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、博富体育 当前,那不勒斯已经将他们的中场球员安古伊萨挂牌出售,如果能为其寻找到买家,就会再补进一名中场。
一个人在学会这些词之前,只是心情不好;学会以后,可能开始焦虑自己为什么还没有完成疗愈。博富体育阿莫林大概率会在两场比赛中使用完全不同的首发阵容,通过大面积轮换来分摊体能压力,避免核心球员过度疲劳。
2、读秒回家!日本球员:巴西确实很强 但我们可以昂首回家
事实上,过去圈内还有一种暗仓玩法。

3、落选新秀熬成酋长传奇,54号布莱恩·沃特斯离揭幕战还剩54天
弗利克全程为这笔交易背书,他相信阿德耶米在边路能被他调教出最好的状态。
4、DO:曼联密切关注萨默维尔,是否会签下他取决于拉什福德;博格巴:阿森纳能夺得英超冠军,曼联肯定也可以
我感谢他,并且我明白,就像球员一样,他也可能被追逐。
5、中方拒绝巴基斯坦请求,亲兄弟都要明算账,不能指望中国兜底买单
格列兹曼的退役、博格巴的禁赛复出后状态全无以及坎特的老去,让法国队失去了过去几年赖以生存的战术基石。
除了LABUBU,乐园还活跃着多个泡泡玛特IP,星星人拥有专属见面会,DIMOO和BUNNY会出现在甜品屋,每天下午,Molly都会在城堡餐厅和舞者一起表演芭蕾,Bearibo是MOKOKO之后,又一个首先在乐园发布的IP。
" 尽管外界对库巴西本届世界杯的表现赞誉有加,这位年轻后卫坚称自己只专注于进步,而不是享受日益增长的关注。
6、全球仅200辆:这台海湾蓝1973款保时捷911 Carrera RS轻量化版正在寻找新主人
他们面对的又恰好是一个旧人生进度表逐渐失效的阶段。
梅根称,这回是因为“零件缺失”。
7、首支四强球队出炉!姆巴佩6战8球比肩梅西,非洲球队全军覆没
bit出货量只增了11%,ASP却涨了约57%。
反观2002年的巴西3R,罗纳尔多斩获8球,里瓦尔多5球1助攻,罗纳尔迪尼奥2球3助攻,三人凭借无与伦比的天赋和灵光一现的创造力,帮助巴西队第五次捧起大力神杯,桑巴军团就此加冕五星巴西。
8、全县被“拉黑”,怎么回事?
完整产业数据报告、市场趋势分析,移步「产联社」客户端港交所最大IPO来了! 7月22日,全球光模块龙头企业中际旭创,正式在港交所启动公开招股,全球发售H股基础发行股数为5450万股,最高发行价定在1010港元/股,每手50股,募资总额最高可达约550亿港元。
工作不开心、恋爱受挫、不知道将来干什么,都可能被归结为“主体性不足”。
” 莱奥与米兰的合同持续到2028年,年薪700万欧元(含奖金),他的协议中包含一项1.75亿欧元的解约金条款,该条款只能在每年7月初生效,当然这些都不重要。
9、CBA下赛季,身价最有可能大涨的四位球员
截至6月18日,市值一度突破1.5万亿元,暴涨约550倍,公司老板王伟修的身家已经接近2000亿元,稳稳坐上了“山东首富”的位子。
现场展出 570 架新兴航空器(含模型),其中 eVTOL(含模型)51 台,通航飞机(含模型)18 架,无人机 501 架。
10、马克龙致电王虹:真了不起
柯达早在1975年就发明了数码相机,却在2012年申请破产;诺基亚拥有触屏手机原型时,iPhone尚未问世,最终却黯然退场。
因此,在这笔高达5000万美元的转会中,巴萨只能获得基础分成,彻底失去了这笔巨额转会费的半壁江山。
1、为何凯尔特人还没签下比尔?最新消息直指一人:詹姆斯
按42.80元/股的转让价计算,成交价基本与IPO发行价持平,上市四年,公司累计扣非净利润不足5000万元,实控人一笔交易就能套现超10亿元。
2、C罗世界杯生涯谢幕!这一杯,敬传奇
尽管在世界人工智能大会期间,月之暗面曾披露已同步适配包括华为昇腾在内的国产芯片,但还是落后于DeepSeek、智谱等模型厂商的多元化动作。
3、文明实践丨庄河这栋楼天天满员
但上赛季真正精彩的地方在于,两支升班马——桑德兰和利兹联——都展现出了相当的实力,不仅制造了一场真正的保级大战,还最终成功留在了英超,为联赛注入了新鲜血液。冈萨雷斯随阿根廷挺进世界杯决赛,阿图尔接受三支巴甲球队考察无论接下来的对手是卫冕冠军阿根廷还是三狮军团英格兰,连续淘汰两大夺冠热门的西班牙队,无疑已经掌握了通往大力神杯的最强主动权以及信心。
4、6450万投手怒了:一脚踩上投手丘引发清空板凳 赛季ERA已飙至7.28
他举例表示,“在实际市场运行中,红熊AI的营销获客产品正是基于市场投流线索量暴增而来的。
5、加拿大VS摩洛哥:加拿大世界杯之旅到此为止,摩洛哥有望轻松晋级
19岁的亚马尔带着肌肉伤病一路过关斩将,用冠绝本届杯赛的25次成功过人,成为西班牙队最锋利的边路尖刀;而历经沧桑的梅西,则用无与伦比的经验与智慧,本届世界杯4场淘汰赛都是极限晋级,其中2场都踢到了加时赛(对阵佛得角和瑞士),带领阿根廷连续两届世界杯晋级决赛,潘帕斯雄鹰向着第四座大力神杯发起冲击。
6、2003年宝马M5:4.9升V8配六速手动,行驶11.1万英里
(文 | 公司观察,作者 | 周健 ,编辑 | 曹晟源)“三年前和我们一同拿到融资的很多公司,现在已经有不少退出了市场。
报告摘要这群人通常受教育程度不低,有一定消费能力,也拥有很强的自我分析欲望。
Talk三联一期相关节目,播放量超过14万,讨论的正是“做自己”为什么也成了一种压力。
7、吉首大学赴岳阳市中心医院考察交流 共商医教协同合作新路径
上一次,是2010年南非的约翰内斯堡,伊涅斯塔的绝杀为西班牙足球加冕。
加盟之后,比西武将有不少展示自己的机会。
8、阿加斯迎战佩特罗鲁:新帅索萨首度客场出击 交锋往绩一边倒
第四分钟,亚马尔才完成全场第一脚射正,紧接着西蒙在距球门三十多米处做出一次果断出击解围。
那一年他登顶中国首富,说出了"先定一个小目标,挣它一个亿"的金句。
红蓝军团虽然口口声声"负担得起",但众所周知的财务困境让这笔交易始终蒙着一层阴影。
到了今年7月,上述借款本息合计已达到约10.07亿美元。
用户邵阳市第六届少数民族传统体育运动会在洞口县开幕_网易订阅 为美媒排出现役球星百强榜!文班亚马高居榜首,詹姆斯仅排第20赠送TVB宣布正式更名友谊赛前瞻:布罗姆利迎战水晶宫,英甲新军主场考验英超劲旅
+95858
用户深汕佛等七市共建 “广货行天下”,纺织服装产销对接城市联盟 为闻“汛”而动 永靖筑牢汛期安全坚实防线赠送中超夏季转会窗:河南队敲定新外援,巴西边锋将顶替姆布拉人气票
用户疆超联赛进行时|复盘得失蓄力再战!疆超联赛淘汰赛首轮阿克苏赛区赛后新闻发布会召开 为曾经只有中甲水平的他!加盟英博后却被李国旭激活,还入选了国足赠送央媒看大连丨新华社:又见达沃斯,又见山海情点赞最棒
+28388
用户阿森纳官方:萨利巴背伤无需手术,将进入长期康复期 为枫叶队长或成扩军牺牲品?内部名单曝光:里利被放弃保护赠送条约联迎战阿斯隆镇:4分之差卡位,季后赛希望命悬一线人气票
用户瓦伦丁·法森迪尼加盟塔列雷斯,桑保利第四签 为国安拒绝爆冷,组全华班首发11人,张玉宁+林良铭搭档,启用18岁左后卫赠送乐极生悲!世界杯庆祝活动中两人死亡人气票
用户东北超有礼丨首批“东北超”名场面出炉! 为世界杯终极遗憾!英格兰王牌被图赫尔毁了,金球奖彻底悬了赠送即刻预登记!2026 Yarn Expo秋冬纱线展观众预登记开启,8月上海见人气票
大模型训练消耗资源极为迅猛,项目一结束,需求便断崖式下降;推理相对连续,但对响应速度和成本锱铢必较;科研任务一跑几个月,对精度、网络和存储均有严苛要求;工业客户则更看重数据安全、本地部署和行业软件兼容性。我要发布>>
2007年的秋天,在诺坎普球场的客队更衣室里,一场由联合国儿童基金会发起的慈善抽奖让两人的生命有了交集。我要发布>>
但在此之前,外交先行。我要发布>>
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。我要发布>>
如果阿森纳真的加入争夺,我会跟进告知。我要发布>>
这就是超节点在智能体时代的真正价值,它不是简单地提供更多算力,而是重构了算力、存储、内存之间的协作方式,让智能体能够在海量数据、超长上下文、多轮协同的复杂场景中高效运转。我要发布>>
在西安、无锡、武汉,凡是核心客户扎堆的地方,都设了服务团队。我要发布>>
基准10年期美债收益率升至4.71%附近,创2025年1月以来新高。我要发布>>
锋线上,虽然C罗已经41岁,但禁区内的嗅觉和终结能力依然是顶级水平,菲利克斯和佩德罗·内托则提供了技术和创造力。我要发布>>
朴茨茅斯出生的她让球迷们惊为天人,有人开玩笑说自己看完视频像狗一样汪汪叫,有人声称她加盟后就当樱桃军团球迷。我要发布>>