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摘要:不过,这场一边套现撤退、一边借道上市的交易,看似各取所需,实则埋着不少待解的疑问。

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、乐鱼体育网址 算力越堆越多,能用的却越来越少。

科斯塔刚刚度过了职业生涯最好的一个赛季,在马洛卡贡献了7粒进球和2次助攻。乐鱼体育网址同时公司温宿油田原油销量较上年同期下滑。

2、亚运会男足抽签出炉:中国队与阿联酋、伊朗、朝鲜同组

假如年度预算1.5万,他可以分成十个风险单位,每个1500元。


3、海外研选|高盛:美国今年IPO融资或创2250亿美元新高 泡沫信号尚未出现

而阿根廷这边,恩佐与麦卡利斯特能否破解瑞士的中场绞杀,持续为锋线输送炮弹同样至关重要。

4、镜报称枪手4千万能签斯科特 但BBC刚说樱桃拒绝了6400万

资源开始向直营门店、Nike App、SNKRS和官方电商倾斜,经销体系的重要性明显下降。

5、玄学实锤!华帝押谁谁夺冠,2026世界杯再续冠军传奇

而我也想在一个新的联赛中尝试新的挑战。

据凤凰网财经报道,多家国内头部手机品牌在今年3月初启动新一轮产品价格调整,覆盖大部分在售机型,并将涉及后续发布的新品,规模与涨幅均创下近五年新高。

基利安·姆巴佩无疑是最大的赢家。

6、巴西VS日本!谁能赢?罗纳尔多给出了1个答案

排名照进现实,半决赛悬念拉满 四支顶级豪门的会师,完美印证了国际足联在抽签时为四大热门预留的独立晋级路径。

赛后,德国转会市场网站按照惯例对赛事中表现抢眼的99名球员进行了身价更新。

7、媒体人建议郭士强辞职,山东千万引入祝铭震,山西交易到探花签

反复打磨同质化的甜宠套路、复刻相似的情感桥段,只会让玩家审美疲劳,慢慢失去付费和追剧的热情。

Kimi K3争夺的从来都不是「模型更聪明」的心智,而是「我的开源模型能力比你的闭源模型强」。

8、杜锋爱子入选NBA精英训练营!胡明轩最新消息,麦考尔离队返美

索博斯洛伊的价值,远不止于冰冷的数据。

存储乱涨 手机厂商重新拥抱千元机背后,既有对消费市场基本盘的纠偏,同时释放出一个重要信号,下游终端厂商已经不再愿意为不断攀升的存储成本买单。

即便如此,整套装修仍然花了接近20万元。

9、国内主要手机厂商产品线一览:高端中端入门秒懂了

这套规则的杀伤力不在于填报数据,而在于核算标准由谁制定。

9月1日起,锂电池按2%征收消费税,2027年9月升至4%;钠电池、固态电池则免税至2028年底。

10、中国男篮被绝杀!领先15分被逆转,庞峥麟17分,王俊杰7分

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。

这场比赛不仅是两支顶级强队的较量,更是两位天才前锋——亚马尔与姆巴佩职业生涯的第11次正面交锋。

1、合同到期!CBA这6人失去顶薪,郭艾伦领衔,郭士强爱徒转会困难

本赛季莫德里奇以自由身加盟米兰,由于在安切洛蒂麾下的最后两个赛季时,克罗地亚人更多扮演轮换角色,目的是做好体能管理增加“续航”,所以人们认为他来到米兰也会成为一名很重要的替补,哪曾想从赛季第一轮开始,魔笛就是这支米兰的绝对核心。

2、瓦格勒23分彼得森23+5 快船大胜爵士

中卫位置上也可能有新援到来,但这取决于是否会有球员离队。

3、官方:诺丁汉森林免签前莱比锡中场施拉格尔,双方签约两年

真正的终局,叫做“世界模型”。世界杯不能没有粤语解说最离谱的是曼联球迷,他们剪辑了托纳利三次传球失误的视频——那是一场在训练基地闭门进行的季前热身赛,对手是MK Dons,他全场70脚传球就失误了3次。

4、刚拿菲尔兹奖 他转身加入 OpenAI

防守端防线前置,前场多人逼抢,场均抢断超过18次,迫使对手失误率高达23%。

5、亚运会男足抽签结果出炉 中国队落入“死亡之组”

第三,恐惧中美大模型能力代际差的缩短。

6、淘汰不到一周!湖人方面传来2大讯息,核心后卫留队 詹姆斯恐离开

米兰投资这类球员需要做好拿出3000万到4000万欧元的心理准备。

在为数不多的推进目标中,现任奥地利国家队主教练朗尼克成为卡迪纳莱与卡尔韦利最为看好的方案。

如果只是市场空间大、资产市值小,解释不了价值如何非线性增长,这笔投资就没有找到真正的凸性来源。

7、凌晨3点:谁在SKP排队?

接下来需要证明的是,在每年接近2000亿美元、并且仍在增长的资本开支之下,这些收入能否转化为稳定的自由现金流和足够高的资本回报率。

否则,人会越来越擅长解释自己,却不一定更擅长生活。

8、再走长征路|一座川滇古城的红色基因与文旅突围

最令球迷诟病的是后防线的系统性崩盘。

这场对阵卡利亚里的失利就像多米诺骨牌的第一张——推倒之后,米兰欧冠资格丢了,免签目标退了,核心球员面临出售,关键续约被搁置,管理层等待重组,引援预算和吸引力双双缩水。

"梅西说。

塔勒布参与的一项尾部风险研究曾指出,在严格限制左尾损失的情况下,一端保持较高确定性、另一端保留较大不确定性的“杠铃结构”会自然出现。

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