快消品企业库存积压,往往源于销售预测、采购返利、SKU扩张和补货参数失真。文章拆解库存形成的五个节点,说明AI如何参与预测复盘、采购分析、商品调整、库存预警和经营决策,帮助企业在商品入库前识别风险,建立可追溯的库存治理闭环。 一、场景介绍 一家快消品经销企业,代理多个品牌,管理着上千个SKU。 最近,老板发现库存金额连续几个月上升,仓库也快放不下了。奇怪的是,销售仍在抱怨畅销品缺货,仓库里却堆着不少几个月没有销售的商品,有些甚至已经临近保质期。 老板要求仓库加强管理,销售赶快清库存,采购减少下单。 销售说:“这些货是按照客户预测准备的。” 采购说:“不达到数量,就没有价格和返利。” 商品部门说:“新品必须上,老品还有客户在买。” 仓库则认为:“买什么、买多少都不是我们决定的。” 每个部门似乎都有理由。但企业真正需要回答的是: 这些库存最初为什么会被买回来,又为什么没有及时停止补货? 仓库只是商品最后停留的地方。很多库存问题在商品进入仓库之前,就已经发生了。 二、库存管理概念重新定义 本文所说的商品,主要指食品、饮料、酒水、日化等快消品经销商、代理商采购后,用于渠道销售的标准化成品SKU…
设计师产生转岗念头,往往不是厌倦设计,而是职业关注点已从执行方案转向判断问题与结果。本文拆解资深设计师转产品经理的真实动机、可迁移能力与关键短板,并给出一套转型前的自查思路。 如果你做设计已经 3~5 年,可能会有一种越来越强烈的感觉:我好像不太想一直做设计了。 但奇怪的是,你也不是讨厌设计。 你依然会在意一个页面好不好看、交互顺不顺、体验细节够不够好。只是和刚入行的时候相比,你开始越来越在意另外一些事情: 「这个功能为什么要做?用户真的需要这个吗?为什么这个需求排在前面?如果我是产品经理,我会怎么做?」 别问我为什么会知道,因为我那时候也是如此,哈哈! 你开始发现,自己真正感兴趣的,可能已经不只是:怎么把一个东西设计好。 而是:我们到底应该做什么,以及为什么做。 如果你最近也有这种感觉,那么你可能正在经历很多设计师职业发展的一个重要阶段:从设计执行,开始走向产品思考。 01 你不是突然不喜欢设计了 很多设计师第一次产生转 PM 的想法时,都会问自己:是不是我已经不喜欢设计了? 但其实很多时候并不是。你可能依然喜欢设计。 只是做了几年之后,你对工作的关注点变了。刚开始做设计的时候,一个…
Surging demand for AI training data is driving rapid growth for the startup and its rivals.
作者整理出12个最常用的Prompt,按问清问题、学习、解决问题、决策、认识自己5个场景分类,全部可单独复制使用且无需安装任何Skill。每个Prompt都配有可直接套用的模板,将【】内内容替换为个人信息即可,适配当前所有主流AI。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmta7gwaz0525roj2g5e3xyfv
《黑神话:钟馗》全新 15 分钟游戏实机演示公布,首次展示主角战斗与部分剧情片段 8 月 20 日消息,由游戏科学开发的黑神话系列第二部作品《黑神话:钟馗》,今日带来全新 15 分钟游戏实机演示,首次展示主角战斗与部分剧情片段。 官方称,本视频为开发中版本录制,运行时屏幕宽高比设置为 21:9。因产品仍处于研发早期,最终发售内容可能有所不同。 据了解,《黑神话:钟馗》是游戏科学开发的《黑神话》系列第二部作品,目前处于早期研发阶段,发售日期尚未确定。作为《黑神话》系列的第二部作品,游戏以中国民间传说中的角色「钟馗」为创意来源,其骑虎形象灵感源于明代《钟馗骑虎图》及美术总监杨奇的梦境。游戏科学团队在《黑神话:悟空》发售后调整开发计划,决定放弃 DLC 转而开发新作《黑神话:钟馗》,旨在尝试更具差异性的游戏体验并修正前作不足。(来源:IT 之家) 宝马副总裁吴燕彦:行业应共同抵制压缩验证周期、测试中偷工减料的浮躁行为 8 月 20 日消息,据「睿见 Economy」报道,车百国际主办的新能源汽车全球合作发展论坛(GNEV2026)19-21 日在上海召开,宝马集团副总裁、大中华区政府和涉外事…

Hugging Face 最新研究引入三项测试量化语音识别中的基准优化(benchmaxxing)现象。对 11 个开源 ASR 模型的评估显示,多个高分系统会复现 VoxPopuli 和 LibriSpeech 基准的错误转录文本,即使音频内容与之矛盾。部分模型甚至依赖声学线索识别基准来源,导致其得分高估了真实转录能力。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmt30vskr0e0wro6t19q13yic
Anthropic PBC is privately hoping its upcoming initial public offering will match or even surpass the size of SpaceX Corp.’s record-breaking IPO as it doubles down on its bid to go public ahead of rival OpenAI Group PBC. Anonymous sources who are familiar with the artificial intelligence model maker’s plans told Bloomberg that it’s hoping […] The post Report: Anthropic hopes to surpass SpaceX’s record IPO raise when it finally floats appeared first on SiliconANGLE.
阿里巴巴:2027财年第一季度营收2,689.5亿元,同比增长9%;网易Q2净收入301亿元,营业利润121亿元;台积电1.6nm级A16工艺完成开发验证,目标Q4量产;奇瑞汽车:上半年实现收入1432.80亿元,同比增长1.2%;谷歌旗下Waymo为其无人出租车自研定制芯片;三星晶圆代工技术蓝图调整,1.4纳米延后至2029年量产;《2026年人形机器人产业发展报告》8月20日发布;国家药监局批准2款创新药上市;三星据悉将公布超100万亿韩元股东回报计划;中基协:7月新备案私募证券投资基金1763只,新备案规模728.09亿元;许家印被判处无期徒刑,恒大集团、恒大地产等案一审宣判;免部署一键调用,国家超算互联网上线GLM-5.3 API
影石推出竖拍云台相机 Luna Pro,森海塞尔发布 MOMENTUM True Wireless 5 真无线耳机等。查看全文
Businesses are willing to flop back and forth as each lab releases new models, volatility that should give both companies' investors pause about how "sticky" enterprise AI spending really is.
Twin1 AI Inc. launched today with $20 million in seed funding to build artificial intelligence-powered digital twins that carry an individual professional’s expertise across their organization. The San Mateo, California-based startup pairs each worker with a persistent model of their own knowledge, judgment and working context, one that can answer questions and act on that […] The post Twin1 AI raises $20M to put an AI twin behind every knowledge worker appeared first on SiliconANGLE.
Ever wanted someone else to do your texting for you? ChatGPT is being offered up as an automated text scribe via a new Apple Messages integration.
Jason Kelce joked that people should cool data centers with their pee, rather than potable water -- but his suggestion is not completely ludicrous.
Anthropic 宣布 Computer Use、Skills API 与 Files API 在 Claude Platform 全面可用,并新增浏览器操作工具,让智能体可操作软件、调用团队技能并返回成品文件。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmt1z1q5n0c93roovlvh40tew
Adobe is making three AI audio tools broadly available in Firefly. Generate Music, Generate Speech, and Generate Sound Effects create royalty-free music, voiceovers, and sound effects for video projects. Adobe has also added Gemini Omni Flash to the platform. The article Adobe Firefly adds AI audio tools and Google's Gemini Omni Flash appeared first on The Decoder.
Google is giving publishers a new button that lets readers make them a preferred source across Search, Discover, and Google News, potentially boosting their traffic as AI search sends fewer clicks to the web.
Runlayer and Rippling have dropped their lawsuits. No money was paid. Rippling celebrated by releasing a competing product.
Technology leaders don’t seem to understand society’s gripes about AI, but boy, are they posting through it.
Linkdaze's smart digital calendar stands out for not putting its features behind a paywall, including an AI meal planner tool.
The conversation around storage modernization used to revolve around capacity. Today, the dialogue centers on the role of storage as a strategic requirement for AI readiness. This doesn’t mean that storage’s transformation is simple. Many organizations are seeking to build AI on top of storage architectures that were designed before the AI era. These legacy environments […] The post Supermicro alliance tackles the storage bottlenecks holding back enterprise AI appeared first on SiliconANGLE.
Anthropic 发布 Claude Academy,为全球数百万用户提供 AI 教学资源,帮助其安全、有效地使用 AI。该学院课程借鉴其内部员工培训方法,包括 4D AI Fluency Framework 及"ever-boarding"持续学习项目,并强调以问题为中心、培养持久思维模式而非特定操作行为。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmt1tonwa07i9roovrze0ll65
Italy’s AI scale-up scene is anchored in Lombardy, with Milan alone home to four of the ten companies on this list, but the range of what is being built stretches from Genoa’s humanoid robotics to Turin’s crowdsourced mapping and autonomous mobility. From responsible AI for regulated industries to AI legal research assistants, and from offensive […]
The release is part of the company’s strengthened emphasis on AI and appealing to businesses.

LLMs don't write in a recognizable style because they can't do better. Post-training and safety guardrails sharply narrow their expressive range, argues Pangram CTO Bradley Emi. Base models without these constraints already write with far more variety. The article LLMs could write like humans but post-training guardrails make their text detectable appeared first on The Decoder.
Affected users told TechCrunch they were using Grok Lite, and noticed the issues as early as Wednesday morning.