Agent商业化的终局，属于懂业务的长期主义者 这场圆桌讨论剥开了Agent商业化最真实的切面：市场需求急剧变化，更明确的商业反馈，更落地的业务结果，已经成为企业采购AI的核心诉求。

1、乐鱼电子 这主要是因为世界杯决赛在即，若对核心球员实施禁赛，不仅会直接改变决赛的阵容格局，还可能引发更大的争议。

凯恩作为单箭头兼具支点做球与终结能力，贝林厄姆的后插上进攻是球队的秘密武器，萨卡、戈登等边路球员的往返能力也能持续制造威胁。乐鱼电子广汽埃安敢于兜底的底气出自“问题电芯”，而中创新航则是小心翼翼的讲是“系统故障”。

2、若法国队夺冠，姆巴佩和登贝莱或包揽金球奖与世界足球先生？

英格兰国门乔丹·皮克福德的妻子梅根，经历了一趟糟透了的回家之旅。

3、穆帅皇马利好！利物浦今夏第一签花费4000万，让皇马收获2000万欧

面对这一突发状况，国际足联迅速做出了回应。

4、夏天衣服完全没必要越买越多，准备几件V领上衣，简单又显瘦

葡萄牙的表现起伏较大。

5、她们拼命鼓吹的传统妻子，男人根本不想要

2016年，他因在商业收入显著增长的情况下仍提议提高球场票价而备受批评，导致上万名球迷抗议，俱乐部老板随后发表声明致歉并撤销了该决定。

勇敢者的晋级，谁能加冕？在这场跨越时光与战术的终极对决中，是西班牙的青春风暴席卷纽约，还是梅西带领潘帕斯雄鹰完成史无前例的世界杯卫冕壮举？让我们拭目以待，不管结果如何，技术足球已经赢得美加墨世界杯。

如今，这份执着终于结出硕果，他如愿以偿地圆梦伯纳乌之外的终极梦想。

6、探秘“火焰蓝”，安全伴成长！工人村街道青云居社区爱心托管班开展消防研学活动

克罗地亚在达利奇带领下坚持务实控场打法，对阵英格兰大概率启用3-4-2-1防守反击阵型。

" 据ESPN报道，切尔西预计恩佐在休假结束后将照常返回伦敦参加季前训练。

7、刚刚，2026年第三批次第1小批五年制高职、中职-高职3+3分段培养、技工院校技师及高级工专业投档分数线公布_网易订阅

此前，马略卡一度与佩德罗拉走得较近，但随着他们将引援重点转向其他边锋人选，这笔潜在交易的热度有所降温。

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。

8、HWG！罗马诺宣卡里克签下中路新人，22岁巴西后腰从蓝桥转会红魔

而在这场失利的漩涡中心，除了凯恩自身的挣扎，英格兰主帅图赫尔的战术安排，更是成为了外界口诛笔伐的焦点。

8.66元的发行价算的是第一层账。

而对于维拉而言，失去大将固然痛心，但在财务规则的枷锁下，这或许也是他们必须经历的阵痛。

9、包头狗上桌撸串后续来了，当事人删除视频，餐具商家全部销毁

在真实的AI推理场景中，存储与吞吐、互连与系统协作带来的限制，甚至超越了计算本身。

英阿之间浓烈的敌对情绪，其最核心的现实锚点在于马尔维纳斯群岛（英称福克兰群岛）的主权争端。

10、22届世界杯无人打破！本土主帅垄断冠军96年，图赫尔能创造奇迹吗

AI视频生成从来不是一锤子买卖，TA是一个反复修改、持续迭代的创作过程。

名字取完，路还是得自己走。

1、湘潭市多形式开展“全国特种设备安全日”宣传

用户每一次与AI的交互，背后都在消耗 Token，智能体的出现进一步放大了这一过程。

2、受台风“红霞”影响，7月26日广东省内铁路全线停运

运营商正在经历角色变化，过去，客户租用的是服务器、存储和带宽；现在，越来越多企业希望直接获得模型调用能力，或按照 Token 购买服务。

3、挪威vs塞内加尔前瞻：哈兰德对决马内，实力相近互捅局？

旋转弹跳机「惊喜怪弹团」危险系数低，但有乐趣感，服务于亲子消费者的搭乘需求；海盗船是目前园区最惊险的游乐项目，满足了年轻游客对刺激项目的需求；跳楼机「砰然心动」不仅提供刺激的失重体验，也是目前乐园景观设计的制高点，游客可以在顶端纵览整个乐园风光；旋转飞椅「梦境的回旋曲」和旋转木马「云朵上的华尔兹」不仅是备受喜爱的游乐设施，也是乐园最出片的梦幻景观。回旋镖？马竞恼怒巴萨挖角小蜘蛛 当初西蒙尼连打5个电话是闲聊吗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。

4、企业2026年可重点关注的亲子类体育营销资源有哪些？

这场比赛的背景中，依然有着马尔维纳斯群岛主权争议的影子。

5、中信湘雅的“较真”医生刘佶：每少一个漏洞，就多一分希望！

眼下最后一道坎已经跨过。

6、拒绝利物浦！5000 万妖星铁心加盟曼联，红魔抢下争冠神援

他是典型的均衡型球员，攻防两端皆能贡献，但终结能力与最后一传的稳定度欠缺一些火候。

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。

”他补充道，“成本、效率、创意等等，这是个综合起来的问题。

7、斯卡洛尼赛后哽咽：西班牙赢球实至名归，很想知道没红牌会如何

中金财富期货直言：“美伊冲突升级，油价大涨，这给刚刚开始反弹的黄金重重一击。

过去两个赛季，比利时人先后被米兰租借到博洛尼亚和罗马。

8、半场梦游半场封神！姆巴佩梅开二度奥利塞全场最佳！

近年来，不少以海外市场为主的出海企业走向“海内外双向循环”，开始向国内市场找增量。

虽然近年来米兰在9号位的投入相当可观，却几乎全部打了水漂。

能解释这一现象的，就是原材料涨价能传导到售价上。

这是一家帮助我成长很多、在艰难时刻支持我的俱乐部。