一个具备身体天赋但比赛稳定性存疑的年轻中卫。我要发布>>
好的模型,高质量的交付结果,肯定有人愿意为此付费。我要发布>>
25/26赛季结束后,争四失败的AC米兰持续动荡,在主教练、CEO、体育总监、技术总监全部被辞退的情况下,红鸟高级顾问伊布独善其身。我要发布>>
从目前的局势来看,第一种方案(经济罚款)的可能性更大。我要发布>>
英格兰vs阿根廷,比赛看点如下: 第一:两队情况!英格兰世界排名第四,球队总身价13.6亿欧元,仅次于法国排名第二贵球队,平均年龄26.6岁,来自五大联赛的球员共有25人;阿根廷世界排名第三,球队总身价8.08亿欧元,平均年龄28.7岁,比英格兰年长2岁,来自五大联赛的球员共有19人。我要发布>>
2014年巴西世界杯,他以六粒进球穿走金靴,随后从摩纳哥转投皇家马德里。我要发布>>
图1:大语言模型智能体在DNA组装指导任务中端到端评估闭环。我要发布>>
另一方面,另一主要进口来源国津巴布韦的锂矿出口禁令牵动中国市场的神经:2026年2月25日,津巴布韦出台锂矿出口禁令,之后市场预判原料收紧时间从持续1个月到超出预期,助推碳酸锂价格上行;但4月14日当地批复华友钴业(603799.SH)、盛新锂能(002240.SZ)等6家规模企业获得出口配额,市场预期这些原料将于8月前后陆续抵达中国。我要发布>>
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。我要发布>>
俱乐部向我展示的规划,以及大家为把我带到这里所付出的努力,对我意义重大。我要发布>>