并有严重的内存碎片化问题，超长文本（8K+ token）易触发OOM，长文档问答几乎不可用。

1、乐鱼平台 铍材料资产的证券化故事要怎么讲、李氏家族剩余股份会否继续减持、监管层面会否追问接盘资金来源，都将是后续市场关注的焦点。

这是平台化之后必然会遇到的问题，热门 IP 能带来下载量、打印量和传播，也会带来版权压力。乐鱼平台国际足联周一公布了最新一期世界排名。

2、上海晚高峰惊魂31分钟：这条50年代老铁路，堵了北区人几十年…

但这支球队终究是阿根廷，而梅西终究是梅西。

3、最新

本场比赛的绝对主角，无疑是法国队那两位具备金球奖实力的顶级攻击手。

4、从垫底的废柴，到冲超的搅局者，宁波FC把网络爽文情节照进现实

典型的如主营锂、钾的盐湖股份，即便在周期下行的2023年、2024年，低成本的盐湖提锂依然能够盈利，叠加氯化钾业务加持，该公司在此两年的盈利分别下滑49.17%、41.07%，2025年就已经重回增长通道（+81.76%）。

5、科技M顶之外：两条金律

期间，这把AI吉他背后的母公司趣丸科技，还发布了天谱乐大模型V4.7，让音乐大模型走向“听得懂修改意见”。

2019年DRAM价格跌了四成。

野村证券预计美联储将维持利率不变，但由于7月会议不更新经济预测或点阵图，美联储主席沃什不太可能提供实质性的前瞻指引。

6、突发！89岁四哥谢贤离世！谢霆锋紧急返港，谢婷婷悲痛发文

2023年，Mounjaro销售额达51.63亿美元，同比增长970%。

随着阿莫林上任AC米兰主帅，球队夏窗的引援工作开始提速。

7、“扔了可惜，留着没用”，6种正在消失的家电，你家还占了几样？

旧版本让人卷绩效，新版本让人卷内核。

而在2025-26赛季初，巴萨曾在约翰·克鲁伊夫体育场进行过两场联赛，随后在蒙特惠奇完成了三场联赛和两场欧冠比赛，最终重返翻修后的诺坎普球场。

8、陈子善：译笔为桥，书比人寿

第一种是逻辑失效。

如果朗尼克与格拉斯纳双双上任，米兰青训球员卡马尔达的未来将有望迎来关键转折。

索博斯洛伊每一次主罚任意球，都是对手防线的梦魇。

9、看完通报我沉默了！5次调解均未果，彭女士被停职，真是一点不冤

近期有消息称，恩佐的经纪人已在探询今夏离队的可能性，随即传出皇家马德里对这位阿根廷国脚兴趣浓厚。

他强调，未来滔搏将把重心全面转向线下，发挥其在实体零售运营和本地消费者服务上的优势，通过新概念运动门店继续与耐克保持紧密合作。

10、88%的AI代理项目未能投产，这五个概念是工程师的必修课

周远意识到，阶层跨越虽然不是任何投资方法可以保证的结果，但对于本金有限、收入主要来自工资的人来说，如果账户永远只有线性收益，很难达到自己的目标。

对于贝西克塔斯而言，这不仅是竞技层面的豪赌，更是向加拉塔萨雷、费内巴切等争冠对手发出的最强宣言：他们也要争冠。

1、“魔幻”七匹狼：主业卖夹克，副业当股神！

玩家的抵触从来不是无理苛责 敖尹的突然上线，是本次所有舆情的导火索，玩家大规模、高烈度的抵制，从来不是单一的“讨厌新角色”，而是情感、消费、价值认知三重矛盾的集中爆发，且乙游玩家群体本就圈层多元、诉求不一，舆论呈现的对立局面，本身就是赛道发展陷入困境的真实缩影。

2、阿德巴约的83分代表NBA传统秩序的礼崩乐坏，罪魁祸首就是这三人

从Ricks接任时的800亿美元到万亿市值，八年时间增长了超过十倍。

3、火箭两连胜展现完美状态！近四战对手实力一般 能否取得六连胜

三条业务线，商业化进度不一 技术之外，市场更关心的是，极佳视界的商业化到底走到哪一步了？ 简单来说，三条路线进度不一：自动驾驶最成熟，工业刚起步，家庭还在验证。LV起诉后续：国货不再忍让，关键内幕被扒，网友：酷似农村旱厕罗马更是在补时阶段争议逆转帕尔马，把积分拉到与米兰持平的67分。

4、幸福的烦恼？乌度卡能否将谢泼德提上首发 阿门替补或有更好效果

和解方案具体为：爱众资本以4.15亿元执行收购西藏联合所持的甘肃瑞光62%股权及债权，公司就爱众资本欠付的前述款项及逾期利息（若有）向西藏联合承担连带保证责任；公司以4.74亿元收购西藏联合持有的淄博瑞光72.75%股权。

5、换手劈扣，杨瀚森回归夏联打得很松弛

信息差不是一天补上的，是天天看、慢慢攒出来的。

6、德保罗：有人总散布阴谋论，他们不满我们的踢球风格，过得很痛苦

费兰以6球成为赛事最佳射手，并被评为决赛最佳球员。

很多人把末日期权理解为最极致的凸性，因为末日期权的价格低、Gamma高，标的稍有大幅变化，期权就可能上涨数倍，但末日期权的Theta同样很高，是以极高时间损耗和极窄兑现窗口为代价的凸性。

价格、内容、版权和社区治理，都不是多加一个传感器或修改一套算法就能解决的问题。

7、天河销冠再登顶！珠江花城凭什么霸榜克而瑞测评第一？

据《世界体育报》报道，巴塞罗那将从国际足联2026年世界杯俱乐部受益计划中获得2893533欧元补偿。

这场传控足球与防守纪律的碰撞，将决出最后一个四强席位。

8、讽刺！队友忙着打架，终场哨响第一个拥抱梅西的是西班牙进球功臣

如果他被套现，说明新管理层对中场类型将有截然不同的要求。

在公司需要上市募资扩产的情况下，这笔分红最大的疑虑还不是分红本身，而是分红用途，没错，实控人不一定是拿钱改善生活，还有一种可能。

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。

两粒都在加时赛。