{"generatedAt":"2026-07-16T11:05:36.172Z","site":"跨境AI入门指南","articles":[{"title":"亚马逊账户健康指标怎么看","slug":"amazon-account-health-metrics","summary":"用 ODR、Late Shipment、Cancellation Rate 和绩效通知建立账号风险看板。","updatedAt":"2026-07-01T08:00:00.000Z","url":"/articles/account-compliance/amazon-account-health-metrics"},{"title":"KYC 资料准备清单","slug":"kyc-document-checklist","summary":"减少二审和资料驳回风险的 KYC 文件准备方法。","updatedAt":"2026-07-02T08:00:00.000Z","url":"/articles/account-compliance/kyc-document-checklist"},{"title":"ACOS 不是越低越好","slug":"acos-is-not-always-lower-better","summary":"用毛利、生命周期和排名目标理解广告 ACOS。","updatedAt":"2026-07-03T08:00:00.000Z","url":"/articles/ads-traffic/acos-is-not-always-lower-better"},{"title":"高转化 Listing 标题的拆解方法","slug":"listing-title-conversion-framework","summary":"用核心词、差异点、场景词和限制条件组织标题。","updatedAt":"2026-07-04T08:00:00.000Z","url":"/articles/listing-optimization/listing-title-conversion-framework"},{"title":"FBA 费用结构入门","slug":"fba-fee-structure","summary":"理解配送费、佣金、仓储费和尺寸重量对利润的影响。","updatedAt":"2026-07-04T09:00:00.000Z","url":"/articles/fba-logistics/fba-fee-structure"},{"title":"选品前先做利润安全边际","slug":"product-profit-safety-margin","summary":"用售价、成本、广告和退货预留判断产品是否值得进入。","updatedAt":"2026-07-05T08:00:00.000Z","url":"/articles/product-research/product-profit-safety-margin"},{"title":"别再背“A9因子表”了：真正该读的是亚马逊搜索论文","slug":"000-series-intro-be9e3cd9","summary":"这句话没有错，但问题在于，很多人研究的并不是 Amazon Search 的公开技术资料，而是一堆来路不明的“A9/A10 排名因子表”。","updatedAt":"2026-06-13T17:12:25.565Z","url":"/articles/amazon-platform-research/000-series-intro-be9e3cd9"},{"title":"别再只盯 ACoS：亚马逊广告算法到底在优化什么？","slug":"000-series-intro","summary":"如果一个卖家只会看三个指标：花费、销售额、ACoS，他当然也能做广告。 但他很难做深。 因为亚马逊广告不是一个“出价越高越靠前”的简单竞价游戏，而是一套从商品理解、流量匹配、点击预测、购买预测、拍卖机制、预算控制、归因评估到内容审核的完整系统。 官方 Sponsored Products 资料说明…","updatedAt":"2026-06-14T03:32:07.733Z","url":"/articles/ads-traffic/000-series-intro"},{"title":"亚马逊搜索算法论文精读：Amazon Search: The Joy of Ranking Products","slug":"001-amazon-search-the-joy-of-ranking-products","summary":"如果只用一句话讲这篇资料：论文从 Amazon Search 的早期工程视角讲商品排序：先在类目和商品候选里抽特征，再用机器学习排序器把更可能满足购买意图的商品放到前面。 很多卖家读《Amazon Search: The Joy of Ranking Products》这类亚马逊算法资料，第一反应…","updatedAt":"2026-06-14T16:06:31.877Z","url":"/articles/amazon-platform-research/001-amazon-search-the-joy-of-ranking-products"},{"title":"自动广告为什么能跑出词？逐段精读亚马逊关键词生成论文","slug":"001-campaign-keyword-augmentation-via-generative-methods","summary":"很多亚马逊卖家开自动广告，复盘方式很熟练： 出单词拉出来做精准。 花钱不出单的词否掉。 ACOS 高的词降 bid。 这些动作都没错，但它们只是在处理广告跑出来之后的结果。 更底层的问题是： 亚马逊广告系统一开始是怎么理解你的商品，并把它匹配到一批关键词上的？ 今天精读的这篇论文是 Amazon …","updatedAt":"2026-06-14T06:55:51.173Z","url":"/articles/ads-traffic/001-campaign-keyword-augmentation-via-generative-methods"},{"title":"广告排序不是只看点击率：逐段精读 RankFormer 排序论文","slug":"002-rankformer-listwise-learning-to-rank-using-listwide-labels","summary":"很多卖家看广告报表时，只盯着一个词的点击率、转化率和 ACOS。 但在亚马逊搜索结果页里，广告不是单独存在的。 它和同页的自然位、其他广告位、价格、主图、评分一起竞争。 RankFormer 这篇论文要解决的，就是排序系统如何从一整页用户反馈里学习更好的排名。 论文标题：RankFormer: L…","updatedAt":"2026-06-14T07:17:09.023Z","url":"/articles/ads-traffic/002-rankformer-listwise-learning-to-rank-using-listwide-labels"},{"title":"亚马逊搜索算法论文精读：Semantic Product Search","slug":"002-semantic-product-search","summary":"如果只用一句话讲这篇资料：论文的关键是把 query 和商品放进语义匹配空间，不再只依赖字面关键词。 很多卖家读《Semantic Product Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是给我们一个可抄的权重，而是让我们看到平台怎样理…","updatedAt":"2026-06-14T16:06:31.959Z","url":"/articles/amazon-platform-research/002-semantic-product-search"},{"title":"亚马逊搜索算法论文精读：Extreme Multi-label Learning for Semantic Matching in Product Search","slug":"003-extreme-multi-label-learning-for-semantic-matching-in-product-search","summary":"如果只用一句话讲这篇资料：这篇把商品召回看成极端多标签问题：一个 query 可能对应海量商品标签，系统要在亿级商品空间里快速找出可能相关的商品。 很多卖家读《Extreme Multilabel Learning for Semantic Matching in Product Search》这…","updatedAt":"2026-06-14T16:06:32.049Z","url":"/articles/amazon-platform-research/003-extreme-multi-label-learning-for-semantic-matching-in-product-search"},{"title":"为什么广告实验会互相干扰？逐段精读 SERP Interference Network","slug":"003-serp-interference-network-and-its-applications-in-search-advertising","summary":"大促前，卖家最容易犯的复盘错误是：看到广告数据涨了，就认为是自己调 bid 有效。 但搜索结果页是一个拥挤的战场，竞品调价、预算、广告位变化都会影响你。 这篇论文研究的正是 SERP 上的实验干扰问题。 论文标题：SERP Interference Network and Its Applicat…","updatedAt":"2026-06-14T07:17:09.099Z","url":"/articles/ads-traffic/003-serp-interference-network-and-its-applications-in-search-advertising"},{"title":"CTR 预测为什么越来越像理解人和商品？逐段精读 DCAF-BERT","slug":"004-dcaf-bert-a-distilled-cachable-adaptable-factorized-model-for-improved-ads-ctr-prediction","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：DCAFBERT: A Distilled Cachable Adaptable …","updatedAt":"2026-06-14T07:17:09.181Z","url":"/articles/ads-traffic/004-dcaf-bert-a-distilled-cachable-adaptable-factorized-model-for-improved-ads-ctr-prediction"},{"title":"亚马逊搜索算法论文精读：Web-scale Semantic Product Search with Large Language Models","slug":"004-web-scale-semantic-product-search-with-large-language-models","summary":"如果只用一句话讲这篇资料：论文关注 LLM/BERT 类模型怎样服务 webscale 商品语义搜索：大模型能提高理解能力，但真正上线还要通过蒸馏、双塔召回和低延迟工程控制成本。 很多卖家读《Webscale Semantic Product Search with Large Language …","updatedAt":"2026-06-14T16:06:32.142Z","url":"/articles/amazon-platform-research/004-web-scale-semantic-product-search-with-large-language-models"},{"title":"大模型做广告 CTR，为什么还要蒸馏？逐段精读 CTR-BERT","slug":"005-ctr-bert-cost-effective-knowledge-distillation-for-billion-parameter-teacher-models","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：CTRBERT: CostEffective Knowledge Distilla…","updatedAt":"2026-06-14T07:17:09.264Z","url":"/articles/ads-traffic/005-ctr-bert-cost-effective-knowledge-distillation-for-billion-parameter-teacher-models"},{"title":"亚马逊搜索算法论文精读：Multi-objective Ranking Optimization for Product Search Using Stochastic Label Aggregation","slug":"005-multi-objective-ranking-optimization-for-product-search-using-stochastic-label-aggregation","summary":"如果只用一句话讲这篇资料：论文强调商品搜索排序是多目标问题：不是只优化相关性，也要兼顾购买可能性、用户满意度和业务目标，并通过随机标签聚合处理多信号冲突。 很多卖家读《Multiobjective Ranking Optimization for Product Search Using Stoc…","updatedAt":"2026-06-14T16:06:32.232Z","url":"/articles/amazon-platform-research/005-multi-objective-ranking-optimization-for-product-search-using-stochastic-label-aggregation"},{"title":"亚马逊搜索算法论文精读：How Well Do Offline Metrics Predict Online Performance of Product Ranking Models?","slug":"006-how-well-do-offline-metrics-predict-online-performance-of-product-ranking-models","summary":"如果只用一句话讲这篇资料：论文讨论离线指标能否预测线上排序效果。 很多卖家读《How Well Do Offline Metrics Predict Online Performance of Product Ranking Models?》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表…","updatedAt":"2026-06-14T16:06:32.317Z","url":"/articles/amazon-platform-research/006-how-well-do-offline-metrics-predict-online-performance-of-product-ranking-models"},{"title":"展示广告不能只看点击：逐段精读购买归因与校准论文","slug":"006-ranking-and-calibrating-click-attributed-purchases-in-performance-display-advertising","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Ranking and Calibrating ClickAttributed P…","updatedAt":"2026-06-14T07:17:09.335Z","url":"/articles/ads-traffic/006-ranking-and-calibrating-click-attributed-purchases-in-performance-display-advertising"},{"title":"亚马逊搜索算法论文精读：Debiased Balanced Interleaving at Amazon Search","slug":"007-debiased-balanced-interleaving-at-amazon-search","summary":"如果只用一句话讲这篇资料：论文讲的是在线比较排序器的方法。 很多卖家读《Debiased Balanced Interleaving at Amazon Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是给我们一个可抄的权重，而是让我们看到平台…","updatedAt":"2026-06-14T16:06:32.397Z","url":"/articles/amazon-platform-research/007-debiased-balanced-interleaving-at-amazon-search"},{"title":"竞价不是拍脑袋：逐段精读 AuctionGym 学习出价论文","slug":"007-learning-to-bid-with-auctiongym","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Learning to Bid with AuctionGym 发表时间：2022…","updatedAt":"2026-06-14T07:17:09.409Z","url":"/articles/ads-traffic/007-learning-to-bid-with-auctiongym"},{"title":"为什么 CPC 总在变？逐段精读广告竞价现实建模论文","slug":"008-advancing-ad-auction-realism-practical-insights-and-modeling-implications","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Advancing Ad Auction Realism: Practical I…","updatedAt":"2026-06-14T07:17:09.480Z","url":"/articles/ads-traffic/008-advancing-ad-auction-realism-practical-insights-and-modeling-implications"},{"title":"亚马逊搜索算法论文精读：COSMO: A Large-scale E-commerce Common Sense Knowledge Generation and Serving System at Amazon","slug":"008-cosmo-a-large-scale-e-commerce-common-sense-knowledge-generation-and-serving-system-at-ama","summary":"如果只用一句话讲这篇资料：COSMO 代表亚马逊把商品、query、购买行为和常识关系组织成可推理的电商知识系统。 很多卖家读《COSMO: A Largescale Ecommerce Common Sense Knowledge Generation and Serving System at…","updatedAt":"2026-06-14T16:06:32.485Z","url":"/articles/amazon-platform-research/008-cosmo-a-large-scale-e-commerce-common-sense-knowledge-generation-and-serving-system-at-ama"},{"title":"亚马逊搜索算法论文精读：Building Commonsense Knowledge Graphs with LLMs and Amazon Product Data","slug":"009-building-commonsense-knowledge-graphs-with-llms-and-amazon-product-data","summary":"如果只用一句话讲这篇资料：COSMO 代表亚马逊把商品、query、购买行为和常识关系组织成可推理的电商知识系统。 很多卖家读《Building Commonsense Knowledge Graphs with LLMs and Amazon Product Data》这类亚马逊算法资料，第一反…","updatedAt":"2026-06-14T16:06:32.566Z","url":"/articles/amazon-platform-research/009-building-commonsense-knowledge-graphs-with-llms-and-amazon-product-data"},{"title":"平台推荐出价为什么不只为你一个人优化？逐段精读 MESOB","slug":"009-mesob-balancing-equilibria-and-social-optimality","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：MESOB: Balancing Equilibria & Social Opti…","updatedAt":"2026-06-14T07:17:09.559Z","url":"/articles/ads-traffic/009-mesob-balancing-equilibria-and-social-optimality"},{"title":"AI自动获客是什么？为什么它不是简单群发开发信","slug":"01-ai-automatic-leadgen-overview","summary":"一句话结论：AI自动获客的核心不是把邮件发得更多，而是把“找对客户、理解客户、个性化触达、持续跟进、沉淀CRM”做成一条可复盘的销售流水线。","updatedAt":"2026-07-06T16:39:33.160Z","url":"/articles/ai-automation/01-ai-automatic-leadgen-overview"},{"title":"AI建站是什么？为什么普通人也能搭建一个专业网站","slug":"01-ai-jianzhan-shishenme","summary":"摘要：把AI建站拆成一套能落地的业务流程","updatedAt":"2026-07-06T16:48:59.550Z","url":"/articles/ai-automation/01-ai-jianzhan-shishenme"},{"title":"ChatGPT是什么？为什么它成为AI时代的入口级产品","slug":"01-chatgpt-what-is-it","summary":"摘要：把ChatGPT从聊天框用成工作台","updatedAt":"2026-07-06T16:34:02.184Z","url":"/articles/ai-automation/01-chatgpt-what-is-it"},{"title":"Claude是什么？为什么它不只是另一个ChatGPT","slug":"01-claude-is-not-chatgpt","summary":"摘要：把Claude用进真实业务 关键词：Claude是什么、Claude教程、Claude和ChatGPT区别","updatedAt":"2026-07-07T06:29:34.689Z","url":"/articles/ads-traffic/01-claude-is-not-chatgpt"},{"title":"FBA不是物流服务，而是亚马逊平台的交易基础设施","slug":"01-fba-not-logistics","summary":"摘要：从平台机制看懂FBA价值","updatedAt":"2026-07-03T15:57:47.019Z","url":"/articles/fba-logistics/01-fba-not-logistics"},{"title":"Gemini是什么？为什么它不是简单的“Google版ChatGPT”","slug":"01-gemini-shi-shenme","summary":"摘要：看懂Gemini的真正定位","updatedAt":"2026-07-06T16:44:38.015Z","url":"/articles/fba-logistics/01-gemini-shi-shenme"},{"title":"评论系列1：亚马逊为什么能看出刷评：从 Jindal 2008 讲起","slug":"01-jindal-2008","summary":"很多亚马逊卖家一聊评论风控，第一反应是：平台是不是在看这句话像不像真人写的？","updatedAt":"2026-06-30T04:15:46.064Z","url":"/articles/listing-optimization/01-jindal-2008"},{"title":"亚马逊卖家绩效，不是只看星级","slug":"01-seller-performance-big-data","summary":"很多卖家看账号绩效，第一反应是盯几个红线指标：ODR、迟发率、取消率、退货率、差评率。","updatedAt":"2026-07-02T17:16:55.773Z","url":"/articles/account-compliance/01-seller-performance-big-data"},{"title":"AI Agent是什么？为什么它不是普通聊天机器人","slug":"01-what-is-ai-agent","summary":"关键词： AI Agent是什么、智能体是什么、AI Agent教程、跨境电商AI、亚马逊运营AI","updatedAt":"2026-07-06T16:42:44.285Z","url":"/articles/ai-automation/01-what-is-ai-agent"},{"title":"亚马逊到底是一家什么公司：电商、云、广告、物流和内容的复合体","slug":"01-what-is-amazon-company","summary":"很多卖家对亚马逊的理解，停留在一个很朴素的层面：我把货放上去，买家下单，平台扣佣金，FBA发货，有问题就开 Case。","updatedAt":"2026-07-04T16:18:10.441Z","url":"/articles/amazon-platform-research/01-what-is-amazon-company"},{"title":"亚马逊卖家为什么一定要懂财务？","slug":"01-why-amazon-sellers-need-finance","summary":"摘要：销售额、利润、现金流，是三件完全不同的事 很多亚马逊卖家第一次认真看财务，不是因为想学会计，而是因为遇到一个很难受的场景：后台销售额涨了，广告也跑起来了，供应商却在催尾款，货代要收运费，信用卡账单也快到期，账户余额反而越来越紧。 这时候最容易出现的误判是：我明明卖得更多了，为什么更缺钱？ 答…","updatedAt":"2026-07-03T15:15:56.716Z","url":"/articles/finance-tax/01-why-amazon-sellers-need-finance"},{"title":"广告拍卖机制也能被学习？逐段精读可微拍卖机制论文","slug":"010-a-probabilistic-framework-to-learn-auction-mechanisms-via-gradient-descent","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：A Probabilistic Framework to Learn Auctio…","updatedAt":"2026-06-14T07:17:09.641Z","url":"/articles/ads-traffic/010-a-probabilistic-framework-to-learn-auction-mechanisms-via-gradient-descent"},{"title":"亚马逊搜索算法论文精读：The Technology Behind Amazon’s GenAI-powered Shopping Assistant, Rufus","slug":"010-the-technology-behind-amazons-genai-powered-shopping-assistant-rufus","summary":"如果只用一句话讲这篇资料：Rufus/Alexa for Shopping 相关资料展示的是购物助手时代：LLM 结合商品目录、评论、Q&A 和用户上下文，生成解释型购物帮助。 很多卖家读《The Technology Behind Amazon’s GenAIpowered Shopping A…","updatedAt":"2026-06-14T16:06:32.645Z","url":"/articles/amazon-platform-research/010-the-technology-behind-amazons-genai-powered-shopping-assistant-rufus"},{"title":"亚马逊搜索算法论文精读：Language Model Alignment for Conversational Shopping at Amazon","slug":"011-language-model-alignment-for-conversational-shopping-at-amazon","summary":"如果只用一句话讲这篇资料：方法上，它把问题放进“Rufus、对话购物助手与 Agent”这条链路里处理：先定义可被模型理解的信号，再用实验或系统验证看是否真的改善搜索体验。 很多卖家读《Language Model Alignment for Conversational Shopping at …","updatedAt":"2026-06-14T16:06:32.731Z","url":"/articles/amazon-platform-research/011-language-model-alignment-for-conversational-shopping-at-amazon"},{"title":"预算为什么会被系统节奏控制？逐段精读在线广告分配论文","slug":"011-online-dual-decomposition-for-performance-and-delivery-based-distributed-ad-allocation","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Online Dual Decomposition for Performance…","updatedAt":"2026-06-14T07:17:09.719Z","url":"/articles/ads-traffic/011-online-dual-decomposition-for-performance-and-delivery-based-distributed-ad-allocation"},{"title":"亚马逊搜索算法论文精读：A Shopping Agent for Addressing Subjective Product Needs","slug":"012-a-shopping-agent-for-addressing-subjective-product-needs","summary":"如果只用一句话讲这篇资料：论文聚焦主观购物需求，比如送礼、风格、舒适、是否适合某类人。 很多卖家读《A Shopping Agent for Addressing Subjective Product Needs》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方…","updatedAt":"2026-06-14T16:06:32.803Z","url":"/articles/amazon-platform-research/012-a-shopping-agent-for-addressing-subjective-product-needs"},{"title":"广告预算和 CPC 怎么一起控？逐段精读层级反馈控制论文","slug":"012-feedback-control-based-hierarchical-multi-constraint-ad-campaign-optimization","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：FeedbackControl Based Hierarchical MultiC…","updatedAt":"2026-06-14T07:17:09.797Z","url":"/articles/ads-traffic/012-feedback-control-based-hierarchical-multi-constraint-ad-campaign-optimization"},{"title":"亚马逊搜索算法论文精读：A Zero Attention Model for Personalized Product Search","slug":"013-a-zero-attention-model-for-personalized-product-search","summary":"如果只用一句话讲这篇资料：论文研究个性化搜索时一个关键判断：不是每次都应该个性化。 很多卖家读《A Zero Attention Model for Personalized Product Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是给…","updatedAt":"2026-06-14T16:06:32.878Z","url":"/articles/amazon-platform-research/013-a-zero-attention-model-for-personalized-product-search"},{"title":"多约束广告优化为什么难？逐段精读多变量反馈控制论文","slug":"013-multivariable-feedback-control-for-multi-constraint-optimization-in-online-advertising","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Multivariable Feedback Control for MultiC…","updatedAt":"2026-06-14T07:17:09.872Z","url":"/articles/ads-traffic/013-multivariable-feedback-control-for-multi-constraint-optimization-in-online-advertising"},{"title":"预算该分给哪些广告？逐段精读多任务组合老虎机论文","slug":"014-multi-task-combinatorial-bandits-for-budget-allocation","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：MultiTask Combinatorial Bandits for Budge…","updatedAt":"2026-06-14T07:17:09.947Z","url":"/articles/ads-traffic/014-multi-task-combinatorial-bandits-for-budget-allocation"},{"title":"亚马逊搜索算法论文精读：RankFormer: Listwise Learning-to-Rank Using Listwide Labels","slug":"014-rankformer-listwise-learning-to-rank-using-listwide-labels","summary":"如果只用一句话讲这篇资料：RankFormer 用 Transformer 处理 listwise ranking，核心是把一整页候选列表作为整体来学习，而不是孤立判断单个商品。 很多卖家读《RankFormer: Listwise LearningtoRank Using Listwide La…","updatedAt":"2026-06-14T16:06:32.961Z","url":"/articles/amazon-platform-research/014-rankformer-listwise-learning-to-rank-using-listwide-labels"},{"title":"亚马逊搜索算法论文精读：External Evaluation of Ranking Models under Extreme Position Bias","slug":"015-external-evaluation-of-ranking-models-under-extreme-position-bias","summary":"如果只用一句话讲这篇资料：研究极强位置偏差下如何评估排序模型。(Amazon Science) 很多卖家读《External Evaluation of Ranking Models under Extreme Position Bias》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。…","updatedAt":"2026-06-14T16:06:33.043Z","url":"/articles/amazon-platform-research/015-external-evaluation-of-ranking-models-under-extreme-position-bias"},{"title":"广告归因窗口该拉长吗？逐段精读长期广告影响论文","slug":"015-lengthen-your-attribution-window-which-digital-ads-have-most-long-term-impact","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Lengthen Your Attribution Window: Which D…","updatedAt":"2026-06-14T07:17:10.026Z","url":"/articles/ads-traffic/015-lengthen-your-attribution-window-which-digital-ads-have-most-long-term-impact"},{"title":"亚马逊搜索算法论文精读：Beyond Hard Negatives in Product Search: Semantic Matching Using One-Class Classification / SMOCC","slug":"016-beyond-hard-negatives-in-product-search-semantic-matching-using-one-class-classification-s","summary":"如果只用一句话讲这篇资料：论文处理语义匹配训练里的负样本问题：真正难的是找到看起来相似但其实不该匹配的商品/query，从而让模型边界更清楚。 很多卖家读《Beyond Hard Negatives in Product Search: Semantic Matching Using OneCla…","updatedAt":"2026-06-14T16:06:33.124Z","url":"/articles/amazon-platform-research/016-beyond-hard-negatives-in-product-search-semantic-matching-using-one-class-classification-s"},{"title":"Sponsored Display 真的有增量吗？逐段精读展示广告因果影响论文","slug":"016-causal-impact-of-digital-display-ads-on-advertiser-performance","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Causal Impact of Digital Display Ads on A…","updatedAt":"2026-06-14T07:17:10.100Z","url":"/articles/ads-traffic/016-causal-impact-of-digital-display-ads-on-advertiser-performance"},{"title":"零售媒体预算怎么分？逐段精读 12.2 万品牌预算分配论文","slug":"017-data-driven-budget-allocation-of-retail-media-by-ad-product-funnel-metric-and-brand-size","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Data‑Driven Budget Allocation of Retail M…","updatedAt":"2026-06-14T07:17:10.174Z","url":"/articles/ads-traffic/017-data-driven-budget-allocation-of-retail-media-by-ad-product-funnel-metric-and-brand-size"},{"title":"亚马逊搜索算法论文精读：Improving Relevance Quality in Product Search Using High-precision Query-product Semantic Similarity","slug":"017-improving-relevance-quality-in-product-search-using-high-precision-query-product-semantic","summary":"如果只用一句话讲这篇资料：这类论文用更重的 crossencoder/BERT 做高精度 queryproduct 相似度判断，通常服务于精排、校验或高质量语义特征。 很多卖家读《Improving Relevance Quality in Product Search Using Highpre…","updatedAt":"2026-06-14T16:06:33.209Z","url":"/articles/amazon-platform-research/017-improving-relevance-quality-in-product-search-using-high-precision-query-product-semantic"},{"title":"亚马逊搜索算法论文精读：A Case Study of Information Retrieval with 50M Documents","slug":"018-a-case-study-of-information-retrieval-with-50m-documents","summary":"如果只用一句话讲这篇资料：这篇偏大规模检索工程：面对千万级文档/商品，系统要在内存、训练成本和检索效果之间折中。 很多卖家读《A Case Study of Information Retrieval with 50M Documents》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。…","updatedAt":"2026-06-14T16:06:33.295Z","url":"/articles/amazon-platform-research/018-a-case-study-of-information-retrieval-with-50m-documents"},{"title":"Sponsored Brands Video 值不值得投？逐段精读视频广告长短期效果论文","slug":"018-sponsored-brands-video-rings-up-clicks-and-sales-in-the-short-and-long-run","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Sponsored Brands Video Rings Up Clicks an…","updatedAt":"2026-06-14T07:17:10.248Z","url":"/articles/ads-traffic/018-sponsored-brands-video-rings-up-clicks-and-sales-in-the-short-and-long-run"},{"title":"广告标题能自动生成吗？逐段精读自批判 MLM 创意论文","slug":"019-ad-headline-generation-using-self-critical-masked-language-model","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Ad Headline Generation Using SelfCritical…","updatedAt":"2026-06-14T07:17:10.325Z","url":"/articles/ads-traffic/019-ad-headline-generation-using-self-critical-masked-language-model"},{"title":"亚马逊搜索算法论文精读：Light Feed-forward Networks for Shard Selection in Large-scale Product Search","slug":"019-light-feed-forward-networks-for-shard-selection-in-large-scale-product-search","summary":"如果只用一句话讲这篇资料：Shard selection 解决的是大规模搜索先去哪部分索引里找的问题。 很多卖家读《Light Feedforward Networks for Shard Selection in Largescale Product Search》这类亚马逊算法资料，第一反应还…","updatedAt":"2026-06-14T16:06:33.373Z","url":"/articles/amazon-platform-research/019-light-feed-forward-networks-for-shard-selection-in-large-scale-product-search"},{"title":"AI Agent发展史：从AutoGPT到ChatGPT Agent、Claude Code和企业Agent平台","slug":"02-ai-agent-history","summary":"关键词： AI Agent历史、AutoGPT、ChatGPT Agent、Claude Code、企业Agent平台、跨境电商AI","updatedAt":"2026-07-06T17:06:29.210Z","url":"/articles/ai-automation/02-ai-agent-history"},{"title":"从财报看亚马逊：North America、International、AWS 三大分部","slug":"02-amazon-financial-segments","summary":"很多卖家第一次认真看亚马逊财报，会有一个困惑：亚马逊明明有 FBA、广告、品牌备案、账户健康、合规、SPAPI、Prime、Amazon Business，为什么财报里最核心的分部只有三个：North America、International、AWS？","updatedAt":"2026-07-05T01:28:34.121Z","url":"/articles/amazon-platform-research/02-amazon-financial-segments"},{"title":"Anthropic的诞生：Claude背后的AI安全公司","slug":"02-anthropic-ai-safety-company","summary":"摘要：把AI安全变成运营流程 关键词：Anthropic是什么、Claude背后公司、Claude安全","updatedAt":"2026-07-07T06:29:34.805Z","url":"/articles/ai-automation/02-anthropic-ai-safety-company"},{"title":"B2B销售流程拆解：AI到底能帮销售做哪些事","slug":"02-b2b-sales-process-ai-map","summary":"一句话结论：AI 不能替代销售判断，但能把销售流程里大量“查、写、记、提醒、复盘”的重复劳动压缩到可管理的系统里。","updatedAt":"2026-07-06T16:39:33.163Z","url":"/articles/ai-automation/02-b2b-sales-process-ai-map"},{"title":"从Bard到Gemini：Google AI助手的改名背后发生了什么","slug":"02-bard-dao-gemini","summary":"摘要：读懂Bard改名的商业信号","updatedAt":"2026-07-06T17:11:46.575Z","url":"/articles/ai-automation/02-bard-dao-gemini"},{"title":"FBA还是FBM：不要凭感觉选履约方式","slug":"02-fba-vs-fbm-decision","summary":"摘要：一套SKU履约决策表","updatedAt":"2026-07-03T16:46:27.560Z","url":"/articles/fba-logistics/02-fba-vs-fbm-decision"},{"title":"OpenAI简史：ChatGPT背后的公司到底想做什么","slug":"02-openai-history","summary":"摘要：看懂OpenAI路线，别只追模型名","updatedAt":"2026-07-07T00:34:41.491Z","url":"/articles/ai-automation/02-openai-history"},{"title":"评论系列2：假评论为什么会露馅：Ott 2011 的语言检测课","slug":"02-ott-2011","summary":"Ott、Choi、Cardie 和 Hancock 在 2011 年的论文 Finding Deceptive Opinion Spam by Any Stretch of the Imagination，正好把这个误区拆开了。","updatedAt":"2026-06-30T04:27:14.722Z","url":"/articles/listing-optimization/02-ott-2011"},{"title":"卖家可靠度，不是靠喊出来的","slug":"02-reputation-signal-quality","summary":"真正难的是：买家不知道你靠不靠谱，平台也还没有足够数据判断你靠不靠谱。","updatedAt":"2026-07-03T03:13:00.122Z","url":"/articles/account-compliance/02-reputation-signal-quality"},{"title":"创业者必须看懂的三张财务报表","slug":"02-three-financial-statements-for-founders","summary":"摘要：利润表、资产负债表、现金流量表，用亚马逊卖家语言解释 很多亚马逊老板不是不努力，也不是不懂运营，而是公司越做越大以后，开始看不清自己到底赚没赚钱、钱压在哪里、下个月会不会缺钱。 这时财务报表就不是会计交税用的文件，而是老板的经营仪表盘。 你不需要一上来背会计科目。先记住一句话：利润表看结果，…","updatedAt":"2026-07-03T15:22:23.498Z","url":"/articles/finance-tax/02-three-financial-statements-for-founders"},{"title":"网站类型怎么选：博客站、工具站、品牌站、产品站、知识库站有什么区别","slug":"02-wangzhan-leixing-xuanze","summary":"摘要：先选网站角色，再决定怎么建","updatedAt":"2026-07-07T00:33:46.782Z","url":"/articles/fba-logistics/02-wangzhan-leixing-xuanze"},{"title":"LLM 做营销内容，为什么必须接数据？逐段精读 MarketingFM","slug":"020-llms-for-customized-marketing-content-generation-and-evaluation-at-scale","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：LLMs for Customized Marketing Content Gen…","updatedAt":"2026-06-14T07:17:10.405Z","url":"/articles/ads-traffic/020-llms-for-customized-marketing-content-generation-and-evaluation-at-scale"},{"title":"亚马逊搜索算法论文精读：ROSE: Robust Caches for Amazon Product Search","slug":"020-rose-robust-caches-for-amazon-product-search","summary":"如果只用一句话讲这篇资料：ROSE 关注搜索缓存如何在拼写错误、typo、语法变化下仍保持稳定低延迟。 很多卖家读《ROSE: Robust Caches for Amazon Product Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是…","updatedAt":"2026-06-14T16:06:33.456Z","url":"/articles/amazon-platform-research/020-rose-robust-caches-for-amazon-product-search"},{"title":"亚马逊搜索算法论文精读：FINGER: Fast Inference for Graph-based Approximate Nearest Neighbor Search","slug":"021-finger-fast-inference-for-graph-based-approximate-nearest-neighbor-search","summary":"如果只用一句话讲这篇资料：FINGER 讨论图结构 ANN 的快速推理。 很多卖家读《FINGER: Fast Inference for Graphbased Approximate Nearest Neighbor Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开…","updatedAt":"2026-06-14T16:06:33.530Z","url":"/articles/amazon-platform-research/021-finger-fast-inference-for-graph-based-approximate-nearest-neighbor-search"},{"title":"无效点击如何被实时识别？逐段精读机器人流量检测论文","slug":"021-real-time-detection-of-robotic-traffic-in-online-advertising","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：RealTime Detection of Robotic Traffic in …","updatedAt":"2026-06-14T07:17:10.480Z","url":"/articles/ads-traffic/021-real-time-detection-of-robotic-traffic-in-online-advertising"},{"title":"广告审核为什么要排序？逐段精读在线广告优先审核论文","slug":"022-prioritised-moderation-for-online-advertising","summary":"这篇论文不适合用“某个广告技巧”来读。 它更像是在拆亚马逊广告系统背后的一个底层模块。 如果卖家只看后台报表，很容易只看到结果；但读论文能帮助我们看到系统为什么这样分配流量、排序广告、计算价值或控制风险。 论文标题：Prioritised Moderation for Online Adverti…","updatedAt":"2026-06-14T07:17:10.555Z","url":"/articles/ads-traffic/022-prioritised-moderation-for-online-advertising"},{"title":"亚马逊搜索算法论文精读：Query Attribute Recommendation at Amazon Search","slug":"022-query-attribute-recommendation-at-amazon-search","summary":"如果只用一句话讲这篇资料：论文研究从 query 中识别并推荐属性，比如颜色、品牌、类型。 很多卖家读《Query Attribute Recommendation at Amazon Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是给我们一…","updatedAt":"2026-06-14T16:06:33.611Z","url":"/articles/amazon-platform-research/022-query-attribute-recommendation-at-amazon-search"},{"title":"亚马逊搜索算法论文精读：Implicit Query Parsing for Product Search","slug":"023-implicit-query-parsing-for-product-search","summary":"如果只用一句话讲这篇资料：论文区分显式属性和隐式属性：有些 query 没直接说属性，但用户行为和知识图谱能推断背后需求。 很多卖家读《Implicit Query Parsing for Product Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值…","updatedAt":"2026-06-14T16:06:33.695Z","url":"/articles/amazon-platform-research/023-implicit-query-parsing-for-product-search"},{"title":"亚马逊搜索算法论文精读：Behavior-driven Query Similarity Prediction Based on Pre-trained Language Models for E-commerce Search","slug":"024-behavior-driven-query-similarity-prediction-based-on-pre-trained-language-models-for-e-com","summary":"如果只用一句话讲这篇资料：论文用点击、加购、购买等行为训练 query 相似度。 很多卖家读《Behaviordriven Query Similarity Prediction Based on Pretrained Language Models for Ecommerce Search》这类…","updatedAt":"2026-06-14T16:06:33.777Z","url":"/articles/amazon-platform-research/024-behavior-driven-query-similarity-prediction-based-on-pre-trained-language-models-for-e-com"},{"title":"亚马逊搜索算法论文精读：QUEEN: Neural Query Rewriting in E-commerce","slug":"025-queen-neural-query-rewriting-in-e-commerce","summary":"如果只用一句话讲这篇资料：Query rewriting/reformulation 关注把用户原始搜索改写成更容易找到商品的表达，尤其处理模糊、短词、表达不规范的 query。 很多卖家读《QUEEN: Neural Query Rewriting in Ecommerce》这类亚马逊算法资料，…","updatedAt":"2026-06-14T16:06:33.863Z","url":"/articles/amazon-platform-research/025-queen-neural-query-rewriting-in-e-commerce"},{"title":"亚马逊搜索算法论文精读：Enhancing E-commerce Product Search through Reinforcement Learning-powered Query Reformulation","slug":"026-enhancing-e-commerce-product-search-through-reinforcement-learning-powered-query-reformula","summary":"如果只用一句话讲这篇资料：Query rewriting/reformulation 关注把用户原始搜索改写成更容易找到商品的表达，尤其处理模糊、短词、表达不规范的 query。 很多卖家读《Enhancing Ecommerce Product Search through Reinforcem…","updatedAt":"2026-06-14T16:06:33.959Z","url":"/articles/amazon-platform-research/026-enhancing-e-commerce-product-search-through-reinforcement-learning-powered-query-reformula"},{"title":"亚马逊搜索算法论文精读：Towards Scalability and Extensibility of Query Reformulation Modeling in E-commerce Search","slug":"027-towards-scalability-and-extensibility-of-query-reformulation-modeling-in-e-commerce-search","summary":"如果只用一句话讲这篇资料：Query rewriting/reformulation 关注把用户原始搜索改写成更容易找到商品的表达，尤其处理模糊、短词、表达不规范的 query。 很多卖家读《Towards Scalability and Extensibility of Query Reform…","updatedAt":"2026-06-14T16:06:34.053Z","url":"/articles/amazon-platform-research/027-towards-scalability-and-extensibility-of-query-reformulation-modeling-in-e-commerce-search"},{"title":"亚马逊搜索算法论文精读：Context-aware Query Rewriting for Improving Users’ Search Experience on E-commerce Websites","slug":"028-context-aware-query-rewriting-for-improving-users-search-experience-on-e-commerce-websites","summary":"如果只用一句话讲这篇资料：Query rewriting/reformulation 关注把用户原始搜索改写成更容易找到商品的表达，尤其处理模糊、短词、表达不规范的 query。 很多卖家读《Contextaware Query Rewriting for Improving Users’ Sea…","updatedAt":"2026-06-14T16:06:34.144Z","url":"/articles/amazon-platform-research/028-context-aware-query-rewriting-for-improving-users-search-experience-on-e-commerce-websites"},{"title":"亚马逊搜索算法论文精读：Improving the Relevance of Product Search for Queries with Negations","slug":"029-improving-the-relevance-of-product-search-for-queries-with-negations","summary":"如果只用一句话讲这篇资料：论文专门研究带否定的搜索，如 not leather、sugar free、without fragrance。 很多卖家读《Improving the Relevance of Product Search for Queries with Negations》这类亚马…","updatedAt":"2026-06-14T16:06:34.230Z","url":"/articles/amazon-platform-research/029-improving-the-relevance-of-product-search-for-queries-with-negations"},{"title":"AI Agent和自动化脚本有什么区别？为什么它更像“会判断的工作流”","slug":"03-agent-vs-automation","summary":"关键词： AI Agent和自动化、RPA和AI Agent、AI工作流、自动化脚本、跨境电商AI","updatedAt":"2026-07-06T17:24:07.731Z","url":"/articles/ai-automation/03-agent-vs-automation"},{"title":"AI客户画像教程：如何定义你的ICP理想客户画像","slug":"03-ai-icp-customer-profile","summary":"一句话结论：没有 ICP，AI 自动化会把错误客户开发得更快；有了 ICP，AI 才能帮你筛掉噪音、集中火力。","updatedAt":"2026-07-06T16:39:33.166Z","url":"/articles/ai-automation/03-ai-icp-customer-profile"},{"title":"AI建站工具怎么选：WordPress、Webflow、Wix、Framer、Next.js、Cursor分别适合谁","slug":"03-ai-jianzhan-gongju-xuanze","summary":"摘要：别先比较工具，先判断维护能力","updatedAt":"2026-07-07T00:54:09.816Z","url":"/articles/ai-automation/03-ai-jianzhan-gongju-xuanze"},{"title":"不要被销售额骗了：亚马逊收入到底怎么算？","slug":"03-amazon-revenue-net-sales","summary":"摘要：Gross Sales、Net Sales、退款、促销、平台扣费后的真实收入 很多卖家复盘店铺时，第一反应是看销售额截图。这个月 Gross Sales 到了 10 万美元，团队很兴奋，老板也觉得可以加广告、补货、扩 SKU。 但真正做利润表时，问题来了：退款扣掉一部分，Coupon 和 D…","updatedAt":"2026-07-03T15:43:06.714Z","url":"/articles/finance-tax/03-amazon-revenue-net-sales"},{"title":"亚马逊收入结构拆解：Online Stores、3P Seller Services、Ads、Prime","slug":"03-amazon-revenue-structure","summary":"很多卖家算亚马逊成本时，第一反应是两个数字：佣金和 FBA 费。","updatedAt":"2026-07-05T03:33:45.998Z","url":"/articles/amazon-platform-research/03-amazon-revenue-structure"},{"title":"ChatGPT诞生史：从GPT-3、InstructGPT到全民AI助手","slug":"03-chatgpt-origin","summary":"摘要：看懂ChatGPT为什么会用也会错","updatedAt":"2026-07-07T00:55:44.460Z","url":"/articles/ai-automation/03-chatgpt-origin"},{"title":"Claude进化史：从Claude 1到Claude 5的关键节点","slug":"03-claude-evolution-timeline","summary":"摘要：按能力线理解Claude升级 关键词：Claude历史、Claude版本、Claude模型演进","updatedAt":"2026-07-07T06:29:34.850Z","url":"/articles/fba-logistics/03-claude-evolution-timeline"},{"title":"FBA费用不是成本表，而是平台履约能力的定价","slug":"03-fba-fees-pricing","summary":"摘要：看懂费用背后的平台逻辑","updatedAt":"2026-07-03T16:25:14.671Z","url":"/articles/fba-logistics/03-fba-fees-pricing"},{"title":"Google DeepMind简史：Gemini背后的AI研究力量","slug":"03-google-deepmind-jian-shi","summary":"摘要：看懂Gemini背后的研究底座","updatedAt":"2026-07-06T17:32:16.753Z","url":"/articles/ai-automation/03-google-deepmind-jian-shi"},{"title":"商品放错类目，不是小问题","slug":"03-product-misclassification-detection","summary":"很多卖家把类目、属性、合规标签当成“上架时填一填”的字段。","updatedAt":"2026-07-03T03:17:43.842Z","url":"/articles/account-compliance/03-product-misclassification-detection"},{"title":"评论系列3：刷评不是一条评论的问题：SpEagle 讲透关系网络风控","slug":"03-speagle-2015","summary":"这些问题当然重要，但只看单点，容易误判平台真正关心的东西。","updatedAt":"2026-06-30T04:38:57.616Z","url":"/articles/listing-optimization/03-speagle-2015"},{"title":"亚马逊搜索算法论文精读：A Product-aware Query Auto-completion Framework for E-commerce Search via Retrieval-augmented Generation Method","slug":"030-a-product-aware-query-auto-completion-framework-for-e-commerce-search-via-retrieval-augmen","summary":"如果只用一句话讲这篇资料：RAG 用于商品感知的搜索自动补全。(Amazon Science) 很多卖家读《A Productaware Query Autocompletion Framework for Ecommerce Search via Retrievalaugmented Gener…","updatedAt":"2026-06-14T16:06:34.333Z","url":"/articles/amazon-platform-research/030-a-product-aware-query-auto-completion-framework-for-e-commerce-search-via-retrieval-augmen"},{"title":"亚马逊搜索算法论文精读：Session-aware Query Auto-completion Using Extreme Multi-label Ranking","slug":"031-session-aware-query-auto-completion-using-extreme-multi-label-ranking","summary":"如果只用一句话讲这篇资料：这篇把商品召回看成极端多标签问题：一个 query 可能对应海量商品标签，系统要在亿级商品空间里快速找出可能相关的商品。 很多卖家读《Sessionaware Query Autocompletion Using Extreme Multilabel Ranking》这类…","updatedAt":"2026-06-14T16:06:34.418Z","url":"/articles/amazon-platform-research/031-session-aware-query-auto-completion-using-extreme-multi-label-ranking"},{"title":"亚马逊搜索算法论文精读：Multi-objective Ranking to Boost Navigational Suggestions in Ecommerce Autocomplete","slug":"032-multi-objective-ranking-to-boost-navigational-suggestions-in-ecommerce-autocomplete","summary":"如果只用一句话讲这篇资料：论文强调商品搜索排序是多目标问题：不是只优化相关性，也要兼顾购买可能性、用户满意度和业务目标，并通过随机标签聚合处理多信号冲突。 很多卖家读《Multiobjective Ranking to Boost Navigational Suggestions in Ecomm…","updatedAt":"2026-06-14T16:06:34.502Z","url":"/articles/amazon-platform-research/032-multi-objective-ranking-to-boost-navigational-suggestions-in-ecommerce-autocomplete"},{"title":"亚马逊搜索算法论文精读：DIAL: Diversity-aware Listwise Ranking for Query Auto-complete","slug":"033-dial-diversity-aware-listwise-ranking-for-query-auto-complete","summary":"如果只用一句话讲这篇资料：自动补全同时优化相关性和多样性。(Amazon Science) 很多卖家读《DIAL: Diversityaware Listwise Ranking for Query Autocomplete》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正…","updatedAt":"2026-06-14T16:06:34.605Z","url":"/articles/amazon-platform-research/033-dial-diversity-aware-listwise-ranking-for-query-auto-complete"},{"title":"亚马逊搜索算法论文精读：Session-aware Product Filter Ranking in E-commerce Search","slug":"034-session-aware-product-filter-ranking-in-e-commerce-search","summary":"如果只用一句话讲这篇资料：根据当前会话行为推荐更相关的筛选器，如品牌、价格、尺寸。(Amazon Science) 很多卖家读《Sessionaware Product Filter Ranking in Ecommerce Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。…","updatedAt":"2026-06-14T16:06:34.684Z","url":"/articles/amazon-platform-research/034-session-aware-product-filter-ranking-in-e-commerce-search"},{"title":"亚马逊搜索算法论文精读：Search Filter Ranking with Language-aware Label Embeddings","slug":"035-search-filter-ranking-with-language-aware-label-embeddings","summary":"如果只用一句话讲这篇资料：过滤器排序论文研究品牌、价格、尺寸、颜色等筛选项怎样按用户当前会话和语言标签排序。 很多卖家读《Search Filter Ranking with Languageaware Label Embeddings》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但…","updatedAt":"2026-06-14T16:06:34.766Z","url":"/articles/amazon-platform-research/035-search-filter-ranking-with-language-aware-label-embeddings"},{"title":"亚马逊搜索算法论文精读：Treating Cold Start in Product Search by Priors","slug":"036-treating-cold-start-in-product-search-by-priors","summary":"如果只用一句话讲这篇资料：冷启动论文讨论新品缺少点击/购买行为时，如何用先验或经验贝叶斯估计行为特征，再随着真实行为逐步更新。 很多卖家读《Treating Cold Start in Product Search by Priors》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公…","updatedAt":"2026-06-14T16:06:34.850Z","url":"/articles/amazon-platform-research/036-treating-cold-start-in-product-search-by-priors"},{"title":"亚马逊搜索算法论文精读：Addressing Cold Start in Product Search via Empirical Bayes","slug":"037-addressing-cold-start-in-product-search-via-empirical-bayes","summary":"如果只用一句话讲这篇资料：冷启动论文讨论新品缺少点击/购买行为时，如何用先验或经验贝叶斯估计行为特征，再随着真实行为逐步更新。 很多卖家读《Addressing Cold Start in Product Search via Empirical Bayes》这类亚马逊算法资料，第一反应还是找 A…","updatedAt":"2026-06-14T16:06:34.938Z","url":"/articles/amazon-platform-research/037-addressing-cold-start-in-product-search-via-empirical-bayes"},{"title":"亚马逊搜索算法论文精读：Improving Search for New Product Categories via Synthetic Query Generation Strategies","slug":"038-improving-search-for-new-product-categories-via-synthetic-query-generation-strategies","summary":"如果只用一句话讲这篇资料：这些论文处理新类目或冷启动时 query 不足的问题，通过合成 query 或对抗 query 扩展训练和评估覆盖面。 很多卖家读《Improving Search for New Product Categories via Synthetic Query Genera…","updatedAt":"2026-06-14T16:06:35.026Z","url":"/articles/amazon-platform-research/038-improving-search-for-new-product-categories-via-synthetic-query-generation-strategies"},{"title":"亚马逊搜索算法论文精读：Reinforcement Learning for Adversarial Query Generation to Enhance Relevance in Cold-start Product Search","slug":"039-reinforcement-learning-for-adversarial-query-generation-to-enhance-relevance-in-cold-start","summary":"如果只用一句话讲这篇资料：用 RL 生成对抗 query，提高冷启动类目搜索相关性。(Amazon Science) 很多卖家读《Reinforcement Learning for Adversarial Query Generation to Enhance Relevance in Cold…","updatedAt":"2026-06-14T16:06:35.113Z","url":"/articles/amazon-platform-research/039-reinforcement-learning-for-adversarial-query-generation-to-enhance-relevance-in-cold-start"},{"title":"AI Agent的基本架构：大模型、工具、记忆、计划器、执行器怎么协作","slug":"04-agent-architecture","summary":"关键词： AI Agent架构、Agent原理、LLM Agent、工具调用、RAG、Agent护栏、跨境电商AI","updatedAt":"2026-07-06T17:44:42.774Z","url":"/articles/ai-automation/04-agent-architecture"},{"title":"AI如何找到潜在客户：从Google、LinkedIn、展会名录到行业网站","slug":"04-ai-find-prospects-google-linkedin","summary":"一句话结论：AI 找客户不是让模型凭空编名单，而是用 AI 生成搜索策略、扩展关键词、提炼筛选条件，再由人确认来源和匹配度。","updatedAt":"2026-07-06T16:39:33.168Z","url":"/articles/ai-automation/04-ai-find-prospects-google-linkedin"},{"title":"用AI规划网站结构：栏目、专题、内链和内容地图怎么设计","slug":"04-ai-guihua-wangzhan-jiegou","summary":"摘要：先画内容地图，再让AI写文章","updatedAt":"2026-07-07T01:12:48.510Z","url":"/articles/ai-automation/04-ai-guihua-wangzhan-jiegou"},{"title":"一个亚马逊订单的利润拆解","slug":"04-amazon-order-profit-breakdown","summary":"摘要：售价、佣金、FBA费、头程、采购成本、广告、优惠券逐项拆开 很多卖家判断产品赚不赚钱，第一反应是看售价和采购成本：卖 29.99 美元，工厂价 8 美元，看起来空间很大。 但亚马逊订单不是“售价减货本”这么简单。佣金、FBA 配送、头程、关税、包装、广告点击、Coupon、Deal、退货损耗…","updatedAt":"2026-07-03T16:03:03.285Z","url":"/articles/finance-tax/04-amazon-order-profit-breakdown"},{"title":"Claude 2为什么重要：长上下文时代的开始","slug":"04-claude-2-long-context","summary":"摘要：把一堆资料变成判断 关键词：Claude 2、Claude长文本、Claude 200K","updatedAt":"2026-07-07T06:29:34.919Z","url":"/articles/fba-logistics/04-claude-2-long-context"},{"title":"FBA如何改变卖家竞争：它让服务水平进入价格战","slug":"04-fba-competition","summary":"摘要：FBA对竞争格局的影响","updatedAt":"2026-07-03T17:07:15.653Z","url":"/articles/fba-logistics/04-fba-competition"},{"title":"Gemini模型进化史：从Gemini 1.0到Gemini 3.5","slug":"04-gemini-model-jin-hua-shi","summary":"摘要：一条时间线看懂模型升级","updatedAt":"2026-07-06T17:52:05.956Z","url":"/articles/fba-logistics/04-gemini-model-jin-hua-shi"},{"title":"GPT模型进化史：从GPT-3.5到GPT-5.5的关键变化","slug":"04-gpt-model-evolution","summary":"摘要：按任务看模型升级，不追名词","updatedAt":"2026-07-07T01:15:20.605Z","url":"/articles/ads-traffic/04-gpt-model-evolution"},{"title":"评论系列4：新品为什么也会被风控评估：GraphSAGE 的启发","slug":"04-graphsage-2017","summary":"新品刚上线，没有历史评论，没有长期转化数据，平台应该很难判断它是不是有风险。","updatedAt":"2026-06-30T04:59:13.899Z","url":"/articles/listing-optimization/04-graphsage-2017"},{"title":"账号绩效不是单指标","slug":"04-multitask-marketplace-health","summary":"但平台真正做风险判断时，很少只看一个指标。一个投诉、一次退货、一个买家消息、一条物流异常、一个 Listing 属性缺口，都可能被放进同一个风险画像里。","updatedAt":"2026-07-03T03:42:20.808Z","url":"/articles/account-compliance/04-multitask-marketplace-health"},{"title":"亚马逊子公司与业务品牌：Amazon.com Services、AWS、Whole Foods、MGM、Twitch","slug":"04-subsidiaries-and-business-brands","summary":"很多卖家第一次认真注意到“亚马逊子公司”，不是在看财报，而是在处理一个很具体的问题：","updatedAt":"2026-07-05T03:54:51.930Z","url":"/articles/amazon-platform-research/04-subsidiaries-and-business-brands"},{"title":"亚马逊搜索算法论文精读：Behavioral Feature Boosting via Substitute Relationships for E-commerce Search","slug":"040-behavioral-feature-boosting-via-substitute-relationships-for-e-commerce-search","summary":"如果只用一句话讲这篇资料：论文利用可替代商品关系聚合行为特征，帮助冷启动或稀疏商品获得更稳定的排序信号。 很多卖家读《Behavioral Feature Boosting via Substitute Relationships for Ecommerce Search》这类亚马逊算法资料，第一…","updatedAt":"2026-06-14T16:06:35.196Z","url":"/articles/amazon-platform-research/040-behavioral-feature-boosting-via-substitute-relationships-for-e-commerce-search"},{"title":"亚马逊搜索算法论文精读：Seasonal Relevance in E-commerce Search","slug":"041-seasonal-relevance-in-e-commerce-search","summary":"如果只用一句话讲这篇资料：商品搜索的季节性相关性，例如 “jacket” 在冬夏含义不同。(Amazon Science) 很多卖家读《Seasonal Relevance in Ecommerce Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方…","updatedAt":"2026-06-14T16:06:35.279Z","url":"/articles/amazon-platform-research/041-seasonal-relevance-in-e-commerce-search"},{"title":"亚马逊搜索算法论文精读：Improving Product Search with Season-aware Query-product Semantic Similarity","slug":"042-improving-product-search-with-season-aware-query-product-semantic-similarity","summary":"如果只用一句话讲这篇资料：季节相关性论文说明同一个 query 在不同季节含义和购买意图会变化，系统需要根据时间和季节调整 queryproduct 相似度。 很多卖家读《Improving Product Search with Seasonaware Queryproduct Semantic…","updatedAt":"2026-06-14T16:06:35.362Z","url":"/articles/amazon-platform-research/042-improving-product-search-with-season-aware-query-product-semantic-similarity"},{"title":"亚马逊搜索算法论文精读：Identifying High Consideration E-commerce Search Queries","slug":"043-identifying-high-consideration-e-commerce-search-queries","summary":"如果只用一句话讲这篇资料：高考虑度搜索指用户需要更多信息才能决策的 query，比如高客单、复杂参数、风险较高或礼品场景。 很多卖家读《Identifying High Consideration Ecommerce Search Queries》这类亚马逊算法资料，第一反应还是找 A9/A10 …","updatedAt":"2026-06-14T16:06:35.450Z","url":"/articles/amazon-platform-research/043-identifying-high-consideration-e-commerce-search-queries"},{"title":"亚马逊搜索算法论文精读：Amazon Product Query / ESCI Challenge","slug":"044-amazon-product-query-esci-challenge","summary":"如果只用一句话讲这篇资料：ESCI 数据挑战把 queryproduct 相关性分成 Exact、Substitute、Complement、Irrelevant 等等级，是理解电商相关性标注的关键入口。 很多卖家读《Amazon Product Query / ESCI Challenge》这类…","updatedAt":"2026-06-14T16:06:35.534Z","url":"/articles/amazon-platform-research/044-amazon-product-query-esci-challenge"},{"title":"亚马逊搜索算法论文精读：Shopping Queries Image Dataset / SQID","slug":"045-shopping-queries-image-dataset-sqid","summary":"如果只用一句话讲这篇资料：SQID 在商品搜索数据上加入图片，强调相关性不只来自文本，也来自商品图像能否表达对应需求。 很多卖家读《Shopping Queries Image Dataset / SQID》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是…","updatedAt":"2026-06-14T16:06:35.618Z","url":"/articles/amazon-platform-research/045-shopping-queries-image-dataset-sqid"},{"title":"亚马逊搜索算法论文精读：Alexa for Shopping 官方发布 / Rufus + Alexa+","slug":"046-alexa-for-shopping-rufus-plus-alexa-plus","summary":"如果只用一句话讲这篇资料：Rufus/Alexa for Shopping 相关资料展示的是购物助手时代：LLM 结合商品目录、评论、Q&A 和用户上下文，生成解释型购物帮助。 很多卖家读《Alexa for Shopping 官方发布 / Rufus + Alexa+》这类亚马逊算法资料，第一反…","updatedAt":"2026-06-14T16:06:35.709Z","url":"/articles/amazon-platform-research/046-alexa-for-shopping-rufus-plus-alexa-plus"},{"title":"亚马逊搜索算法论文精读：Question Suggestion for Conversational Shopping Assistants Using Product Metadata","slug":"047-question-suggestion-for-conversational-shopping-assistants-using-product-metadata","summary":"如果只用一句话讲这篇资料：这类论文把问题建议、Q&A 推荐和 FAQ 检索接入购物流程，帮助用户在购买前快速得到关键答案。 很多卖家读《Question Suggestion for Conversational Shopping Assistants Using Product Metadata…","updatedAt":"2026-06-14T16:06:35.798Z","url":"/articles/amazon-platform-research/047-question-suggestion-for-conversational-shopping-assistants-using-product-metadata"},{"title":"亚马逊搜索算法论文精读：Bridging the Gap between Information Seeking and Product Search Systems: Q&A Recommendation for E-commerce","slug":"048-bridging-the-gap-between-information-seeking-and-product-search-systems-q-a-recommendation","summary":"如果只用一句话讲这篇资料：把问答推荐融入商品搜索，适合连接传统搜索和对话式搜索。(Amazon Science) 很多卖家读《Bridging the Gap between Information Seeking and Product Search Systems: Q&A Recommend…","updatedAt":"2026-06-14T16:06:35.884Z","url":"/articles/amazon-platform-research/048-bridging-the-gap-between-information-seeking-and-product-search-systems-q-a-recommendation"},{"title":"2026年Gemini最新模型怎么选：3.5 Flash、3.1 Pro、Deep Think、Flash-Lite","slug":"05-2026-gemini-model-xuan-ze","summary":"摘要：不同Gemini模型怎么选","updatedAt":"2026-07-06T18:12:37.326Z","url":"/articles/fba-logistics/05-2026-gemini-model-xuan-ze"},{"title":"AI线索清洗教程：如何判断一个客户值不值得开发","slug":"05-ai-lead-scoring-cleaning","summary":"关键词：销售线索评分、Lead Scoring、客户筛选","updatedAt":"2026-07-06T16:39:33.171Z","url":"/articles/ai-automation/05-ai-lead-scoring-cleaning"},{"title":"用AI写网站需求文档：让Cursor或Claude Code更容易帮你开发","slug":"05-ai-xie-wangzhan-prd","summary":"摘要：一份PRD让AI开发少返工","updatedAt":"2026-07-07T01:33:51.214Z","url":"/articles/ai-automation/05-ai-xie-wangzhan-prd"},{"title":"2026年ChatGPT最新模型怎么选：GPT-5.5 Thinking、Instant、Pro到底适合谁","slug":"05-chatgpt-model-choice-2026","summary":"摘要：用任务风险选模型，不为模型名买单","updatedAt":"2026-07-07T01:35:09.340Z","url":"/articles/ads-traffic/05-chatgpt-model-choice-2026"},{"title":"Claude 3家族：Opus、Sonnet、Haiku到底怎么选","slug":"05-claude-3-opus-sonnet-haiku","summary":"摘要：用任务分层省钱提效 关键词：Claude Opus、Claude Sonnet、Claude Haiku","updatedAt":"2026-07-07T06:29:34.973Z","url":"/articles/fba-logistics/05-claude-3-opus-sonnet-haiku"},{"title":"迟发不是发货当天才发生","slug":"05-delivery-delay-risk-prediction","summary":"订单已经超过 shipby date，后台开始报 Late Shipment Rate，买家已经在催，客服开始解释，运营开始补救。","updatedAt":"2026-07-03T03:50:54.667Z","url":"/articles/account-compliance/05-delivery-delay-risk-prediction"},{"title":"毛利率、净利率和贡献利润有什么区别？","slug":"05-gross-net-contribution-profit","summary":"摘要：哪个指标适合看产品，哪个指标适合看公司 很多亚马逊卖家说某个产品“利润不错”，但继续追问一句：你说的是毛利率不错，贡献利润不错，还是公司净利不错？答案往往就模糊了。 这三个指标听起来都和利润有关，但用途完全不同。毛利率适合看产品基础空间，贡献利润适合判断 ASIN 是否值得继续投，净利率适合…","updatedAt":"2026-07-03T16:22:30.641Z","url":"/articles/finance-tax/05-gross-net-contribution-profit"},{"title":"评论系列5：亚马逊不是一张简单关系表：HGT 解释多类型图风控","slug":"05-hgt-2020","summary":"很多卖家理解评论系统时，脑子里其实是一张 Excel 表。","updatedAt":"2026-06-30T05:11:50.184Z","url":"/articles/listing-optimization/05-hgt-2020"},{"title":"工具调用入门：AI Agent如何连接浏览器、表格、数据库、邮箱和API","slug":"05-tool-calling","summary":"关键词： AI工具调用、Function Calling、Agent工具、MCP、SPAPI、跨境电商AI","updatedAt":"2026-07-06T18:04:21.770Z","url":"/articles/ai-automation/05-tool-calling"},{"title":"FBA真的让所有卖家受益吗：中小卖家要看分配效应","slug":"05-who-benefits-from-fba","summary":"摘要：谁受益，谁被挤压","updatedAt":"2026-07-03T17:16:48.850Z","url":"/articles/fba-logistics/05-who-benefits-from-fba"},{"title":"Worldwide Amazon Stores 是什么：亚马逊电商的大中台","slug":"05-worldwide-amazon-stores","summary":"因为一个 ASIN 在 Amazon store 里卖出去，不是靠一个页面完成的。它同时牵动选择、价格、搜索、目录、履约、Prime 承诺、广告、卖家工具、买家体验、退货、账户健康和合规。","updatedAt":"2026-07-05T04:12:58.111Z","url":"/articles/amazon-platform-research/05-worldwide-amazon-stores"},{"title":"亚马逊搜索算法论文精读：Aligning Large Language Models with Implicit Preferences from User-generated Content","slug":"050-aligning-large-language-models-with-implicit-preferences-from-user-generated-content","summary":"如果只用一句话讲这篇资料：论文讨论从用户生成内容中学习隐式偏好来对齐 LLM。 很多卖家读《Aligning Large Language Models with Implicit Preferences from Usergenerated Content》这类亚马逊算法资料，第一反应还是找 A…","updatedAt":"2026-06-14T16:06:36.055Z","url":"/articles/amazon-platform-research/050-aligning-large-language-models-with-implicit-preferences-from-user-generated-content"},{"title":"亚马逊搜索算法论文精读：Can LLM Agents Simulate Customers to Evaluate Conversational Shopping Assistants?","slug":"051-can-llm-agents-simulate-customers-to-evaluate-conversational-shopping-assistants","summary":"如果只用一句话讲这篇资料：这篇外部研究讨论用 LLM Agent 模拟顾客来评估对话购物助手。 很多卖家读《Can LLM Agents Simulate Customers to Evaluate Conversational Shopping Assistants?》这类亚马逊算法资料，第一反…","updatedAt":"2026-06-14T16:06:36.139Z","url":"/articles/amazon-platform-research/051-can-llm-agents-simulate-customers-to-evaluate-conversational-shopping-assistants"},{"title":"亚马逊搜索算法论文精读：Amazon Shop the Look: A Visual Search System for Fashion and Home","slug":"052-amazon-shop-the-look-a-visual-search-system-for-fashion-and-home","summary":"如果只用一句话讲这篇资料：Amazon 视觉商品搜索系统，服务时尚和家居场景。(Amazon Science) 很多卖家读《Amazon Shop the Look: A Visual Search System for Fashion and Home》这类亚马逊算法资料，第一反应还是找 A9/…","updatedAt":"2026-06-14T16:06:36.225Z","url":"/articles/amazon-platform-research/052-amazon-shop-the-look-a-visual-search-system-for-fashion-and-home"},{"title":"亚马逊搜索算法论文精读：De-noised Vision-language Fusion Guided by Visual Cues for E-commerce Product Search","slug":"053-de-noised-vision-language-fusion-guided-by-visual-cues-for-e-commerce-product-search","summary":"如果只用一句话讲这篇资料：电商商品搜索中的视觉语言融合。(Amazon Science) 很多卖家读《Denoised Visionlanguage Fusion Guided by Visual Cues for Ecommerce Product Search》这类亚马逊算法资料，第一反应还是…","updatedAt":"2026-06-14T16:06:36.314Z","url":"/articles/amazon-platform-research/053-de-noised-vision-language-fusion-guided-by-visual-cues-for-e-commerce-product-search"},{"title":"亚马逊搜索算法论文精读：Leveraging Large Language Models for Multimodal Search","slug":"054-leveraging-large-language-models-for-multimodal-search","summary":"如果只用一句话讲这篇资料：LLM 与多模态搜索结合的延伸方向。(亚马逊科学) 很多卖家读《Leveraging Large Language Models for Multimodal Search》这类亚马逊算法资料，第一反应还是找 A9/A10 权重表。但公开论文真正有价值的地方，不是给我们一…","updatedAt":"2026-06-14T16:06:36.406Z","url":"/articles/amazon-platform-research/054-leveraging-large-language-models-for-multimodal-search"},{"title":"亚马逊搜索算法论文精读：CoLLM: A Large Language Model for Composed Image Retrieval","slug":"055-collm-a-large-language-model-for-composed-image-retrieval","summary":"如果只用一句话讲这篇资料：多模态论文关注图像和文字如何融合：系统既要理解视觉线索，也要理解用户用文字提出的修改或补充条件。 很多卖家读《CoLLM: A Large Language Model for Composed Image Retrieval》这类亚马逊算法资料，第一反应还是找 A9/A…","updatedAt":"2026-06-14T16:06:36.508Z","url":"/articles/amazon-platform-research/055-collm-a-large-language-model-for-composed-image-retrieval"},{"title":"AI数据补全与客户信息丰富：邮箱、职位、公司背景怎么整理","slug":"06-ai-lead-enrichment","summary":"关键词：客户信息补全、Lead Enrichment、Clay教程","updatedAt":"2026-07-06T16:39:33.173Z","url":"/articles/ai-automation/06-ai-lead-enrichment"},{"title":"Prompt 06：A+ 内容对比分析（多模态视觉）","slug":"06-aplus-20260615214359","summary":"你是亚马逊 A+ 内容策略师，专精 A+ 模块结构、视觉叙事节奏、品牌深度建设。 每个 ASIN 的 A+ 图片位于 ASINImages/{ASIN}/aplus/ 目录（通常 615 张，按顺序排列即代表用户从上往下浏览的体验顺序）。调度脚本会按 ASIN 把全部 A+ 图作为多模态输入附加。…","updatedAt":"2026-06-06T05:46:26.000Z","url":"/articles/listing-optimization/06-aplus-20260615214359"},{"title":"Buy Box 不是最低价游戏","slug":"06-buy-box-featured-offer-performance","summary":"但很多时候你会发现：你已经不是最贵，甚至已经比当前 Featured Offer 更便宜，默认购买入口还是不在你这里。","updatedAt":"2026-07-03T03:58:17.846Z","url":"/articles/account-compliance/06-buy-box-featured-offer-performance"},{"title":"ChatGPT免费版、Go、Plus、Pro、Business、Enterprise有什么区别","slug":"06-chatgpt-plans-comparison","summary":"摘要：别只看月费，要按任务和数据边界选套餐","updatedAt":"2026-07-07T01:53:18.314Z","url":"/articles/ads-traffic/06-chatgpt-plans-comparison"},{"title":"Claude 3.5 Sonnet为什么突然火了","slug":"06-claude-35-sonnet","summary":"摘要：主力模型怎么用到每天 关键词：Claude 3.5 Sonnet、Claude写作、Claude代码","updatedAt":"2026-07-07T06:29:35.034Z","url":"/articles/fba-logistics/06-claude-35-sonnet"},{"title":"Gemini免费版、Google AI Plus、Pro、Ultra有什么区别","slug":"06-google-ai-plans","summary":"摘要：Gemini付费前先看这篇","updatedAt":"2026-07-06T18:32:17.529Z","url":"/articles/ai-automation/06-google-ai-plans"},{"title":"ACOS多少才算健康？","slug":"06-healthy-acos-tacos-break-even","summary":"摘要：ACOS、TACOS、盈亏平衡ACOS、广告亏损边界 很多卖家问广告问题时，会直接问一句：ACOS 多少才算健康？ 这个问题没有统一答案。一个 35% ACOS，对高毛利新品可能是可以接受的冷启动投入；对低毛利老品可能已经在亏钱；对清仓品可能要看现金回收，而不是利润率。 所以真正要问的不是“…","updatedAt":"2026-07-03T16:42:59.825Z","url":"/articles/finance-tax/06-healthy-acos-tacos-break-even"},{"title":"MCP是什么？为什么它可能成为AI Agent连接外部工具的标准接口","slug":"06-mcp","summary":"关键词： MCP是什么、Model Context Protocol、AI Agent协议、MCP Server、AI工具调用、跨境电商AI","updatedAt":"2026-07-06T18:24:30.359Z","url":"/articles/ai-automation/06-mcp"},{"title":"评论系列6：什么样的评论会被认为有用：Mudambi 2010 的亚马逊研究","slug":"06-mudambi-2010","summary":"但真正影响买家决策的，往往不是平均星级，而是哪些评论被买家认为“有用”。","updatedAt":"2026-06-30T05:46:47.615Z","url":"/articles/listing-optimization/06-mudambi-2010"},{"title":"Next.js建站入门：为什么它适合做AI内容站和工具站","slug":"06-nextjs-jianzhan-rumen","summary":"摘要：把文章、工具、SEO规则放进同一个工程","updatedAt":"2026-07-07T01:52:57.924Z","url":"/articles/ai-automation/06-nextjs-jianzhan-rumen"},{"title":"FBA与平台依赖：卖家为什么要同时看到机会和约束","slug":"06-platform-dependence","summary":"摘要：用监管视角理解FBA","updatedAt":"2026-07-03T17:26:54.479Z","url":"/articles/fba-logistics/06-platform-dependence"},{"title":"Selling Partner Services：卖家服务体系的核心","slug":"06-selling-partner-services","summary":"很多卖家听到 Selling Partner Services，第一反应是：这是不是亚马逊内部一个更高级的客服团队？","updatedAt":"2026-07-05T04:31:51.225Z","url":"/articles/amazon-platform-research/06-selling-partner-services"},{"title":"AI内容站怎么设计：首页、分类页、文章页、工具页应该怎么做","slug":"07-ai-neirongzhan-sheji","summary":"摘要：先搭模板，再让AI写内容","updatedAt":"2026-07-07T03:30:40.947Z","url":"/articles/ai-automation/07-ai-neirongzhan-sheji"},{"title":"Claude 3.7 Sonnet与Claude Code：AI编程Agent的转折点","slug":"07-claude-37-sonnet-code","summary":"摘要：让AI从回答走向执行 关键词：Claude 3.7、Claude Code、AI编程","updatedAt":"2026-07-07T06:29:35.101Z","url":"/articles/ai-automation/07-claude-37-sonnet-code"},{"title":"到货承诺不是拍脑袋","slug":"07-delivery-promise-forecasting","summary":"很多自配送卖家设置 handling time 和 transit time，是靠经验。","updatedAt":"2026-07-03T04:07:13.668Z","url":"/articles/account-compliance/07-delivery-promise-forecasting"},{"title":"邮箱查找与验证：AI获客最容易踩坑的一步","slug":"07-email-finding-verification-deliverability","summary":"关键词：邮箱验证、冷邮件、Email Deliverability","updatedAt":"2026-07-06T16:39:33.176Z","url":"/articles/ai-automation/07-email-finding-verification-deliverability"},{"title":"Gemini的核心优势：为什么Google生态用户更适合用它","slug":"07-gemini-google-ecosystem","summary":"摘要：Google生态用户的AI入口","updatedAt":"2026-07-06T18:51:50.372Z","url":"/articles/ads-traffic/07-gemini-google-ecosystem"},{"title":"评论系列7：评论为什么会影响销量：Ghose 2011 的经济影响研究","slug":"07-ghose-2011","summary":"因为买家不是只被一个平均分说服的。买家真正下单前，会一条条看评论里的细节：","updatedAt":"2026-06-30T06:35:59.308Z","url":"/articles/listing-optimization/07-ghose-2011"},{"title":"新品期广告亏损到底值不值？","slug":"07-new-product-ad-loss","summary":"摘要：新品冷启动、广告投入、评论积累、排名成本 新品上架后，很多卖家都会遇到同一个焦虑：广告一开就亏，不开又没有曝光；继续烧怕现金撑不住，停掉又担心链接永远起不来。 新品期广告亏损不一定错。错的是不知道自己在买什么：买关键词数据、买转化模型、买评价节奏、买排名机会，还是只是被系统消耗预算。 这篇文…","updatedAt":"2026-07-03T17:02:32.025Z","url":"/articles/finance-tax/07-new-product-ad-loss"},{"title":"Prime标识为什么影响信任：FBA卖的是确定性","slug":"07-prime-trust","summary":"摘要：从买家心智看FBA","updatedAt":"2026-07-03T17:38:00.246Z","url":"/articles/fba-logistics/07-prime-trust"},{"title":"ChatGPT提示词入门：新手如何把问题问清楚","slug":"07-prompt-basics","summary":"摘要：把提示词写成任务单，AI才会稳定","updatedAt":"2026-07-07T03:30:26.503Z","url":"/articles/fba-logistics/07-prompt-basics"},{"title":"AI知识库 + AI Agent：为什么RAG是Agent的大脑资料库","slug":"07-rag-agent-knowledge-base","summary":"关键词： Agent知识库、RAG Agent、AI知识库、RAG教程、跨境电商AI、亚马逊运营知识库","updatedAt":"2026-07-06T18:44:29.382Z","url":"/articles/ai-automation/07-rag-agent-knowledge-base"},{"title":"Selling Partner Support：卖家开 Case 最常接触的团队","slug":"07-selling-partner-support","summary":"很多卖家对 Seller Support 的印象很差。","updatedAt":"2026-07-05T04:54:32.752Z","url":"/articles/amazon-platform-research/07-selling-partner-support"},{"title":"AI开发信写作入门：一封好开发信应该包含什么","slug":"08-ai-cold-email-basics","summary":"关键词：AI开发信、外贸开发信、Cold Email","updatedAt":"2026-07-06T16:39:33.178Z","url":"/articles/ai-automation/08-ai-cold-email-basics"},{"title":"Claude 4时代：为什么Claude开始被称为代码模型","slug":"08-claude-4-coding-model","summary":"摘要：把运营经验沉淀成工具 关键词：Claude 4、Claude Opus 4、Claude Sonnet 4","updatedAt":"2026-07-07T06:29:35.162Z","url":"/articles/ads-traffic/08-claude-4-coding-model"},{"title":"FBA 团队：从入仓到配送，履约系统怎么支撑卖家","slug":"08-fba-team","summary":"真正开过 FBA Case 的卖家都知道，问题一旦发生，就不会只停在“仓库”两个字上。","updatedAt":"2026-07-05T05:11:46.713Z","url":"/articles/amazon-platform-research/08-fba-team"},{"title":"Gemini提示词入门：如何让它更懂你的任务","slug":"08-gemini-prompt-ru-men","summary":"摘要：让Gemini少跑偏的提示法","updatedAt":"2026-07-06T19:13:27.435Z","url":"/articles/fba-logistics/08-gemini-prompt-ru-men"},{"title":"技术SEO基础：网站上线前必须检查的10件事","slug":"08-jishu-seo-jiancha","summary":"摘要：上线前先排除收录硬伤","updatedAt":"2026-07-07T03:35:39.525Z","url":"/articles/ads-traffic/08-jishu-seo-jiancha"},{"title":"评论系列8：评论为什么不是按时间排：LambdaMART 的排序逻辑","slug":"08-lambdamart-2010","summary":"明明最近来了几条五星好评，买家点进去最先看到的，却不一定是它们。","updatedAt":"2026-06-30T06:48:59.056Z","url":"/articles/listing-optimization/08-lambdamart-2010"},{"title":"补货预测不能只看自己销量","slug":"08-marketplace-demand-graph-forecasting","summary":"过去 4 周平均每天卖 20 单，那就按 20 单补。","updatedAt":"2026-07-03T04:28:51.405Z","url":"/articles/account-compliance/08-marketplace-demand-graph-forecasting"},{"title":"为什么你看起来赚钱，但账户里没钱？","slug":"08-profit-cashflow-mismatch","summary":"摘要：利润和现金流错位：库存、广告、账期、回款周期 很多亚马逊卖家最困惑的时刻，不是亏损，而是“明明赚钱，却没钱”。利润表看起来是正的，后台销售也在涨，但供应商尾款、广告账单、货代费用、工资和信用卡还款一起压过来，银行卡余额却越来越薄。 这不是幻觉，也不一定是财务算错。更常见的原因是：利润发生在报…","updatedAt":"2026-07-03T17:22:29.311Z","url":"/articles/finance-tax/08-profit-cashflow-mismatch"},{"title":"ChatGPT提示词进阶：从一句话提问到任务工作流","slug":"08-prompt-workflow","summary":"摘要：把一次提问升级成可复用SOP","updatedAt":"2026-07-07T03:35:04.472Z","url":"/articles/ads-traffic/08-prompt-workflow"},{"title":"FBA会提升声誉吗：别把物流体验误读成产品口碑","slug":"08-reputation-and-reviews","summary":"摘要：FBA可能改善的是履约声誉，不是产品本身的口碑。","updatedAt":"2026-07-03T17:53:35.953Z","url":"/articles/fba-logistics/08-reputation-and-reviews"},{"title":"单Agent和多Agent有什么区别？什么时候需要多个AI协作","slug":"08-single-vs-multi-agent","summary":"关键词： 多Agent、MultiAgent、Agent编排、AutoGen、CrewAI、LangChain、OpenAI Agents、跨境电商AI","updatedAt":"2026-07-06T19:07:47.198Z","url":"/articles/ai-automation/08-single-vs-multi-agent"},{"title":"AI Agent工具怎么选：ChatGPT Agent、Claude Code、Gemini、Dify、CrewAI、LangChain适合谁","slug":"09-agent-tools-selection","summary":"关键词： AI Agent工具、ChatGPT Agent、Claude Code、Gemini Enterprise Agent Platform、Dify、CrewAI、LangChain、跨境电商AI","updatedAt":"2026-07-06T19:27:00.511Z","url":"/articles/ai-automation/09-agent-tools-selection"},{"title":"亚马逊卖家的现金流周期","slug":"09-amazon-cash-conversion-cycle","summary":"摘要：从下单采购、生产、头程、入仓、销售、回款的完整周期 很多卖家在做补货计划时，只会问一句：这个产品还能不能卖？但真正把公司拖进缺钱状态的，往往不是产品卖不动，而是钱从打给供应商，到真正回到银行卡，中间隔得太久。 亚马逊生意的现金流周期，讲的就是这段时间。你今天付出去的一笔采购款，可能要经过定金…","updatedAt":"2026-07-03T17:44:51.778Z","url":"/articles/finance-tax/09-amazon-cash-conversion-cycle"},{"title":"Amazon Supply Chain Services：AGL、AWD、MCF、Buy with Prime 的关系","slug":"09-amazon-supply-chain-services","summary":"因为亚马逊正在把更多供应链能力拆成服务：跨境头程、上游仓储、自动补货、多渠道履约、独立站 Prime 配送体验，都可以被纳入 Amazon Supply Chain Services 这个大框架里。","updatedAt":"2026-07-05T05:32:19.366Z","url":"/articles/amazon-platform-research/09-amazon-supply-chain-services"},{"title":"ChatGPT Projects 项目功能：如何把AI变成长期工作台","slug":"09-chatgpt-projects","summary":"摘要：用Project沉淀品牌资料和运营SOP","updatedAt":"2026-07-07T03:58:55.086Z","url":"/articles/ai-automation/09-chatgpt-projects"},{"title":"2026年Claude最新模型全解析：Fable 5、Opus 4.8、Sonnet 5、Haiku 4.5怎么选","slug":"09-claude-2026-models","summary":"摘要：一套模型选型SOP 关键词：Claude最新模型、Claude Fable 5、Claude Opus 4.8、Claude Sonnet 5","updatedAt":"2026-07-07T06:29:35.252Z","url":"/articles/ads-traffic/09-claude-2026-models"},{"title":"评论不是差评墙，它是账户风险雷达","slug":"09-customer-experience-signals","summary":"这两个问题都重要，但如果你只停在这里，就会错过更早、更值钱的信号。","updatedAt":"2026-07-03T04:42:55.777Z","url":"/articles/account-compliance/09-customer-experience-signals"},{"title":"Gemini Gems教程：如何创建自己的专属AI助手","slug":"09-gemini-gems-jiao-cheng","summary":"摘要：把高频任务做成AI助手","updatedAt":"2026-07-06T19:33:00.176Z","url":"/articles/ai-automation/09-gemini-gems-jiao-cheng"},{"title":"低库存为什么会伤流量：FBA库存不是仓库数字，而是承诺能力","slug":"09-inventory-flow","summary":"摘要：低库存真正伤的是可承诺能力。","updatedAt":"2026-07-03T17:59:38.014Z","url":"/articles/fba-logistics/09-inventory-flow"},{"title":"JavaScript SEO：为什么很多AI生成的网站看起来漂亮但不容易收录","slug":"09-javascript-seo","summary":"摘要：让页面不只好看，还能被看懂","updatedAt":"2026-07-07T03:54:24.552Z","url":"/articles/ai-automation/09-javascript-seo"},{"title":"AI开发信进阶：如何针对不同行业和职位写个性化邮件","slug":"09-personalized-cold-email-by-role","summary":"一句话结论：个性化开发信的关键不是多写客户名字，而是根据不同角色的KPI重写价值主张。","updatedAt":"2026-07-06T16:39:33.181Z","url":"/articles/ai-automation/09-personalized-cold-email-by-role"},{"title":"评论系列9：评论如何被总结成重点：TextRank 的摘要逻辑","slug":"09-textrank-2004","summary":"一个 ASIN 几百条、几千条评论，买家真正有耐心看的，可能只有前几条、几张图、几个关键词，或者系统给他的摘要。","updatedAt":"2026-06-30T07:03:38.444Z","url":"/articles/listing-optimization/09-textrank-2004"},{"title":"评论系列10：AI购物助手为什么更在意评论：从 Rufus 到 Alexa for Shopping","slug":"10-ai-rufus-alexa-2026","summary":"买家以后可能不再自己翻 300 条评论，而是直接问：","updatedAt":"2026-06-30T07:25:51.212Z","url":"/articles/listing-optimization/10-ai-rufus-alexa-2026"},{"title":"Amazon Ads：广告团队如何连接搜索、流量和卖家增长","slug":"10-amazon-ads-team","summary":"很多卖家看 Amazon Ads，脑子里只有两个词：烧钱和 ACOS。","updatedAt":"2026-07-05T05:52:14.459Z","url":"/articles/amazon-platform-research/10-amazon-ads-team"},{"title":"ChatGPT Agent教程：如何让AI完成研究、表格、网页和文件任务","slug":"10-chatgpt-agent-tutorial","summary":"关键词： ChatGPT Agent教程、OpenAI Agent、ChatGPT agent、跨境电商AI、竞品研究、广告表格分析、文件任务、网页任务","updatedAt":"2026-07-06T19:46:34.878Z","url":"/articles/ai-automation/10-chatgpt-agent-tutorial"},{"title":"ChatGPT记忆、个性化与自定义指令：怎样让AI越来越懂你","slug":"10-chatgpt-memory-personalization","summary":"摘要：把AI调成你的运营助理","updatedAt":"2026-07-07T04:16:22.783Z","url":"/articles/ai-automation/10-chatgpt-memory-personalization"},{"title":"Claude Code是什么？为什么它不是普通代码补全工具","slug":"10-claude-code-intro","summary":"摘要：让AI真正进入项目现场 关键词：Claude Code是什么、Claude Code教程、AI写代码","updatedAt":"2026-07-07T06:29:35.341Z","url":"/articles/ai-automation/10-claude-code-intro"},{"title":"开发信标题怎么写？AI生成高打开率Subject Line的方法","slug":"10-cold-email-subject-lines","summary":"关键词：开发信标题、Cold Email Subject、邮件打开率","updatedAt":"2026-07-06T16:39:33.184Z","url":"/articles/ai-automation/10-cold-email-subject-lines"},{"title":"Gemini Deep Research教程：如何做一份有引用的深度报告","slug":"10-gemini-deep-research","summary":"摘要：用Gemini做可追溯调研","updatedAt":"2026-07-06T19:51:58.318Z","url":"/articles/fba-logistics/10-gemini-deep-research"},{"title":"入仓配置费背后：为什么亚马逊不希望你只发到一个方便的仓","slug":"10-placement-fee-network","summary":"摘要：入仓费不是罚款，是仓网成本重新分摊。","updatedAt":"2026-07-03T18:09:41.438Z","url":"/articles/fba-logistics/10-placement-fee-network"},{"title":"结构化数据Schema教程：让Google和AI更容易理解你的网页","slug":"10-schema-jiaocheng","summary":"摘要：别乱加Schema，先讲清页面对象","updatedAt":"2026-07-07T04:13:32.972Z","url":"/articles/ai-automation/10-schema-jiaocheng"},{"title":"如何做一张13周现金流预测表？","slug":"10-thirteen-week-cashflow-forecast","summary":"摘要：每周收入、支出、库存付款、广告费、工资、税费预测 很多卖家不是突然没钱的，而是早就会没钱，只是没人提前看见。今天后台销售还不错，广告也在跑，供应商却催尾款、货代要结账、信用卡要还款、工资日也快到了，老板才发现银行卡余额撑不过下周。 13 周现金流预测表，就是让老板提前三个月看见这类资金断点。…","updatedAt":"2026-07-03T18:05:20.310Z","url":"/articles/finance-tax/10-thirteen-week-cashflow-forecast"},{"title":"关键词研究教程：如何用AI找到真正有搜索价值的选题","slug":"11-ai-guanjianci-yanjiu","summary":"摘要：AI负责扩词，人负责判断价值","updatedAt":"2026-07-07T04:33:36.726Z","url":"/articles/ai-automation/11-ai-guanjianci-yanjiu"},{"title":"AI如何写LinkedIn私信：从连接请求到销售对话","slug":"11-ai-linkedin-outreach","summary":"关键词：LinkedIn开发客户、LinkedIn私信、AI销售","updatedAt":"2026-07-06T16:39:33.187Z","url":"/articles/ai-automation/11-ai-linkedin-outreach"},{"title":"Amazon Business：亚马逊 B2B 体系和普通卖家的机会","slug":"11-amazon-business","summary":"很多卖家第一次遇到 Amazon Business 订单时，感觉不像“多卖了几件”，更像后台突然多了一套规则。","updatedAt":"2026-07-05T06:15:28.580Z","url":"/articles/amazon-platform-research/11-amazon-business"},{"title":"AWD不是便宜仓库：它是FBA库存的缓冲层","slug":"11-awd-buffer","summary":"摘要：AWD的价值不是低价仓储，而是库存分层。","updatedAt":"2026-07-03T18:19:39.197Z","url":"/articles/fba-logistics/11-awd-buffer"},{"title":"评论系列11：刷评为什么会伪装成正常买家：CARE-GNN 讲透伪装型欺诈","slug":"11-care-gnn-2020","summary":"但 2020 年以后的图模型风控，已经在看更复杂的东西：","updatedAt":"2026-06-30T08:14:14.129Z","url":"/articles/listing-optimization/11-care-gnn-2020"},{"title":"ChatGPT文件分析教程：PDF、Excel、CSV、图片到底怎么处理","slug":"11-chatgpt-file-analysis","summary":"摘要：让ChatGPT读懂运营文件","updatedAt":"2026-07-07T04:34:42.172Z","url":"/articles/fba-logistics/11-chatgpt-file-analysis"},{"title":"Claude Code安装教程：Mac、Windows、VS Code从零开始","slug":"11-claude-code-install","summary":"摘要：跑通第一个安全闭环 关键词：Claude Code安装、Claude Code Windows、Claude Code VS Code","updatedAt":"2026-07-07T06:29:35.434Z","url":"/articles/ai-automation/11-claude-code-install"},{"title":"Claude Code教程：AI Agent如何真正进入代码项目","slug":"11-claude-code-tutorial","summary":"关键词： Claude Code教程、AI编程Agent、Agentic Coding、跨境电商AI、运营自动化、广告报表工具、代码Agent","updatedAt":"2026-07-06T20:06:45.770Z","url":"/articles/ai-automation/11-claude-code-tutorial"},{"title":"Gemini Canvas教程：从文章、报告到网页、小工具和互动内容","slug":"11-gemini-canvas","summary":"摘要：把内容变成可编辑作品","updatedAt":"2026-07-06T20:12:00.636Z","url":"/articles/fba-logistics/11-gemini-canvas"},{"title":"库存不是资产，库存是冻住的现金","slug":"11-inventory-is-frozen-cash","summary":"摘要：库存金额、库存周转、滞销库存、断货成本 很多亚马逊卖家看到库存金额时，会下意识觉得公司还有资产：仓库里有货，在途还有货，供应商那边也排着货。可真正到要付广告费、工资、供应商尾款和信用卡账单时，这些“资产”一分钱都不能立刻拿来付款。 库存当然可以是资产，但前提是它能在合理时间内卖出去、回款回来…","updatedAt":"2026-07-03T18:25:49.134Z","url":"/articles/finance-tax/11-inventory-is-frozen-cash"},{"title":"买家只看一句话，哪句评论最能帮他下单？","slug":"11-review-helpfulness-prediction","summary":"但真正的问题不是“有没有评论”，而是买家有没有耐心看。","updatedAt":"2026-07-03T04:54:00.698Z","url":"/articles/account-compliance/11-review-helpfulness-prediction"},{"title":"AI多渠道获客：Email、LinkedIn、WhatsApp、官网表单怎么组合","slug":"12-ai-omnichannel-outreach","summary":"关键词：多渠道获客、Omnichannel Sales、外贸自动化","updatedAt":"2026-07-06T16:39:33.190Z","url":"/articles/ai-automation/12-ai-omnichannel-outreach"},{"title":"SEO文章怎么写：从标题、大纲到正文的AI写作流程","slug":"12-ai-xie-seo-wenzhang","summary":"摘要：AI写初稿，人负责经验和判断","updatedAt":"2026-07-07T04:53:33.033Z","url":"/articles/ai-automation/12-ai-xie-seo-wenzhang"},{"title":"ChatGPT图片能力教程：从识图到生成亚马逊主图、海报和产品图","slug":"12-chatgpt-image-capabilities","summary":"摘要：用AI重做电商视觉流程","updatedAt":"2026-07-07T04:55:21.753Z","url":"/articles/ads-traffic/12-chatgpt-image-capabilities"},{"title":"Claude Code实战：让AI帮你修复一个真实项目bug","slug":"12-claude-code-bugfix","summary":"摘要：修bug先复现再验证 关键词：Claude Code实战、AI修bug、Claude Code项目","updatedAt":"2026-07-07T06:29:35.524Z","url":"/articles/ai-automation/12-claude-code-bugfix"},{"title":"退货原因，早就写在评论里了","slug":"12-customer-returns-feedback","summary":"但真正决定你能不能改善退货的，不是“退了多少”，而是“为什么退”。","updatedAt":"2026-07-03T05:01:22.298Z","url":"/articles/account-compliance/12-customer-returns-feedback"},{"title":"Dify Agent教程：不用写太多代码，搭建一个可用的业务Agent","slug":"12-dify-agent-tutorial","summary":"关键词： Dify Agent、Dify工作流、AI业务Agent、RAG知识库、跨境电商AI、客服Agent、Listing Agent、广告周报Agent","updatedAt":"2026-07-06T20:28:01.222Z","url":"/articles/ads-traffic/12-dify-agent-tutorial"},{"title":"Gemini图片能力：Nano Banana 2如何生成和编辑产品图","slug":"12-gemini-image-nano-banana","summary":"摘要：用AI做产品图先懂边界","updatedAt":"2026-07-06T20:32:23.072Z","url":"/articles/fba-logistics/12-gemini-image-nano-banana"},{"title":"区域履约为什么能更快更便宜：FBA速度来自网络设计","slug":"12-regional-fulfillment","summary":"摘要：FBA快，不只是仓库快。","updatedAt":"2026-07-03T18:25:28.852Z","url":"/articles/fba-logistics/12-regional-fulfillment"},{"title":"亚马逊卖家如何判断该不该补货？","slug":"12-replenishment-financial-decision","summary":"摘要：销量、库存天数、生产周期、现金压力、广告趋势 很多补货错误不是因为运营不努力，而是因为补货会议只盯着一个问题：会不会断货。老板一听库存只剩 25 天，马上让采购下单；运营担心链接掉排名，广告还在继续放量；财务看着供应商尾款和信用卡账单，却不知道该不该拦。 真正的补货决策，不能只看库存天数。它…","updatedAt":"2026-07-03T18:45:54.119Z","url":"/articles/finance-tax/12-replenishment-financial-decision"},{"title":"SP-API 与第三方服务商：ERP、工具、自动化背后的接口体系","slug":"12-sp-api-developer-ecosystem","summary":"很多卖家第一次认真理解 SPAPI，不是在选 ERP 的时候，而是在出问题的时候。","updatedAt":"2026-07-05T06:37:43.452Z","url":"/articles/amazon-platform-research/12-sp-api-developer-ecosystem"},{"title":"评论系列12：刷评为什么会被时间线暴露：Temporal Graph Networks 的动态风控逻辑","slug":"12-tgn-2020","summary":"它告诉我们，平台看评论风险，不只看单个账号，也看关系图。","updatedAt":"2026-06-30T08:33:37.677Z","url":"/articles/listing-optimization/12-tgn-2020"},{"title":"Account Health Support：账户健康团队到底管什么","slug":"13-account-health-support","summary":"很多卖家第一次认真看 Account Health，不是因为日常巡检，而是因为后台突然跳出一条红色提醒：","updatedAt":"2026-07-05T06:55:19.493Z","url":"/articles/amazon-platform-research/13-account-health-support"},{"title":"AI跟进邮件教程：客户不回复时应该怎么跟进","slug":"13-ai-follow-up-emails","summary":"一句话结论：跟进邮件不是提醒客户“你还没回复我”，而是每次给对方一个新的、低压力的回复理由。","updatedAt":"2026-07-06T16:39:33.193Z","url":"/articles/ai-automation/13-ai-follow-up-emails"},{"title":"ChatGPT Deep Research教程：如何用AI做一份有引用的深度报告","slug":"13-chatgpt-deep-research","summary":"摘要：让AI先查清楚再决策","updatedAt":"2026-07-07T05:19:32.220Z","url":"/articles/ai-automation/13-chatgpt-deep-research"},{"title":"Claude Code高级用法：命令、权限、上下文、工作流怎么设计","slug":"13-claude-code-advanced-workflow","summary":"摘要：把AI管成可控员工 关键词：Claude Code高级用法、AI Agent工作流、Claude Code权限","updatedAt":"2026-07-07T06:29:35.595Z","url":"/articles/ai-automation/13-claude-code-advanced-workflow"},{"title":"跨境电商AI Agent实战：让AI帮你做选品、Listing、广告、客服和竞品监控","slug":"13-crossborder-agent-playbook","summary":"关键词： 亚马逊AI Agent、跨境电商AI、AI运营助手、选品Agent、Listing Agent、广告Agent、客服Agent、竞品监控Agent","updatedAt":"2026-07-06T20:46:14.314Z","url":"/articles/ai-automation/13-crossborder-agent-playbook"},{"title":"Gemini视频能力：Gemini Omni和Google Flow适合做什么","slug":"13-gemini-video-omni-flow","summary":"摘要：AI视频更适合先做创意样片","updatedAt":"2026-07-06T20:56:31.642Z","url":"/articles/ads-traffic/13-gemini-video-omni-flow"},{"title":"政策风险，往往先从分类错开始","slug":"13-policy-violation-misclassification","summary":"标题里有没有敏感词。 图片有没有夸大功效。 五点里有没有医疗、儿童、安全、认证类表达。","updatedAt":"2026-07-03T05:08:13.151Z","url":"/articles/account-compliance/13-policy-violation-misclassification"},{"title":"评论系列13：为什么评论有用性要看上下文：Review Neighbors 讲透前后评论影响","slug":"13-review-neighbors-2020","summary":"一条评论有没有用，不只取决于它自己写了什么，还取决于它前后已经出现了什么信息。","updatedAt":"2026-06-30T08:51:11.321Z","url":"/articles/listing-optimization/13-review-neighbors-2020"},{"title":"滞销库存怎么做财务决策？","slug":"13-slow-moving-inventory-decision","summary":"摘要：清仓、降价、站外、捆绑、弃置的成本计算 滞销库存最贵的地方，不是当初买错了，而是老板一直舍不得承认它已经占住现金。很多卖家会说“再等等，旺季可能能卖”“再投点广告试试”“亏本卖太难看”。结果库存继续放着，仓储费、广告费、团队时间和现金机会一起消耗。 滞销库存不是情绪问题，而是财务决策。真正要…","updatedAt":"2026-07-03T19:08:39.120Z","url":"/articles/finance-tax/13-slow-moving-inventory-decision"},{"title":"仓网密度的经济学：为什么仓越靠近消费者，平台越强","slug":"13-warehouse-density","summary":"摘要：仓越近，不等于一定赚钱。","updatedAt":"2026-07-03T18:40:45.249Z","url":"/articles/fba-logistics/13-warehouse-density"},{"title":"专题页SEO：为什么你的网站应该做“系列文章”而不是零散文章","slug":"13-zhuantiye-seo-topic-cluster","summary":"摘要：把文章变成主题资产","updatedAt":"2026-07-07T05:18:05.241Z","url":"/articles/ads-traffic/13-zhuantiye-seo-topic-cluster"},{"title":"Account Health Assurance：高质量卖家为什么也会被保护和审核","slug":"14-account-health-assurance","summary":"摘要：AHA 不是免死金牌，而是一条带条件的整改保护通道。","updatedAt":"2026-07-05T07:14:35.081Z","url":"/articles/amazon-platform-research/14-account-health-assurance"},{"title":"AI销售话术库：如何处理价格贵、没兴趣、已有供应商等异议","slug":"14-ai-sales-objection-library","summary":"一句话结论：异议处理不是靠销售临场发挥，而是把常见问题、证据材料和回复边界沉淀成 AI 可调用的话术库。","updatedAt":"2026-07-06T16:39:33.196Z","url":"/articles/ai-automation/14-ai-sales-objection-library"},{"title":"从履约中心到最后一公里：一张图看懂Amazon配送网络","slug":"14-amazon-network-map","summary":"摘要：FBA不是一个仓库，而是一张网络。","updatedAt":"2026-07-03T18:48:51.064Z","url":"/articles/fba-logistics/14-amazon-network-map"},{"title":"ChatGPT Agent是什么：从回答问题到真正执行任务","slug":"14-chatgpt-agent","summary":"摘要：把AI放进真实工作流","updatedAt":"2026-07-07T05:34:15.356Z","url":"/articles/fba-logistics/14-chatgpt-agent"},{"title":"Claude适合哪些工作？写作、研究、表格、代码、团队协作全场景拆解","slug":"14-claude-work-scenarios","summary":"摘要：按任务选Claude用法 关键词：Claude使用场景、Claude办公、Claude写文章","updatedAt":"2026-07-07T06:29:35.681Z","url":"/articles/ads-traffic/14-claude-work-scenarios"},{"title":"企业部署AI Agent要注意什么：权限、安全、日志、人工确认和成本控制","slug":"14-enterprise-agent-governance","summary":"关键词： 企业AI Agent、Agent安全、权限管理、日志审计、人工确认、成本控制","updatedAt":"2026-07-06T21:09:22.956Z","url":"/articles/ai-automation/14-enterprise-agent-governance"},{"title":"Gemini Live教程：语音对话、实时学习和移动端助手怎么用","slug":"14-gemini-live","summary":"摘要：把Gemini当移动端陪练","updatedAt":"2026-07-06T21:14:01.462Z","url":"/articles/ads-traffic/14-gemini-live"},{"title":"GEO是什么？AI搜索时代网站优化到底变了什么","slug":"14-geo-shishenme","summary":"摘要：GEO不是新的玄学，它的核心是把网站做成能被搜索引擎和AI答案共同理解、验证、引用和转化的内容资产。","updatedAt":"2026-07-07T05:34:32.294Z","url":"/articles/ai-automation/14-geo-shishenme"},{"title":"评论系列14：亚马逊为什么不是只看转化率：多目标排序的取舍逻辑","slug":"14-multi-objective-ranking-2020","summary":"但如果你真的把排序系统理解成“只看转化率”，就会解释不了很多现象。","updatedAt":"2026-06-30T09:05:19.496Z","url":"/articles/listing-optimization/14-multi-objective-ranking-2020"},{"title":"风控不是拦订单，而是提前看见异常","slug":"14-scalable-fraud-detection-ecommerce","summary":"摘要：用四层系统识别异常交易 很多卖家听到“交易欺诈”，第一反应是：这不是平台支付风控的事情吗？ 如果只说盗刷、支付验证、账户被盗，确实大部分由平台承担。Amazon 卖家通常看不到完整支付风控链路，也不应该自己保存和处理敏感支付信息。 但问题是，交易欺诈和异常行为最后经常会以另一种形式回到卖家身…","updatedAt":"2026-07-03T06:38:25.459Z","url":"/articles/account-compliance/14-scalable-fraud-detection-ecommerce"},{"title":"断货到底损失了多少钱？","slug":"14-stockout-loss-calculation","summary":"摘要：断货损失不仅是销售额，还有排名、广告、评价节奏 很多卖家算断货损失，只会用一句话：每天卖 100 单，断货 10 天，就是少卖 1,000 单。这个算法只算了最表面的损失，真正麻烦的部分往往发生在重新上架以后。 断货会打断连续销售、广告学习、关键词排名、评价节奏和买家选择路径。等货重新入仓，…","updatedAt":"2026-07-03T19:23:09.262Z","url":"/articles/finance-tax/14-stockout-loss-calculation"},{"title":"AI如何分析客户网站：找到客户真正可能关心的卖点","slug":"15-ai-customer-website-analysis","summary":"一句话结论：客户官网不是背景资料，而是你判断客户业务、渠道、定位和开发信角度的第一手线索。","updatedAt":"2026-07-06T16:39:33.198Z","url":"/articles/ai-automation/15-ai-customer-website-analysis"},{"title":"如何让ChatGPT搜索更容易发现你的网站","slug":"15-chatgpt-sousuo-youhua","summary":"摘要：先让网站可被发现，再让内容值得被引用。","updatedAt":"2026-07-07T05:53:11.892Z","url":"/articles/ads-traffic/15-chatgpt-sousuo-youhua"},{"title":"ChatGPT Tasks定时任务：让AI定时提醒、监控和汇报","slug":"15-chatgpt-tasks","summary":"摘要：让AI定期盯住变化","updatedAt":"2026-07-07T05:54:23.575Z","url":"/articles/ai-automation/15-chatgpt-tasks"},{"title":"Claude的未来：从聊天机器人到个人AI员工","slug":"15-claude-future-ai-worker","summary":"摘要：把AI训练成任务节点 关键词：Claude未来、AI Agent、Claude团队协作","updatedAt":"2026-07-07T06:29:35.773Z","url":"/articles/ai-automation/15-claude-future-ai-worker"},{"title":"AI Agent的未来：从个人助手到公司里的“数字员工”","slug":"15-future-digital-workers","summary":"关键词： AI Agent未来、数字员工、跨境电商、组织流程、AI团队协作","updatedAt":"2026-07-06T21:34:24.032Z","url":"/articles/ai-automation/15-future-digital-workers"},{"title":"Gemini in Workspace：Gmail、Docs、Sheets、Slides、Meet里的AI怎么用","slug":"15-gemini-workspace","summary":"摘要：让AI进入日常办公流","updatedAt":"2026-07-06T21:41:29.066Z","url":"/articles/ai-automation/15-gemini-workspace"},{"title":"平台抓团伙作弊，看的不是一个订单","slug":"15-graph-based-abuse-detection","summary":"摘要：用图网络理解群体欺诈 很多卖家理解平台风控时，会把问题想得太单点：某一个订单、某一个买家、某一条评论、某一次点击。 但真正的大平台反作弊，很多时候看的不是一个点，而是一张关系网。 如果一组账号在相近时间里反复点击同一批热门商品和某个目标商品，如果一批评价账号既给目标商品打高分，又刻意评价普通…","updatedAt":"2026-07-03T06:46:01.809Z","url":"/articles/account-compliance/15-graph-based-abuse-detection"},{"title":"评论系列15：为什么评论图片也会影响有用性：多模态评论排序的新逻辑","slug":"15-multimodal-review-helpfulness-2023","summary":"有没有说 easy to install、good quality、fits well。","updatedAt":"2026-06-30T09:24:04.457Z","url":"/articles/listing-optimization/15-multimodal-review-helpfulness-2023"},{"title":"产品定价不是成本加利润这么简单","slug":"15-pricing-beyond-cost-plus","summary":"摘要：成本定价、竞品定价、价值定价、促销定价 很多亚马逊卖家定价时，会先把采购、头程、平台费估出来，再加一个想要的利润：成本 12 美元，我想赚 6 美元，那就卖 18 美元。这个算法能帮你知道最低不能卖到哪里，但不能告诉你市场愿不愿意买，也不能告诉你广告能不能跑得动。 亚马逊定价不是一道成本题，…","updatedAt":"2026-07-03T19:43:30.161Z","url":"/articles/finance-tax/15-pricing-beyond-cost-plus"},{"title":"机器人履约中心不是无人仓：它重排了人、货、工作站","slug":"15-robotic-fulfillment-center","summary":"摘要：仓内效率从哪里来？","updatedAt":"2026-07-03T19:02:06.168Z","url":"/articles/fba-logistics/15-robotic-fulfillment-center"},{"title":"Selling Partner Trust：亚马逊如何识别欺诈、滥用和坏行为","slug":"15-selling-partner-trust","summary":"很多卖家对 “Trust” 这个词的第一反应并不好。","updatedAt":"2026-07-05T07:33:42.354Z","url":"/articles/amazon-platform-research/15-selling-partner-trust"},{"title":"风控模型也会被攻击者反向测试","slug":"16-adversarial-fraud-detector","summary":"摘要：用对抗训练守住风险边界 很多卖家以为平台风控是固定规则：命中某个词、某个订单、某个异常比例，就会被拦截。 但更真实的情况是，风控模型也在被攻击者持续反向测试。灰色服务会尝试“养号”、模拟真人行为、改变互动路径，让欺诈交易看起来更像正常交易。 今天拆的论文是 WWW 2019 的《Securi…","updatedAt":"2026-07-03T06:52:02.202Z","url":"/articles/account-compliance/16-adversarial-fraud-detector"},{"title":"AI Overviews与AI Mode优化：Google生成式搜索更喜欢什么内容","slug":"16-ai-overviews-ai-mode","summary":"摘要：Google生成式搜索没有新捷径，真正有用的是可抓取、可理解、可验证、可转化的内容。","updatedAt":"2026-07-07T06:13:18.397Z","url":"/articles/ai-automation/16-ai-overviews-ai-mode"},{"title":"AI如何做销售CRM：从客户列表到成交管道管理","slug":"16-ai-sales-crm-pipeline","summary":"一句话结论：AI CRM 的核心不是多一个智能按钮，而是让客户状态、下一步动作和销售判断始终保持更新。","updatedAt":"2026-07-06T16:39:33.201Z","url":"/articles/ai-automation/16-ai-sales-crm-pipeline"},{"title":"Claude背后的创始团队：为什么Anthropic会走出一条不同的AI路线","slug":"16-anthropic-founders","summary":"摘要：从Anthropic学AI边界 关键词：Anthropic创始团队、Dario Amodei、Daniela Amodei、Claude背后的人","updatedAt":"2026-07-07T06:29:35.837Z","url":"/articles/ai-automation/16-anthropic-founders"},{"title":"评论系列16：BERT为什么更懂评论语义：预训练语言模型如何判断评论有用性","slug":"16-bert-pretrained-language-models-2023","summary":"“耳垫柔软，降噪不错，但戴眼镜超过两小时会压太阳穴。”","updatedAt":"2026-06-30T09:39:52.792Z","url":"/articles/listing-optimization/16-bert-pretrained-language-models-2023"},{"title":"ChatGPT Apps/连接器教程：连接Gmail、Google Drive、Slack、Notion后能做什么","slug":"16-chatgpt-apps-connectors","summary":"摘要：把公司资料接进ChatGPT","updatedAt":"2026-07-07T06:15:37.686Z","url":"/articles/ads-traffic/16-chatgpt-apps-connectors"},{"title":"优惠券、Deal、折扣真的赚钱吗？","slug":"16-coupon-deal-discount-profit","summary":"摘要：Coupon成本、转化提升、排名收益、利润侵蚀 优惠券、Deal、折扣最容易让老板产生错觉：订单涨了，排名动了，团队很兴奋，好像促销一定有效。但等月底一看利润表，才发现多出来的销量没有留下利润，广告还更贵了，库存和现金也被打乱。 促销不是天然赚钱，也不是天然亏钱。它本质上是用一部分利润去换转…","updatedAt":"2026-07-03T20:03:02.256Z","url":"/articles/finance-tax/16-coupon-deal-discount-profit"},{"title":"NotebookLM和Gemini：Google最适合做知识库的AI工具","slug":"16-notebooklm-gemini","summary":"摘要：资料型任务用NotebookLM","updatedAt":"2026-07-06T22:01:00.486Z","url":"/articles/ai-automation/16-notebooklm-gemini"},{"title":"机器人拣选算法给卖家的启发：效率来自任务分配","slug":"16-robotic-picking-algorithm","summary":"摘要：仓内效率不是机器人跑得快，而是任务匹配得好。","updatedAt":"2026-07-03T19:08:40.612Z","url":"/articles/fba-logistics/16-robotic-picking-algorithm"},{"title":"SPIV 身份验证：KYC、身份审核、账户关联背后的逻辑","slug":"16-spiv-identity-verification","summary":"摘要：身份验证不是交资料，而是证明“谁在经营、谁负责、关系是否可信”。","updatedAt":"2026-07-05T07:55:14.197Z","url":"/articles/amazon-platform-research/16-spiv-identity-verification"},{"title":"评论系列17：AI为什么会直接总结评论：从 Review Highlights 看运营新阶段","slug":"17-ai-review-highlights-2023","summary":"这就是 Amazon 官方 2023 年推出的 AIgenerated review highlights。","updatedAt":"2026-06-30T09:54:43.434Z","url":"/articles/listing-optimization/17-ai-review-highlights-2023"},{"title":"AI销售Agent：让AI每天帮你找客户、写邮件、提醒跟进","slug":"17-ai-sales-agent-workflow","summary":"关键词：AI销售Agent、销售自动化、AI数字销售","updatedAt":"2026-07-06T16:39:33.203Z","url":"/articles/ai-automation/17-ai-sales-agent-workflow"},{"title":"ChatGPT Codex教程：AI如何帮你写代码、修Bug、改网站","slug":"17-chatgpt-codex","summary":"摘要：把改网站变成可验收任务","updatedAt":"2026-07-07T06:37:44.788Z","url":"/articles/ai-automation/17-chatgpt-codex"},{"title":"FBA费用和平台佣金如何影响利润？","slug":"17-fba-fees-commission-profit","summary":"摘要：体积重、配送费、仓储费、佣金比例对利润的影响 有些亚马逊产品不是卖不动，而是卖得越多越累。运营看见的是售价 29.99 美元、每天稳定出单；老板月底看见的却是：平台佣金、FBA履约费、仓储费、退货损耗和广告一起扣完，单件贡献利润只剩一点点，甚至变成负数。 FBA费用和平台佣金不是“后台自动扣…","updatedAt":"2026-07-03T20:25:38.117Z","url":"/articles/finance-tax/17-fba-fees-commission-profit"},{"title":"Gemini Code Assist与Antigravity：Google的AI编程路线","slug":"17-gemini-code-assist-antigravity","summary":"摘要：Google的AI编程怎么走","updatedAt":"2026-07-06T22:21:02.555Z","url":"/articles/ai-automation/17-gemini-code-assist-antigravity"},{"title":"llms.txt、robots.txt、AI爬虫：网站到底该不该开放给AI","slug":"17-llms-robots-ai-paichong","summary":"摘要：不要用一条屏蔽规则解决所有焦虑。AI爬虫策略要按搜索展示、模型训练、用户触发访问和私密数据分开处理。","updatedAt":"2026-07-07T06:38:47.688Z","url":"/articles/ai-automation/17-llms-robots-ai-paichong"},{"title":"广告被机器人点，平台怎么实时拦","slug":"17-robotic-traffic-ad-detection","summary":"摘要：看懂 SLIDR 保护广告预算 做 Amazon 广告的人，最怕一种情况：预算烧得很快，点击很多，订单没有跟上。 这时大家第一反应往往是：是不是被机器人点了？是不是竞争对手在消耗预算？ 今天拆的论文是 Amazon 的《RealTime Detection of Robotic Traffi…","updatedAt":"2026-07-03T06:59:17.664Z","url":"/articles/account-compliance/17-robotic-traffic-ad-detection"},{"title":"Vulcan Pick告诉我们：难的不是拿货，而是在复杂货架里拿对货","slug":"17-vulcan-pick","summary":"摘要：包装要让系统能识别、定位、抓取和复核。","updatedAt":"2026-07-03T19:22:32.455Z","url":"/articles/fba-logistics/17-vulcan-pick"},{"title":"AI Agent友好网站：未来网站如何让AI代理更容易理解和操作","slug":"18-ai-agent-youhao-wangzhan","summary":"摘要：Agent友好不是给机器开小灶，而是把网站做得语义清楚、流程稳定、数据可信、人和AI都能完成任务。","updatedAt":"2026-07-07T06:53:27.148Z","url":"/articles/ai-automation/18-ai-agent-youhao-wangzhan"},{"title":"AI获客工具怎么选：Apollo、Clay、HubSpot、Salesforce、ChatGPT分别适合谁","slug":"18-ai-leadgen-tools-comparison","summary":"关键词：AI获客工具、Apollo教程、Clay教程、HubSpot AI","updatedAt":"2026-07-06T16:39:33.206Z","url":"/articles/ai-automation/18-ai-leadgen-tools-comparison"},{"title":"评论系列18：Alexa for Shopping 如何改变 Listing、评论和 Q&A：从页面优化到证据链优化","slug":"18-alexa-listing-qa-2026","summary":"以前，亚马逊卖家优化 Listing，核心动作很清楚。","updatedAt":"2026-06-30T10:10:02.369Z","url":"/articles/listing-optimization/18-alexa-listing-qa-2026"},{"title":"ChatGPT商业应用：跨境电商卖家如何用它提升运营效率","slug":"18-chatgpt-crossborder-business","summary":"摘要：跨境卖家的AI运营SOP","updatedAt":"2026-07-07T06:54:42.072Z","url":"/articles/fba-logistics/18-chatgpt-crossborder-business"},{"title":"Gemini API与Google AI Studio：开发者如何调用Gemini模型","slug":"18-gemini-api-ai-studio","summary":"摘要：把Gemini接进业务系统","updatedAt":"2026-07-06T22:43:12.650Z","url":"/articles/ai-automation/18-gemini-api-ai-studio"},{"title":"平台抓异常，为什么越来越像查关系网","slug":"18-graph-anomaly-survey-marketplace-risk","summary":"摘要：用图看懂账户风险信号 很多卖家遇到账户绩效问题时，第一反应是找“那一个指标”：是不是 ODR 超了、是不是某条差评触发了、是不是某个 IP 有问题、是不是广告被点爆了。 但平台风控很少只看一个点。真正危险的，往往是很多点连在一起之后，形成了不正常的关系结构。 这篇论文不是亚马逊官方账户健康算…","updatedAt":"2026-07-03T07:11:53.314Z","url":"/articles/account-compliance/18-graph-anomaly-survey-marketplace-risk"},{"title":"退货率背后的财务黑洞","slug":"18-return-rate-financial-black-hole","summary":"摘要：退款、不可售库存、二次销售、差评、客服成本 很多卖家看退货率，只把它当售后指标：这个月退了多少单，客服有没有处理完，买家有没有留下差评。但从财务角度看，退货不是把钱退回去这么简单，它会把广告费、库存、评分、仓储、客服时间和现金流一起拖进黑洞。 最危险的情况是：产品还在出单，广告还在跑，运营觉…","updatedAt":"2026-07-03T22:43:04.058Z","url":"/articles/finance-tax/18-return-rate-financial-black-hole"},{"title":"Stow为什么难：把货放进去，比把货拿出来更考验系统","slug":"18-stow-robotic-packing","summary":"摘要：从上架看库存质量","updatedAt":"2026-07-03T19:33:36.790Z","url":"/articles/fba-logistics/18-stow-robotic-packing"},{"title":"AI获客合规指南：冷邮件、退订、隐私和数据来源要注意什么","slug":"19-ai-leadgen-compliance-guide","summary":"关键词：冷邮件合规、CANSPAM、GDPR、PECR","updatedAt":"2026-07-06T16:39:33.207Z","url":"/articles/ai-automation/19-ai-leadgen-compliance-guide"},{"title":"ARMBench的启发：真实仓库数据比漂亮演示更重要","slug":"19-armbench-data","summary":"摘要：别只看样品图，要建立 SKU 的真实履约数据集。","updatedAt":"2026-07-03T19:42:55.167Z","url":"/articles/fba-logistics/19-armbench-data"},{"title":"同 IP 不是全部，行为相似也能连成风险图","slug":"19-behavioral-graph-fraud-detection","summary":"摘要：读懂软连接风控 很多卖家一聊到账户关联、风控和欺诈检测，第一反应就是“硬关联”：同 IP、同设备、同地址、同信用卡、同收货地址。 这些当然重要。但第 19 篇论文提醒我们：平台不一定只靠硬关联。即使两个交易没有共享设备、地址或 IP，只要行为路径足够相似，也可能被放进同一张风险图里。 这篇论…","updatedAt":"2026-07-03T07:19:58.473Z","url":"/articles/account-compliance/19-behavioral-graph-fraud-detection"},{"title":"ChatGPT企业版与数据安全：团队使用AI要注意什么","slug":"19-chatgpt-enterprise-security","summary":"摘要：团队用AI先定数据边界","updatedAt":"2026-07-07T07:16:28.285Z","url":"/articles/ai-automation/19-chatgpt-enterprise-security"},{"title":"Gemini Enterprise Agent Platform：Google如何做企业级AI Agent","slug":"19-gemini-enterprise-agent-platform","summary":"摘要：企业Agent重在治理","updatedAt":"2026-07-06T23:06:41.677Z","url":"/articles/ai-automation/19-gemini-enterprise-agent-platform"},{"title":"SKU越多，公司越赚钱吗？","slug":"19-sku-complexity-profit","summary":"摘要：SKU复杂度、库存占用、广告分散、管理成本 很多亚马逊团队扩张到一定阶段，都会遇到一个看起来很矛盾的问题：SKU 比以前多了，销售额也比以前高了，但公司反而更累、更缺钱，老板每天都在催补货、清库存、调广告、处理页面问题。 原因通常不是团队不努力，而是 SKU 数量超过了公司的管理能力和现金承…","updatedAt":"2026-07-04T01:53:11.662Z","url":"/articles/finance-tax/19-sku-complexity-profit"},{"title":"网站转化率优化：SEO流量来了以后，如何让用户留下和成交","slug":"19-wangzhan-zhuanhualv-youhua","summary":"摘要：SEO不是把人带进来就结束，而是让不同意图的用户都有下一步。","updatedAt":"2026-07-07T07:13:05.046Z","url":"/articles/ads-traffic/19-wangzhan-zhuanhualv-youhua"},{"title":"AI建站与SEO/GEO的未来：内容站、工具站和Agent入口会怎样融合","slug":"20-ai-jianzhan-seo-geo-weilai","summary":"摘要：未来网站不是一堆页面，而是内容、工具、数据和 Agent 可操作流程组成的业务入口。","updatedAt":"2026-07-07T07:33:13.152Z","url":"/articles/ai-automation/20-ai-jianzhan-seo-geo-weilai"},{"title":"如何做单品利润表？","slug":"20-asin-profit-statement","summary":"摘要：按ASIN核算收入、成本、广告、利润，判断产品生死 很多老板看店铺利润表时，会产生一种安全感：这个月整体还赚钱，销售额也在涨，说明公司状态还不错。但真正按 ASIN 拆开以后，经常会发现另一个事实：少数产品在赚钱，少数产品在烧钱，大量产品只是看起来有销售额。 单品利润表不是会计部门月底做账用…","updatedAt":"2026-07-04T15:27:11.791Z","url":"/articles/finance-tax/20-asin-profit-statement"},{"title":"机器人流量盯上商品页，平台怎么识别","slug":"20-bot-traffic-detection-ecommerce","summary":"摘要：看懂电商 Bot 流量检测 很多卖家遇到广告点击异常、Session 暴涨、转化不跟、竞品价格被秒跟、listing 访问很怪时，会怀疑“是不是被机器人盯上了”。 第 20 篇论文正好讲这个问题。它不是亚马逊官方论文，而是 Alibaba Group 与 Arizona State Univ…","updatedAt":"2026-07-03T07:28:50.927Z","url":"/articles/account-compliance/20-bot-traffic-detection-ecommerce"},{"title":"ChatGPT的未来：从聊天机器人到个人AI员工","slug":"20-chatgpt-future-ai-worker","summary":"摘要：把AI变成受控工作流","updatedAt":"2026-07-07T07:33:41.807Z","url":"/articles/ai-automation/20-chatgpt-future-ai-worker"},{"title":"AI自动获客的未来：从销售工具到AI销售团队","slug":"20-future-ai-sales-team","summary":"一句话结论：未来的销售团队不会只是多几个工具，而会变成“人负责判断和成交，AI负责资料搜集、草稿生成、提醒跟进、CRM更新和复盘分析”的协同系统。","updatedAt":"2026-07-06T16:39:33.210Z","url":"/articles/ai-automation/20-future-ai-sales-team"},{"title":"Gemini的未来：Google正在把AI放进搜索、浏览器、手机和工作系统","slug":"20-gemini-future","summary":"摘要：Gemini不是一个孤立工具","updatedAt":"2026-07-06T23:23:53.569Z","url":"/articles/ai-automation/20-gemini-future"},{"title":"Robin包裹抓取：大规模履约靠的是预测哪一次抓取更可能成功","slug":"20-robin-package-manipulation","summary":"摘要：从成功率看自动化","updatedAt":"2026-07-03T19:54:55.160Z","url":"/articles/fba-logistics/20-robin-package-manipulation"},{"title":"亚马逊评论系统深度调研：从风控、排序到 AI 摘要，卖家到底该看什么","slug":"2026","summary":"如果明天只能发一篇关于“亚马逊评论系统”的深度文章，我不会从“怎么要更多好评”讲起。","updatedAt":"2026-06-30T14:36:26.025Z","url":"/articles/listing-optimization/2026"},{"title":"亚马逊搜索排序，为什么不是只看相关性","slug":"21-multi-objective-product-search-ranking","summary":"摘要：读懂多目标商品搜索排序 很多卖家理解亚马逊搜索排序时，会把问题简化成一句话：关键词相关就能排上去。 第 21 篇 Amazon Science 论文会让这个理解更完整。论文《MultiObjective Ranking Optimization for Product Search Usin…","updatedAt":"2026-07-03T07:37:57.796Z","url":"/articles/account-compliance/21-multi-objective-product-search-ranking"},{"title":"如何做产品线利润表？","slug":"21-product-line-profit-statement","summary":"摘要：Body camera、skull model、golf basket等不同产品线对比 单个 ASIN 能赚钱，不代表产品线值得继续扩。老板要看一组产品吃掉了多少资源、换来多少利润。 这就是《亚马逊卖家创业财务课》第 21 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经…","updatedAt":"2026-07-03T15:07:49.625Z","url":"/articles/finance-tax/21-product-line-profit-statement"},{"title":"仓内调度如何影响吞吐：订单、pod、工作站必须一起优化","slug":"21-warehouse-scheduling","summary":"摘要：仓内不是线性流程","updatedAt":"2026-07-03T20:03:17.050Z","url":"/articles/fba-logistics/21-warehouse-scheduling"},{"title":"广告预算应该怎么分配？","slug":"22-ad-budget-allocation-by-stage","summary":"摘要：新品、稳定品、清仓品，不同阶段的广告预算逻辑 广告预算不是平均撒，也不是只给最会花钱的广告组，而是要服务产品阶段目标。 这就是《亚马逊卖家创业财务课》第 22 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、…","updatedAt":"2026-07-03T15:07:49.794Z","url":"/articles/finance-tax/22-ad-budget-allocation-by-stage"},{"title":"广告投放别只盯 ACOS：论文里的反馈控制课","slug":"22-multivariable-feedback-control-ads","summary":"摘要：用控制系统理解广告预算和利润 很多卖家做广告复盘，最容易陷进一个单指标思维：今天 ACOS 高了，马上降预算；今天订单多了，马上加预算。 问题是，广告系统不是一个按钮。预算、竞价、流量时段、转化延迟、归因窗口、库存和毛利会一起作用。你以为自己在“控 ACOS”，实际上可能是在制造震荡：上午降…","updatedAt":"2026-07-03T07:48:15.801Z","url":"/articles/account-compliance/22-multivariable-feedback-control-ads"},{"title":"让商品更适合FBA：包装不是成本项，而是履约兼容性","slug":"22-packaging-for-fba","summary":"摘要：FBA友好包装清单","updatedAt":"2026-07-03T20:13:38.994Z","url":"/articles/fba-logistics/22-packaging-for-fba"},{"title":"老品清仓的财务逻辑","slug":"23-clearance-financial-logic","summary":"摘要：亏本卖是否值得；回笼现金和继续压库存的取舍 老品清仓最难的不是降价，而是老板承认：亏本回现金，可能比继续等奇迹更理性。 这就是《亚马逊卖家创业财务课》第 23 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、…","updatedAt":"2026-07-03T15:07:49.994Z","url":"/articles/finance-tax/23-clearance-financial-logic"},{"title":"广告预算不是平均分：论文里的分层控制","slug":"23-hierarchical-ad-campaign-control","summary":"摘要：看懂 order 和 line 的预算协同 很多卖家遇到的广告难题，不是“一个广告活动要不要加预算”，而是更复杂的一类问题： 一个总预算下面，有多个广告组、多个 ASIN、多个关键词池或多个受众。每一条线都说自己要预算，但账户总预算、库存、毛利和风险红线又不允许所有线同时放量。 这时候，平均…","updatedAt":"2026-07-03T07:56:22.225Z","url":"/articles/account-compliance/23-hierarchical-ad-campaign-control"},{"title":"最后一公里数据集：路线不是地图上的最短线","slug":"23-last-mile-dataset","summary":"摘要：读懂真实配送路线","updatedAt":"2026-07-03T20:25:53.659Z","url":"/articles/fba-logistics/23-last-mile-dataset"},{"title":"为什么司机经验比算法最短路更重要","slug":"24-driver-experience","summary":"摘要：最后一公里的人机协同","updatedAt":"2026-07-03T20:32:46.877Z","url":"/articles/fba-logistics/24-driver-experience"},{"title":"现金流紧张时，先砍什么？","slug":"24-what-to-cut-when-cash-is-tight","summary":"摘要：广告、库存、SKU、人员、固定支出优先级 现金紧张时最怕平均砍预算。平均砍看似公平，实际会把赚钱业务也一起砍伤。 这就是《亚马逊卖家创业财务课》第 24 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、要不要…","updatedAt":"2026-07-03T15:07:50.183Z","url":"/articles/finance-tax/24-what-to-cut-when-cash-is-tight"},{"title":"创业公司固定成本和变动成本","slug":"25-fixed-variable-costs","summary":"摘要：工资、房租、软件、仓储、广告、采购成本的分类 老板真正需要知道的不是成本名字，而是这个成本会不会随着订单变化。 这就是《亚马逊卖家创业财务课》第 25 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、要不要借…","updatedAt":"2026-07-03T15:07:50.371Z","url":"/articles/finance-tax/25-fixed-variable-costs"},{"title":"大语言模型能做配送路径优化吗：AI不是万能调度员","slug":"25-language-model-routing","summary":"摘要：AI物流的边界","updatedAt":"2026-07-03T22:44:59.045Z","url":"/articles/fba-logistics/25-language-model-routing"},{"title":"盈亏平衡点：每个月要卖多少才不亏？","slug":"26-break-even-sales","summary":"摘要：固定成本、毛利、广告占比，算出保本销售额 很多老板不知道公司每个月醒来就要先赚多少钱，才能只是“不亏”。 这就是《亚马逊卖家创业财务课》第 26 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、要不要借钱。 …","updatedAt":"2026-07-03T15:07:50.560Z","url":"/articles/finance-tax/26-break-even-sales"},{"title":"可解释路线优化：为什么能解释有时比最优更重要","slug":"26-explainable-routing","summary":"摘要：最后一公里的可解释性","updatedAt":"2026-07-03T22:53:40.031Z","url":"/articles/fba-logistics/26-explainable-routing"},{"title":"跨境电商税务基础课","slug":"27-cross-border-tax-basics","summary":"摘要：VAT、销售税、进口关税、企业所得税、平台代扣 税务不是年底才找会计处理的事情，它会影响定价、利润、现金流和平台合规。 这就是《亚马逊卖家创业财务课》第 27 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、…","updatedAt":"2026-07-03T15:07:50.743Z","url":"/articles/finance-tax/27-cross-border-tax-basics"},{"title":"最后一公里如何反向影响Listing：时效承诺也是转化内容","slug":"27-last-mile-listing-impact","summary":"摘要：配送承诺进入前台体验","updatedAt":"2026-07-04T01:45:55.871Z","url":"/articles/fba-logistics/27-last-mile-listing-impact"},{"title":"算法管理与FBA效率：高效率背后也有人的边界","slug":"28-algorithmic-management","summary":"摘要：理解人机协同的另一面","updatedAt":"2026-07-04T01:53:02.728Z","url":"/articles/fba-logistics/28-algorithmic-management"},{"title":"贷款、库存融资和信用卡周转要不要用？","slug":"28-loans-inventory-financing-credit-card","summary":"摘要：资金成本、风险、现金流压力、什么时候适合借钱 借钱扩张不是坏事，坏的是用短钱赌长库存，用高成本资金救低利润产品。 这就是《亚马逊卖家创业财务课》第 28 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、要不要…","updatedAt":"2026-07-03T15:07:50.938Z","url":"/articles/finance-tax/28-loans-inventory-financing-credit-card"},{"title":"亚马逊仓建到哪里，会怎样改变当地市场","slug":"29-local-labor-market","summary":"摘要：别只看需求，也要看履约土壤","updatedAt":"2026-07-04T02:04:17.569Z","url":"/articles/fba-logistics/29-local-labor-market"},{"title":"老板每周应该看哪些财务数字？","slug":"29-weekly-finance-dashboard","summary":"摘要：现金余额、库存金额、TACOS、净利、回款、库存天数 老板不需要每天钻进会计科目，但每周必须知道公司有没有偏离航线。 这就是《亚马逊卖家创业财务课》第 29 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 SKU、要…","updatedAt":"2026-07-03T15:07:51.145Z","url":"/articles/finance-tax/29-weekly-finance-dashboard"},{"title":"30篇读完之后，卖家应该怎样重建自己的FBA经营SOP","slug":"30-fba-operating-sop","summary":"摘要：把FBA认知变成团队系统","updatedAt":"2026-07-04T02:13:37.714Z","url":"/articles/fba-logistics/30-fba-operating-sop"},{"title":"从卖货思维到经营公司思维","slug":"30-from-selling-products-to-running-company","summary":"摘要：建立财务仪表盘，用数字决定产品、广告、库存和扩张 真正的跨境创业升级，不是多开几个链接，而是从“会卖货”变成“会经营公司”。 这就是《亚马逊卖家创业财务课》第 30 篇要解决的问题。我们不讲学院派财务，而是把它拆成卖家每天都会遇到的经营动作：要不要加广告、要不要补货、要不要清仓、要不要扩 S…","updatedAt":"2026-07-03T15:07:51.347Z","url":"/articles/finance-tax/30-from-selling-products-to-running-company"},{"title":"Skill 系列 02：用 ABA 关键词报告，让 Agent 自动挖掘亚马逊细分市场","slug":"aba-keyword-niche-analysis-skill","summary":"选品不一定要从“产品”开始。 有时候，从一份 ABA 热搜词报告里，反而更容易看见真实的细分市场机会。","updatedAt":"2026-06-10T12:41:46.222Z","url":"/articles/ads-traffic/aba-keyword-niche-analysis-skill"},{"title":"AI 时代，普通跨境卖家怎么用好 AI？","slug":"ai-basic-01","summary":"不是多装几个工具，而是先建立 5 种底层能力","updatedAt":"2026-06-04T15:20:35.299Z","url":"/articles/ai-automation/ai-basic-01"},{"title":"AI 能力系统概览：跨境卖家最该练的 5 种能力","slug":"ai-basic-02","summary":"很多跨境卖家一学 AI，就会掉进一个坑：今天看到 ChatGPT，就去学 ChatGPT；明天看到 Midjourney，就去学画图；后天看到 Codex，又想学 AI 编程；再过两天看到 Agent 自动化，又觉得自己落后了。","updatedAt":"2026-06-05T13:53:22.787Z","url":"/articles/ai-automation/ai-basic-02"},{"title":"AI 工具怎么选：跨境卖家别再乱装了","slug":"ai-basic-03","summary":"不是哪个工具火就学哪个，而是先看你要解决什么业务问题。","updatedAt":"2026-06-05T15:13:35.792Z","url":"/articles/ai-automation/ai-basic-03"},{"title":"思考能力：把 AI 变成跨境卖家的对话外脑","slug":"ai-basic-04","summary":"AI 不是替你做决定的老板，而是帮你把模糊问题想清楚的外脑。你给事实、定方向、做反馈，它才真正好用。","updatedAt":"2026-06-06T08:41:23.901Z","url":"/articles/ai-automation/ai-basic-04"},{"title":"积累能力：给跨境卖家搭一个 AI 知识库系统","slug":"ai-basic-05","summary":"AI 不是只会临时回答问题。把产品、竞品、关键词、广告复盘沉淀下来，它就能变成你店铺里的“第二个运营大脑”。","updatedAt":"2026-06-06T09:12:28.956Z","url":"/articles/ai-automation/ai-basic-05"},{"title":"表达能力：让 AI 帮你把跨境卖点讲出去","slug":"ai-basic-06","summary":"AI 不是替你“随便写一段”，而是帮你把产品卖点、用户痛点和转化目标，变成更容易被看懂、被相信、被点击的内容。","updatedAt":"2026-06-06T09:31:03.369Z","url":"/articles/ai-automation/ai-basic-06"},{"title":"产品能力：不会写代码，也能做跨境小工具","slug":"ai-basic-07","summary":"AI 编程不是让你变程序员，而是把选品、Listing、广告复盘里的重复判断，做成能反复使用的小工具。","updatedAt":"2026-06-06T10:28:24.797Z","url":"/articles/ai-automation/ai-basic-07"},{"title":"执行能力：让 AI Agent 变成跨境运营执行员","slug":"ai-basic-08","summary":"Agent 不是更会聊天的 AI，而是能围绕一个目标，调用资料和工具，把任务一步步推进下去的 AI 执行员。","updatedAt":"2026-06-06T10:53:25.411Z","url":"/articles/ai-automation/ai-basic-08"},{"title":"AI知识库是什么？为什么它会成为AI时代的基础设施","slug":"ai-knowledge-01","summary":"不是把文件丢给AI，而是把经验变成可检索、可引用、可更新的业务系统","updatedAt":"2026-07-06T16:37:40.401Z","url":"/articles/ai-automation/ai-knowledge-01"},{"title":"从文件夹到AI知识库：资料管理方式正在发生什么变化","slug":"ai-knowledge-02","summary":"资料管理正在从“我去找文件”，变成“AI 带着证据回答业务问题”","updatedAt":"2026-07-06T16:59:49.160Z","url":"/articles/ai-automation/ai-knowledge-02"},{"title":"RAG入门：AI知识库背后的核心原理","slug":"ai-knowledge-03","summary":"从上传资料到生成答案，拆开看 AI 为什么能查到、也为什么会答错","updatedAt":"2026-07-06T17:18:27.368Z","url":"/articles/ai-automation/ai-knowledge-03"},{"title":"AI知识库和长上下文有什么区别？为什么不能只靠大模型直接读文件","slug":"ai-knowledge-04","summary":"长上下文适合一次性深读，知识库适合长期检索、多人复用和持续更新","updatedAt":"2026-07-06T17:38:11.116Z","url":"/articles/ai-automation/ai-knowledge-04"},{"title":"个人AI知识库怎么搭建：读书、课程、文章、PDF的整理方法","slug":"ai-knowledge-05","summary":"不要再做收藏夹，把资料变成能支持写作、选品、学习和决策的个人工作系统","updatedAt":"2026-07-06T17:58:34.068Z","url":"/articles/ai-automation/ai-knowledge-05"},{"title":"团队AI知识库怎么搭建：SOP、培训、产品资料、客服话术如何沉淀","slug":"ai-knowledge-06","summary":"让团队经验从聊天记录和老员工脑子里，进入可检索、可更新、可交接的系统","updatedAt":"2026-07-06T18:18:22.800Z","url":"/articles/ai-automation/ai-knowledge-06"},{"title":"跨境电商AI知识库：亚马逊卖家如何沉淀产品、广告、客服和运营经验","slug":"ai-knowledge-07","summary":"以 SKU 为中心，把产品事实、Listing 版本、Review、广告、客服和复盘变成可调用资产","updatedAt":"2026-07-06T18:38:37.005Z","url":"/articles/ai-automation/ai-knowledge-07"},{"title":"AI知识库工具怎么选：NotebookLM、ChatGPT Projects、Gemini、Claude、Dify分别适合谁","slug":"ai-knowledge-08","summary":"不要问哪个工具最强，先判断你是在做资料研究、长期项目、长文分析还是团队 RAG 应用","updatedAt":"2026-07-06T19:01:19.738Z","url":"/articles/ai-automation/ai-knowledge-08"},{"title":"NotebookLM知识库教程：如何把PDF、网页、YouTube和笔记变成可问答资料库","slug":"ai-knowledge-09","summary":"不要把资料一股脑丢进去，真正好用的 NotebookLM 知识库要按来源、问题、引用和笔记来设计","updatedAt":"2026-07-06T19:20:20.068Z","url":"/articles/ads-traffic/ai-knowledge-09"},{"title":"ChatGPT Projects知识库教程：如何为一个长期项目建立AI工作台","slug":"ai-knowledge-10","summary":"把零散聊天变成可持续复用的项目上下文，让 AI 围绕同一个目标、同一套资料和同一套规则工作","updatedAt":"2026-07-06T19:40:07.911Z","url":"/articles/ai-automation/ai-knowledge-10"},{"title":"Dify知识库教程：不用写太多代码，也能搭建一个RAG问答机器人","slug":"ai-knowledge-11","summary":"Dify 降低的是应用搭建门槛，不是知识治理门槛；真正可用的机器人要从资料、检索、提示词、测试和日志开始","updatedAt":"2026-07-06T19:59:29.644Z","url":"/articles/fba-logistics/ai-knowledge-11"},{"title":"向量数据库入门：Embedding、Chunk、Hybrid Search、Rerank到底是什么","slug":"ai-knowledge-12","summary":"别把它当技术黑话，它决定的是你的知识库能不能在正确时间找到正确资料","updatedAt":"2026-07-06T20:19:34.786Z","url":"/articles/fba-logistics/ai-knowledge-12"},{"title":"AI知识库质量优化：为什么你的知识库问不准、答不全、经常胡说","slug":"ai-knowledge-13","summary":"别急着换模型，先把错误拆回资料、切片、元数据、检索、重排、提示词和日志评测","updatedAt":"2026-07-06T20:39:35.961Z","url":"/articles/ai-automation/ai-knowledge-13"},{"title":"企业AI知识库安全：权限、隐私、数据边界和版本管理怎么做","slug":"ai-knowledge-14","summary":"企业知识库不是资料越多越好，而是该进的能进、该看的人能看、该拒答的问题必须拒答","updatedAt":"2026-07-06T21:02:54.629Z","url":"/articles/ai-automation/ai-knowledge-14"},{"title":"AI知识库的未来：从资料问答到企业 AI Agent 大脑","slug":"ai-knowledge-15","summary":"未来真正值钱的不是“会聊天的知识库”，而是能给 Agent 提供依据、边界、工具和复盘记录的业务大脑。","updatedAt":"2026-07-06T21:25:10.185Z","url":"/articles/ai-automation/ai-knowledge-15"},{"title":"AI知识库系列文章摘要","slug":"ai-knowledge-series-abstracts","summary":"摘要：把资料变成可调用系统 副标题：它不是存文件，而是让AI能查找、理解、引用和复用你的资料 关键词：AI知识库、AI知识库是什么、知识库教程 文件：aiknowledge01wechat.md / aiknowledge01wechat.html / aiknowledge01wechatinl…","updatedAt":"2026-07-06T16:32:18.792Z","url":"/articles/ai-automation/ai-knowledge-series-abstracts"},{"title":"给一个类目链接，自动生成飞书调研报告：我为什么做这个 Amazon 类目调研 Skill","slug":"amazon-category-research-skill","summary":"摘要：类目调研接入飞书工作流","updatedAt":"2026-06-18T07:37:30.997Z","url":"/articles/fba-logistics/amazon-category-research-skill"},{"title":"新品开打前，先打一场竞品单挑：我为什么做这个 Amazon 竞品对比 Skill","slug":"amazon-competitor-comparison-skill","summary":"摘要：推广前先算清能不能打赢","updatedAt":"2026-06-15T12:45:13.517Z","url":"/articles/ads-traffic/amazon-competitor-comparison-skill"},{"title":"用 Claude Code 做一个亚马逊 Listing 文案质检网站：小白也能照着做","slug":"amazon-listing-checker","summary":"很多做跨境电商的朋友，写 Listing 时都会遇到一个问题：","updatedAt":"2026-05-28T15:25:11.429Z","url":"/articles/ads-traffic/amazon-listing-checker"},{"title":"别再一格格填后台了：我把 Amazon Listing 模板上传做成了一个 Skill","slug":"amazon-listing-template-skill","summary":"平时做亚马逊 Listing，最容易被低估的一件事，就是创建链接。","updatedAt":"2026-06-25T14:25:52.994Z","url":"/articles/fba-logistics/amazon-listing-template-skill"},{"title":"Skill 系列 01：用 Amazon 产品分析 Skill，让 Agent 自动完成选品调研报告","slug":"amazon-product-analysis-skill","summary":"一个好的 Skill，不是多写几句提示词。 它更像是把一套成熟的业务判断流程，交给 AI 稳定执行。","updatedAt":"2026-06-06T09:00:04.887Z","url":"/articles/fba-logistics/amazon-product-analysis-skill"},{"title":"我做了个亚马逊搜索词广告小工具：真正想解决的不是报表，而是每周优化 SOP","slug":"amazon-search-term-agent","summary":"摘要：把广告报表变成优化SOP","updatedAt":"2026-06-21T09:40:21.328Z","url":"/articles/ads-traffic/amazon-search-term-agent"},{"title":"别再让 AI 直接画图：我们把亚马逊旗舰店创建做成了一个 Skill","slug":"amazon-storefront-designer-skill","summary":"很多卖家第一次用 AI 做亚马逊旗舰店，最容易踩的坑是：","updatedAt":"2026-06-23T10:35:43.091Z","url":"/articles/ai-automation/amazon-storefront-designer-skill"},{"title":"亚马逊标题缩到 75 字符：这不是文案小修，而是搜索逻辑换挡","slug":"amazon-title-75chars","summary":"2026 年 7 月 27 日起，除 Media 类目外，亚马逊所有类目的商品标题需要控制在 75 个字符以内。标题变短之后，卖家真正要重做的，不只是标题，而是整套 Listing 信息结构。","updatedAt":"2026-06-11T05:07:58.297Z","url":"/articles/fba-logistics/amazon-title-75chars"},{"title":"想用 Claude Code？先把这 4 个基础工具装好","slug":"claude-code-env","summary":"很多人第一次接触 Claude Code，会卡在同一个地方：","updatedAt":"2026-05-25T06:24:47.277Z","url":"/articles/ai-automation/claude-code-env"},{"title":"Claude Code 打开后不会用？这篇带你看懂界面和常用操作","slug":"claude-code-ui","summary":"很多人前面已经把 Python、Node.js、Git、VS Code、Claude Code 都装好了。","updatedAt":"2026-05-28T13:27:22.035Z","url":"/articles/ai-automation/claude-code-ui"},{"title":"Codex 到底是什么？为什么跨境电商人也要学它","slug":"codex-crossborder-01","summary":"Codex 跨境电商实战系列 01 这篇先不讲安装，也不讲复杂代码。我们先把一个问题讲明白：Codex 到底是什么？它和 Claude Code 有什么区别？跨境电商人为什么值得学？","updatedAt":"2026-05-30T14:19:42.290Z","url":"/articles/ai-automation/codex-crossborder-01"},{"title":"新手怎么用上 Codex？账号、环境、第一条任务，一篇讲清楚","slug":"codex-crossborder-02","summary":"Codex 跨境电商实战系列 02 上一篇我们讲了 Codex 是什么。这一篇解决更实际的问题：我现在到底怎么开始用？要准备什么账号？电脑要装什么？第一条任务应该怎么写？","updatedAt":"2026-05-30T15:48:05.388Z","url":"/articles/ai-automation/codex-crossborder-02"},{"title":"Codex 怎么做 Skills 和接入 MCP？把重复运营流程变成你的专属 AI 工具链","slug":"codex-crossborder-03","summary":"Codex 跨境电商实战系列 03 前两篇我们讲了 Codex 是什么，以及新手怎么开始用。这一篇开始进入进阶：怎么让 Codex 记住你的运营方法？怎么让它连接外部工具和数据？答案就是 Skills 和 MCP。","updatedAt":"2026-05-31T00:18:24.910Z","url":"/articles/ai-automation/codex-crossborder-03"},{"title":"用 Codex 做一个每天 8 点自动选品 Skill：新闻趋势、卖家精灵 MCP、飞书群推送全打通","slug":"codex-crossborder-04","summary":"Codex 跨境电商实战系列 04 前三篇我们讲了 Codex、入门环境、Skills 和 MCP。这一篇做一个更像真实业务的自动化：每天早上 8 点，从 Google Trends RSS 抓趋势新闻，让 Codex 提取产品机会，再调用卖家精灵 MCP 初筛，最后推送到飞书群。","updatedAt":"2026-05-31T15:06:47.642Z","url":"/articles/ai-automation/codex-crossborder-04"},{"title":"Codex 插件实战：Chrome 自动化、HyperFrames 视频，以及怎么做自己的第一个插件","slug":"codex-crossborder-05","summary":"Codex 跨境电商实战系列 05 前几篇我们讲了 Codex、环境、Skills、MCP 和自动选品。这一篇讲一个更关键的变化：Codex 插件正在让 Codex 从“写代码助手”，变成“能连接工具、操作页面、生成素材、跑业务流程的 AI 工作台”。","updatedAt":"2026-06-03T05:54:30.881Z","url":"/articles/ai-automation/codex-crossborder-05"},{"title":"跨境人搭建独立站，被 Codex 改写了","slug":"codex-crossborder-website","summary":"把产品资料丢给 Codex，它会一步步带你把网站搭起来","updatedAt":"2026-06-09T05:38:02.723Z","url":"/articles/ai-automation/codex-crossborder-website"},{"title":"跨境人的说明书创作，被 Codex 改写了","slug":"codex-manual-creation","summary":"一年前，要做一本能外发印刷的小本说明书，我还需要自建系统、规划尺寸、来回切换多个工具。现在，把厂家说明书丢给 Codex，再给它一句明确需求，它就能先出优化方案，确认后直接生成可印刷 PDF。","updatedAt":"2026-06-08T09:19:17.610Z","url":"/articles/ai-automation/codex-manual-creation"},{"title":"别再让 AI 随便改说明书了：用 Codex 做一套可复用的矢量 PDF 生产线","slug":"codex-vector-manual-system","summary":"不是让 AI 去模仿设计师点鼠标，而是让 AI 用代码把说明书画出来。","updatedAt":"2026-06-29T09:14:01.765Z","url":"/articles/ai-automation/codex-vector-manual-system"},{"title":"怎么搭建一家跨境 AI 公司？","slug":"crossborder-ai-company","summary":"真正的跨境 AI 公司，不是多开几个 ChatGPT 账号，而是把岗位、数据、Skill、Agent 和协同系统重新组织一遍。","updatedAt":"2026-06-24T05:13:08.402Z","url":"/articles/ai-automation/crossborder-ai-company"},{"title":"跨境 AI 入门指南导航页：新手从这篇开始","slug":"crossborder-ai-guide-nav","summary":"这是一张给跨境卖家的 AI 学习地图。 如果你刚关注，不知道从哪里开始，建议先收藏这一篇。","updatedAt":"2026-06-05T15:03:14.795Z","url":"/articles/ai-automation/crossborder-ai-guide-nav"},{"title":"跨境人要先补的，不是 AI 课，而是这套 AI 基建","slug":"crossborder-ai-infrastructure","summary":"我花半天帮一个零基础朋友搭好 AI 入口，越想越觉得跨境人应该先照着做一遍。 前几天，一个发小来找我。 他以前几乎没有认真用过 AI，属于真正的零基础。但他很直接：现在大家都在讲 AI，他不想再只听热闹，想从零开始把这件事真正用起来。 我没有先给他讲提示词，也没有推荐一堆课程。 我让他现场去买了一…","updatedAt":"2026-06-16T13:21:58.563Z","url":"/articles/ai-automation/crossborder-ai-infrastructure"},{"title":"今天，跨境人也来高考：亚马逊文科卷 + 理科卷","slug":"crossborder-gaokao-2026","summary":"2026 年 6 月 7 日，高考语文作文聊“词语的理解”。那跨境人的成长里，哪些词也被我们重新理解过？今天出一套 23 分钟能做完的亚马逊跨境人小试卷。","updatedAt":"2026-06-07T08:01:41.201Z","url":"/articles/fba-logistics/crossborder-gaokao-2026"},{"title":"修复一个 Hermes Agent 技能后，我更确定：问 AI 问题前，要先让它读懂项目","slug":"hermes-skill-repair","summary":"摘要：先让AI读项目再修问题","updatedAt":"2026-06-26T16:34:44.046Z","url":"/articles/ai-automation/hermes-skill-repair"},{"title":"别再靠刷榜选品了：用 LinkFox Skills 搭一条自动找机会的选品流水线","slug":"linkfox-skill-selection","summary":"Google 热搜在变，Amazon 站内结果在变，竞品价格在变，评论在变，关键词流量也在变。你刷榜、收藏、截图、做 Excel，忙了一圈，最后还是靠感觉拍板。","updatedAt":"2026-06-26T07:42:03.607Z","url":"/articles/ads-traffic/linkfox-skill-selection"},{"title":"linkfox spapi codex","slug":"linkfox-spapi-codex","summary":"LinkFox × Codex 实战 亚马逊运营自动化，最难的不是 AI，而是数据：LinkFox 把 SPAPI 装进了 Codex AI 运营真正的分水岭，不是会不会写文案，而是能不能读到可信数据。 封面主视觉：让 Codex 接入亚马逊店铺数据，运营自动化才真正开始。 过去这一年，很多跨境卖…","updatedAt":"2026-06-15T08:09:49.329Z","url":"/articles/ai-automation/linkfox-spapi-codex"},{"title":"参加 LinkFoxAI 626 发布会后，我更确定一件事：跨境 AI 的下一站不是工具，而是流程系统","slug":"linkfoxai-626","summary":"30字摘要：AI Agent OS正在重做跨境SOP","updatedAt":"2026-07-01T04:23:13.138Z","url":"/articles/ai-automation/linkfoxai-626"},{"title":"做亚马逊前，先把这6件事准备好","slug":"seller-university-01-new-seller-start","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T17:06:28.516Z","url":"/articles/ads-traffic/seller-university-01-new-seller-start"},{"title":"选亚马逊第一站，不要只盯美国站","slug":"seller-university-02-marketplace-choice","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T17:14:50.855Z","url":"/articles/ads-traffic/seller-university-02-marketplace-choice"},{"title":"KYC审核卡住，通常不是因为资料少","slug":"seller-university-03-kyc-account-review","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T17:35:18.894Z","url":"/articles/listing-optimization/seller-university-03-kyc-account-review"},{"title":"新手进卖家后台，先看这4类报告","slug":"seller-university-04-seller-central-reports","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T18:04:10.924Z","url":"/articles/ads-traffic/seller-university-04-seller-central-reports"},{"title":"账户健康不是扣分表：卖家每天该盯什么？","slug":"seller-university-05-account-health-daily-check","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T18:40:19.939Z","url":"/articles/fba-logistics/seller-university-05-account-health-daily-check"},{"title":"这些“运营技巧”，在亚马逊眼里可能是红线","slug":"seller-university-06-policy-red-lines","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T19:12:27.716Z","url":"/articles/ads-traffic/seller-university-06-policy-red-lines"},{"title":"选品不是找爆款：用五个维度判断产品值不值得做","slug":"seller-university-07-product-selection-framework","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T19:41:40.447Z","url":"/articles/ads-traffic/seller-university-07-product-selection-framework"},{"title":"上架前准备清单：别等创建 Listing 时才补资料","slug":"seller-university-08-prelisting-checklist","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T20:14:23.939Z","url":"/articles/ads-traffic/seller-university-08-prelisting-checklist"},{"title":"Listing基础：一个详情页如何同时服务搜索和转化","slug":"seller-university-09-listing-search-conversion","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T20:40:43.251Z","url":"/articles/fba-logistics/seller-university-09-listing-search-conversion"},{"title":"图片与类目差异：服饰和消费电子，不能用同一套模板","slug":"seller-university-10-category-image-optimization","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T21:11:36.581Z","url":"/articles/listing-optimization/seller-university-10-category-image-optimization"},{"title":"AI优化Listing：哪些能交给AI，哪些必须人工校验？","slug":"seller-university-11-ai-listing-human-review","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T21:46:46.152Z","url":"/articles/ads-traffic/seller-university-11-ai-listing-human-review"},{"title":"Listing报错处理：批量上传、错误码、变体修复怎么做？","slug":"seller-university-12-listing-error-troubleshooting","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T22:11:10.667Z","url":"/articles/fba-logistics/seller-university-12-listing-error-troubleshooting"},{"title":"FBA、MFN、SFP怎么选：履约模式背后的成本与体验","slug":"seller-university-13-fulfillment-mode-choice","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T22:44:36.753Z","url":"/articles/fba-logistics/seller-university-13-fulfillment-mode-choice"},{"title":"FBA入仓前准备：包装、标签、仓储规则和常见坑","slug":"seller-university-14-fba-inbound-preparation","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T23:09:43.519Z","url":"/articles/fba-logistics/seller-university-14-fba-inbound-preparation"},{"title":"库存健康：IPI、不健康库存、容量管理到底看什么？","slug":"seller-university-15-inventory-health","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-01T23:41:07.005Z","url":"/articles/ads-traffic/seller-university-15-inventory-health"},{"title":"FBA费用与仓储费：哪些费用能提前控制？","slug":"seller-university-16-fba-fee-control","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T00:12:35.448Z","url":"/articles/ads-traffic/seller-university-16-fba-fee-control"},{"title":"跨境物流方案：AGL、SEND、AWD和供应链工具怎么理解？","slug":"seller-university-17-crossborder-logistics","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T00:41:22.947Z","url":"/articles/fba-logistics/seller-university-17-crossborder-logistics"},{"title":"买家退货诊断：VOC、退货页面、FIT/CRAI能告诉你什么？","slug":"seller-university-18-return-diagnostics","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T01:17:05.867Z","url":"/articles/fba-logistics/seller-university-18-return-diagnostics"},{"title":"降低退货成本：部分退款、仅退款、评级与转售怎么用？","slug":"seller-university-19-return-cost-optimization","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T01:43:08.410Z","url":"/articles/ads-traffic/seller-university-19-return-cost-optimization"},{"title":"新ASIN冷启动全流程：准备期、测试期、优化期、扩张期","slug":"seller-university-20-new-asin-cold-start","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T03:06:48.841Z","url":"/articles/ads-traffic/seller-university-20-new-asin-cold-start"},{"title":"广告启动前：Listing和ASIN机会是否已经达标？","slug":"seller-university-21-before-ads-readiness","summary":"系列：亚马逊卖家大学精读：从开店到增长的30堂运营课","updatedAt":"2026-07-02T03:19:40.576Z","url":"/articles/ads-traffic/seller-university-21-before-ads-readiness"},{"title":"SP、SB、Stores基础：广告产品不是越多越好","slug":"seller-university-22-sp-sb-stores-choice","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第22篇。","updatedAt":"2026-07-02T03:39:15.030Z","url":"/articles/ads-traffic/seller-university-22-sp-sb-stores-choice"},{"title":"关键词、CPC、自动投放、商品投放：广告优化的四个抓手","slug":"seller-university-23-ad-optimization-four-levers","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第23篇。","updatedAt":"2026-07-02T04:07:22.630Z","url":"/articles/ads-traffic/seller-university-23-ad-optimization-four-levers"},{"title":"从广告报告到动作：Campaign Manager和批量操作怎么用？","slug":"seller-university-24-campaign-manager-bulk-operations","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第24篇。","updatedAt":"2026-07-02T04:36:21.130Z","url":"/articles/ads-traffic/seller-university-24-campaign-manager-bulk-operations"},{"title":"ASIN生命周期广告打法：新品、成长期、成熟期怎么分？","slug":"seller-university-25-asin-lifecycle-ad-strategy","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第25篇。","updatedAt":"2026-07-02T05:09:23.774Z","url":"/articles/ads-traffic/seller-university-25-asin-lifecycle-ad-strategy"},{"title":"促销工具矩阵：Coupon、Deal、Prime专享、Outlet、Points","slug":"seller-university-26-promotion-tool-matrix","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第26篇。","updatedAt":"2026-07-02T05:41:43.306Z","url":"/articles/ads-traffic/seller-university-26-promotion-tool-matrix"},{"title":"旺季准备：促销、广告、物流为什么必须一起排？","slug":"seller-university-27-peak-season-integrated-plan","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第27篇。","updatedAt":"2026-07-02T06:10:05.702Z","url":"/articles/ads-traffic/seller-university-27-peak-season-integrated-plan"},{"title":"Amazon Business：B2B卖家的机会、数量折扣和行业选品","slug":"seller-university-28-amazon-business-b2b-opportunity","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第28篇。","updatedAt":"2026-07-02T06:43:20.903Z","url":"/articles/ads-traffic/seller-university-28-amazon-business-b2b-opportunity"},{"title":"品牌备案与商标：Brand Registry前置动作和常见坑","slug":"seller-university-29-brand-registry-trademark","summary":"本文是《亚马逊卖家大学精读：从开店到增长的30堂运营课》第29篇。","updatedAt":"2026-07-02T07:11:42.375Z","url":"/articles/ads-traffic/seller-university-29-brand-registry-trademark"},{"title":"品牌旗舰店、A+、品牌故事、品牌保护：从卖货到品牌资产","slug":"seller-university-30-brand-assets","summary":"本文来源于亚马逊卖家大学“打造您的品牌”“亚马逊品牌保护”“广告与品牌成长实操”相关课件，重点参考《CNGSEstablishingbrandidentity3.3StoreandStoreQualityScoreSQSBestPractice.pdf》《CNGSAds1.5Stores.pdf》…","updatedAt":"2026-07-02T07:39:42.362Z","url":"/articles/ads-traffic/seller-university-30-brand-assets"},{"title":"用 Claude Code + 卖家精灵 MCP 做一个选品网站：关键词、蓝海、趋势三种方法一次跑完","slug":"sellersprite-mcp-product-selection","summary":"很多跨境电商新手一听到“选品”，脑子里就会冒出一堆问题：","updatedAt":"2026-05-29T15:39:51.872Z","url":"/articles/ads-traffic/sellersprite-mcp-product-selection"},{"title":"Sif MCP 实测：用 AI 反查竞品流量和广告动作","slug":"sif-mcp","summary":"跨境卖家做 AI，最难的不是让 AI 会聊天，而是让 AI 拿到能支撑判断的数据。","updatedAt":"2026-07-03T09:59:08.588Z","url":"/articles/ai-automation/sif-mcp"},{"title":"Prime Day 别只盯广告位：多变体自然位，可能是被低估的流量红利","slug":"sif-multi-variant-organic-traffic","summary":"大促期间，广告坑位大家都在抢。 但有一类自然流量，很多卖家还没算清楚：同一个关键词下，多个变体同时拿到自然位。","updatedAt":"2026-06-19T16:19:13.417Z","url":"/articles/fba-logistics/sif-multi-variant-organic-traffic"},{"title":"Prime Day前想参考竞品去年的打法？一个Skill直接给你出一份完整的竞对打法拆解报告（文末开源该Skill）","slug":"sif-prime-day-ai-analysis","summary":"运营时光机 + 广告部分真实截图：看清竞品什么时候起量、哪些词拉动、广告怎么接。","updatedAt":"2026-06-10T06:01:31.441Z","url":"/articles/fba-logistics/sif-prime-day-ai-analysis"}],"series":[{"title":"亚马逊账号健康 30 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系统深度解析」专题合集。","url":"/series/amazon-fba-system-series"},{"title":"亚马逊广告算法论文系列","slug":"amazon-ads-paper-series","description":"来自公众号文章库的「亚马逊广告算法论文系列」专题合集。","url":"/series/amazon-ads-paper-series"},{"title":"亚马逊卖家创业财务课","slug":"amazon-finance-series","description":"来自公众号文章库的「亚马逊卖家创业财务课」专题合集。","url":"/series/amazon-finance-series"},{"title":"亚马逊卖家大学 30 篇","slug":"amazon-seller-university-30","description":"来自公众号文章库的「亚马逊卖家大学 30 篇」专题合集。","url":"/series/amazon-seller-university-30"},{"title":"亚马逊评论系统深度研究","slug":"amazon-review-system-research","description":"来自公众号文章库的「亚马逊评论系统深度研究」专题合集。","url":"/series/amazon-review-system-research"},{"title":"亚马逊搜索算法论文系列","slug":"amazon-search-paper-series","description":"来自公众号文章库的「亚马逊搜索算法论文系列」专题合集。","url":"/series/amazon-search-paper-series"},{"title":"亚马逊账户绩效专题","slug":"amazon-account-performance-series","description":"来自公众号文章库的「亚马逊账户绩效专题」专题合集。","url":"/series/amazon-account-performance-series"},{"title":"亚马逊组织结构与团队 Case 专题","slug":"amazon-organization-team-case","description":"来自公众号文章库的「亚马逊组织结构与团队 Case 专题」专题合集。","url":"/series/amazon-organization-team-case"},{"title":"Codex 跨境运营自动化","slug":"codex-crossborder-series","description":"来自公众号文章库的「Codex 跨境运营自动化」专题合集。","url":"/series/codex-crossborder-series"}],"tools":[{"name":"FBA 费用估算器","slug":"fba-fee-calculator","description":"根据尺寸、重量、售价和佣金比例估算 FBA 费用与利润空间。","url":"/tools/fba-fee-calculator"},{"name":"利润率计算器","slug":"profit-calculator","description":"输入售价、产品成本、FBA、佣金和广告成本，得到利润、毛利率和 ROI。","url":"/tools/profit-calculator"},{"name":"ACOS 计算器","slug":"acos-calculator","description":"快速计算广告花费占广告销售额比例，并对照利润安全边界。","url":"/tools/acos-calculator"}],"resources":[{"title":"账号健康检查表","slug":"account-health-checklist","description":"用于每周检查账号指标、绩效通知、资料状态和风险责任人的 SOP 表。","url":"/resources#account-health-checklist"},{"title":"FBA 费用测算表","slug":"fba-fee-sheet","description":"适合选品阶段记录售价、尺寸、重量、费用和利润区间的 Excel 模板。","url":"/resources#fba-fee-sheet"},{"title":"广告搜索词复盘模板","slug":"ad-report-template","description":"按搜索词、订单、花费和 ACOS 记录广告复盘结论的表格模板。","url":"/resources#ad-report-template"},{"title":"Listing 自检表","slug":"listing-review-sheet","description":"从标题、五点、图片、A+ 和 Review 维度检查 Listing 转化问题。","url":"/resources#listing-review-sheet"}]}