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Spring AI Retries and Embeddings: Failed Answers and Full Re-indexes — LLM Cost Control 4/4
从重试到嵌入索引，手把手教你避开LLM成本失控的隐形坑，实战性极强。
Across the first three parts of this series, the goal has stayed the same: send fewer tokens without losing what the model actually needs to answer we…
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Show HN: GitHub Dashboard aka GitBiased
GitHub 项目太多看不过来？这个仪表盘把 PR、开发动态集中管理，还能每周自动汇总工作周报。
Hi all. I'm working on GitBiased platform. Basically the idea is to let you or your team (manager) know what is happening at the moment in your develo…
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苹果全新 Mac mini 发布：可选 M6 或 M5 Pro 芯片，6999 元起售
苹果新Mac mini正式发布，可选M6或M5 Pro芯片，LLM推理速度最高提升13.5倍，游戏性能翻倍，起售价6999元。
IT之家 8 月 25 日消息，苹果今日正式发布全新 Mac mini 便携式主机，搭载全新 M6 芯片与此前已经推出的 M5 Pro 芯片，通过其标志性的超小型台式机设计带来性能的显著升级及更广泛的适用性。 根据苹果介绍，配备 M6 芯片后，Mac mini 的 AI 性能最高可提升 4 倍，存储…
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小米平板 9 Pro Max 首发搭载玄戒 O3 芯片，9 月发布
首发玄戒O3，跑分破500万，三芯集结，小米自研芯片迎来高光时刻！
IT之家 8 月 24 日消息，小米官方今天宣布， 小米平板 9 Pro Max 将首发搭载玄戒 O3 AI 旗舰处理器 ， 9 月发布 ，号称是小米最强的专业生产力平板。 截至目前，小米暂未公布这款平板的外观。据IT之家了解，玄戒 O3 将是首个突破安兔兔跑分 500 万分的旗舰 SoC，也是小米…
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PrimeAgentOrchestrator: Memory-Primed Agent Spawning for Personal AI Infrastructure
编码代理失忆难题有解了：为新会话预载记忆，让AI助手接续上下文
arXiv:2608.20342v1 Announce Type: new Abstract: Large language model (LLM) coding agents start each session with an empty context window, discarding a…
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Stop chasing fads. Operate Claude like a startup founder.
用创业者的成本思维使用Claude：缓存不变的系统提示词与工具定义，输入成本能降到约十分之一。
I am running an AI-native startup. Early on though, I would spend so much time staying ahead of every new AI hot take that I lost focus on what I need…
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Lucid Train
还在为接手老代码发愁？Lucid Train帮你快速构建系统设计，理清代码库架构，开发效率直接翻倍！
Build system design for new and existing codebase Discussion | Link
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How to Choose the Right Web Development Approach for a Business Website
别再纠结用WordPress还是React，从业务目标倒推，选对网站开发方案。
Choosing a technology stack for a business website is often treated as a technical decision. It shouldn't be. The technology affects development time,…
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Prism Reviewer – Multi-agent AI code reviewer built with LangGraph and LiteLLM
多智能体自动审查PR，精准定位MAJOR与CRITICAL问题，LangGraph驱动的高效代码审查利器
Article URL: https://github.com/marketplace/actions/prism-reviewer-ai Comments URL: https://news.ycombinator.com/item?id=49408247 Points: 1 # Comments…
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黄仁勋两次亲笔签名，英伟达 RTX Pro 6000 Blackwell 显卡拍出 5.7 万美元
黄仁勋两次亲笔签名的RTX Pro 6000 Blackwell显卡拍出5.7万美元天价，科技收藏与AI硬件爱好者不容错过。
IT之家 8 月 23 日消息，一块由英伟达 CEO 黄仁勋两次亲笔签名的工作站 GPU，近日在拍卖会上以 57,450 美元 （IT之家注：现汇率约合 38.7 万元人民币） 成交，最终价格接近拍卖前估价的 10 倍。 这块“RTX Pro 6000 Blackwell Workstation E…
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WordPress 扩展 W3 Total Cache 曝出 CVSS 满分重大漏洞，可允许黑客写入任意文件
W3 Total Cache 爆满分漏洞，90万站点面临任意文件写入风险，WordPress 站长速查修复。
IT之家 8 月 22 日消息，安全研究机构 WPScan 发文，透露 WordPress 一款拥有超过 90 万活跃安装量的扩展 W3 Total Cache 存在严重安全漏洞，该漏洞编号为 CVE-2026-18051，CVSS 评分达到满分 10.0 分。 IT之家参考通报获悉，该漏洞源于 W…
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I Shipped a Security Product I Cannot Fully Audit
不会写代码的文案，硬是造出了安全产品，真实又反差的独立开发故事。
That is the uncomfortable part. It is also the argument. I write commercial copy for a living. I have been doing it since 2020, mostly in Korean, most…
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Show HN: Circuit Breaker – Score Pull Requests
用论文算法给PR打分，提交前就能预判合并风险，省时省力。
Creation-time PR risk triage GitHub Action, based on Minh et al. MSR '26 (arXiv:2601.00753) Comments URL: https://news.ycombinator.com/item?id=4939113…
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FleetSieve: Decision-Critical Profiling for SLO-Aware LLM Fleet Configuration
不看配置乱调参？这套决策关键剖析方法，让LLM集群按SLO精准配置，省心又省钱。
arXiv:2608.19659v1 Announce Type: new Abstract: Choosing tensor-parallel (TP) degrees and replica counts for an LLM serving fleet is difficult because…
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ShogunAI
把AGI装进PC，ShogunAI主打落地干实事，端侧智能体新选择，值得围观！
Your personal AGI on your PC. Built to finish real work. Discussion | Link
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Amazon’s Prime Air is taking off in nearly 500 US cities
亚马逊无人机配送闪电扩张，半小时送达覆盖近500城，物流竞争再升级
Amazon is significantly expanding its Prime Air drone delivery service, with plans to reach nearly 500 U.S. cities by the end of 2026.
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1ª vez trabalhando com git em um time: tudo que você precisa saber
首次参与团队Git协作？这篇实战指南帮你搞懂PR、Issue和最佳实践，避开新手坑
Faz mais de 5 anos que eu não abria um PR ou issue técnica no Github, mas essa semana tenho aprendido algumas boas práticas e termos que reuni neste a…
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安卓最强 2nm 芯片：高通第六代骁龙 8 至尊版 Pro 芯片曝光，类三星 HPB 散热方案首曝
2nm工艺、LPDDR6支持，高通第六代骁龙8至尊版Pro曝光，安卓性能天花板提前看。
IT之家 8 月 20 日消息，科技媒体 NotebookCheck 今天（8 月 20 日）发布博文， 报道称安卓最强 2nm 芯片，高通第六代骁龙 8 至尊版 Pro（Snapdragon 8 Elite Gen 6 Pro）旗舰芯片已现身闲鱼平台。 IT之家发稿前访问该页面，显示已经下架。根据…
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Cursor launches Origin, GitHub alternative
Cursor推出自研代码托管Origin，主打智能体协作与双向PR同步，直指GitHub替代赛道。
Article URL: https://cursor.com/changelog/origin-code-hosting Comments URL: https://news.ycombinator.com/item?id=49334209 Points: 413 # Comments: 326