文章频道 - Kanye之后，阿迪达斯不打算用Jennie赚流量钱了

买的是“妮味”而不是“Jennie同款”。作者：张娅 贾阳，来源：20社靠单个外部顶级IP赌颠覆式爆款的时代过去了。最值钱的是明星能持续输出、可被产品化的个人风格与审美体系。阿迪达斯又有话题了。…

• 三叶草adidas Originals）和BLACKPINK成员Jennie的首个合作系列，这几天成了网上打卡、开箱的焦点。
• 9月1日正式开售前，三叶草在上海安福路与成都太古里的旗舰店已经跑完了一轮双城快闪。
• 成都太古里店首发当天，单日销售额直接突破门店历史纪录。

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Elie Saab Makes It Real With an H&M Collaboration That Brings His Red-Carpet Style Within Reach

Come October 22, the Elie Saab H&M collaboration at last puts Mr. Saab’s particular brand of glamour—spotted of late on Zendaya, Olivia Dean, and Eva Longoria—within reach for the rest of us.

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ABT Promo Codes & Discounts for September 2026

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KitchenAid Promo Codes: Save Up to 20%

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智谱和 MiniMax，把大模型做成了两种生意

头图来源：视觉中国 两家中国大模型公司，在五天里先后交出了上市后的首份中报。MiniMax 先出：上半年收入 1.17 亿美元，同比增长 283%；8 月 ARR 超过 8 亿美元。…

• 智谱随后公布：上半年收入 9.
• 54 亿元人民币，同比增长近 400%；8 月 ARR 达到 16 亿美元。
• 如果只看 ARR，结论似乎很简单：智谱更高，MiniMax 紧随其后；两家公司都在讲 Token 调用量暴涨、企业客户增加、模型能力开始换来…

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跨境生意越做越“大”：Shopee卖家如何打开东南亚运动户外新机会？

2026年的大促旺季再次临近，过去几年，从居家健身到骑行、露营，运动正在更深地进入当地消费者的日常生活，随之变化的还有购物车里的商品：运动服饰、背包、水杯之外，跑步机、自行车、露营桌椅、帐篷等体积更大、客单价更高的商品，也开始承接越来越丰富的运动户外需求。…

• 这也让一些跨境卖家的选品思路发生变化。
• 过去做跨境，商品“小而轻”往往意味着更低的物流门槛和更灵活的经营方式；如今，随着东南亚消费需求不断细分、本地电商生态和履约能力逐渐成熟，一些…
• Andy（化名）正是提前押注这一变化的Shopee卖家之一。

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READY or Not: Reliable Enterprise Agent Deployment

arXiv:2609.02095v1 Announce Type: new Abstract: An AI agent can perform well on benchmarks and still be unsuitable for deployment.…

• Existing AI-agent benchmarks measure whether an agent can complete rea…
• We introduce Reliable Enterprise Agent Deployment (READY), a framework…
• READY preserves each workflow's own definition of successful execution…

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MASkills: Continual Skills Optimization for Multi-Agent LLM Systems

arXiv:2609.…

• 02094v1 Announce Type: new Abstract: LLM-based multi-agent systems hav…
• Existing self-reflection methods build experience memories, but memori…
• We introduce MASkills, a continual learning framework that optimizes m…

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Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems

arXiv:2609.…

• 02092v1 Announce Type: new Abstract: LLM-based multi-agent systems (MA…
• We present SCOPED-Hiring, a process-aware fairness diagnosis pipeline …
• SCOPED-Hiring constructs controlled resume variants, runs role-based h…

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ToolGate: An Executable Acceptance Pipeline for Tool-Dependent Scientific Benchmark Construction

arXiv:2609.…

• 02067v1 Announce Type: new Abstract: Scientific benchmarks are commonl…
• These routes can produce strong evaluations, but they require substant…
• Language models can reduce this repeated work by proposing candidates …

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CHIME: Credit-Aware Hierarchical Memory Evolution for Long-Horizon Agentic Planning

arXiv:2609.02074v1 Announce Type: new Abstract: Planning is a central capability that enables agents to decompose complex long-horizon tasks into manageable steps.…

• Test-time search and training-based methods improve planning but incur…
• Self-evolving memory instead accumulates reusable experience from agen…
• However, existing self-evolving memory methods share an inherent credi…

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当 AI 开始理解「人不是标签」：阿里妈妈如何重构广告定向

作者｜Cynthia 编辑｜郑玄 2026 年夏天，林氏家居想卖一张布艺床。然后，阿里妈妈万相点睛给它找到了一群电竞玩家。并建议他们投放那些搜索过「电竞房布置」「游戏房改造」「RGB 灯带」「二次元痛房」的用户。…

• 对于林氏家居这样一家诞生于互联网、长期依赖数据经营的头部品牌来说，这是个让人匪夷所思的抉择。
• 过去，林氏家居品牌已经积累了超过 5500 万全平台粉丝、上万款在售 SKU 以及一千余家线下门店，是行业里公认的爆款制造机。
• 而在传统的匹配逻辑下，一张床最自然的消费者应该来自装修、新婚、换房，以及近期购买过家电家居的人。

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Lowe’s Promo Codes and Deals: Up to $300 Off Appliances

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MineTRACE: An Evidence-Grounded Interactive Reasoning System for Mineral Prospectivity

arXiv:2609.…

• 02060v1 Announce Type: new Abstract: Mineral exploration requires inte…
• We present MineTRACE, a web-based system for evidence-grounded explora…
• Users can explore prospectivity maps, query locations or regions, insp…

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DocHop: Benchmarking Out-of-domain Multi-hop Reasoning in Information-Dense Documents

arXiv:2609.…

• 02059v1 Announce Type: new Abstract: Multimodal Large Language Models …
• However, existing benchmarks typically evaluate these domains in isola…
• We introduce DocHop, a benchmark for integrated chart--context reasoni…

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Monitoring Web Agents Without Internal Signals: Observable Trajectories and Key-Step Supervision

arXiv:2609.02057v1 Announce Type: new Abstract: Reliable web-agent monitoring is difficult when model-internal uncertainty signals such as token logits are unavailable.…

• In this work, we study prefix-level risk prediction for web agents usi…
• We derive two observable trajectory representations: Macro features su…
• Instead of inheriting the final result label, we label the first criti…

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HeadWiseKV: Budgeted Per-Head Cache Residency for Hybrid Long-Context Language Models

arXiv:2609.…

• 02029v1 Announce Type: new Abstract: Long-context inference retains a …
• This bottleneck remains in hybrid language models because their residu…
• We study how to allocate this state under an aggregate KV-residency bu…

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