Ring - 钛刻 - 科技风向旗 - 深度刻画技术趋势,引领数字未来 - 第4页 - 钛刻科技

[程序员] 大项目中大家真的会用 Spec-Driven Development 吗？

https://openai.com/zh-Hans-CN/index/harness-engineering/ 中提到要把 Spec & Planning & Tasks 进度放进 git 仓库中，大家实践中真的会这么做吗？但是我看 codex 仓库内根本没这些

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tech v2ex.com 2026-04-25 09:17:34+08:00

[程序员] 大项目中大家真的会用 Spec-Driven Development 吗？

https://openai.com/zh-Hans-CN/index/harness-engineering/ 中提到要把 Spec & Planning & Tasks 进度放进 git 仓库中，大家实践中真的会这么做吗？但是我看 codex 仓库内根本没这些

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-25 09:03:46+08:00

harness enigneering-任务入口/窗口-随笔

意义：搭建跟自身项目有关的垂直环境。常用的codex，cc等其实本身有通用harness 内核，但我们仍需根据自己的工作场景在此基础上搭建垂直场景的harness 框架，以便于agent能更好完成目标（其实就相当于给一个公司制定工作流程和员工守则）。（4.25 01:38 兴致勃

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-25 08:50:03+08:00

大项目中大家真的会用 Spec-Driven Development 吗？

https://openai.com/zh-Hans-CN/index/harness-engineering/ 中提到要把 Spec & Planning & Tasks 进度放进 git 仓库中，大家实践中真的会这么做吗？但是我看 codex 仓库内根本没这些

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech www.v2ex.com 2026-04-25 08:43:24+08:00

[程序员] 大项目中大家真的会用 Spec-Driven Development 吗？

https://openai.com/zh-Hans-CN/index/harness-engineering/ 中提到要把 Spec & Planning & Tasks 进度放进 git 仓库中，大家实践中真的会这么做吗？但是我看 codex 仓库内根本没这些

相关专题

Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-25 08:43:24+08:00

[程序员] 大项目中大家真的会用 Spec-Driven Development 吗？

https://openai.com/zh-Hans-CN/index/harness-engineering/ 中提到要把 Spec & Planning & Tasks 进度放进 git 仓库中，大家实践中真的会这么做吗？但是我看 codex 仓库内根本没这些

相关专题

Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-25 08:22:27+08:00

随着GPT-5.5上线，free号5.4、5.4-mini、5.3-codex、5.2的限速解除了:face_savoring_food:

虽然现在free并不能用5.5，但free的5.4、5.4-mini等模型限速解除了又可以愉快地coding了~ 看来每次发新模型前都要这么来一下 GPT-5.4: GPT-5.4-mini: 现在好快好快的，昨天 5.4限到了 20token/s ，5.4-mini限到了

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-24 09:45:22+08:00

【开源推广】写了一个由SpringAIAlibaba实现的多轮对话RAG项目，适合Java人学习和面试

本帖使用社区开源推广，符合推广要求。我申明并遵循社区要求的以下内容：我的帖子已经打上开源推广标签：是我的开源项目完整开源，无未开源部分：是我的开源项目已链接认可 LINUX DO 社区：是我帖子内的项目介绍，AI生成、润色内容部分已截图发出：是以上选择我承诺

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 22:22:27+08:00

怎么让 AI 更懂自己的项目，不犯同样的错。

Harness engineering 文章中有这样一句话从智能体的角度来看，它在运行时无法在情境中访问的任何内容都是不存在的。存储在 Google Docs、聊天记录或人们头脑中的知识都无法被系统访问。代码仓库本地的、已版本化的工件（例如，代码、Markdown、模式、可执

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 21:43:22+08:00

现在spring ai alibaba能在企业中成功落地吗

现在spring ai alibaba能在企业中成功落地吗，直接看官网教程可以吗 1 个帖子 - 1 位参与者阅读完整话题

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 20:12:27+08:00

openai 数据共享计划模型更新了

https://help.openai.com/en/articles/10306912-sharing-feedback-evaluation-and-fine-tuning-data-and-api-inputs-and-outputs-with-openai 1M toke

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 14:30:57+08:00

首次拍摄到暴风雨中树梢放电的画面 | PSU

psu.edu Treetops glowing during storms captured on film for first time | Penn State... Penn State experts in meteorology and atmospheric sci

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 14:27:15+08:00

号外号外! vscode Copilot可以使用自定义BaseURL和API Key了

code.visualstudio.com Bring your own language model key - AI language models in VS Code Visual Studio Code offers different built-in languag

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-23 03:16:20+08:00

Huggingface现在疯狂杀api相关的space了？

如题，我部署了sub2api项目到huggingface space中今天访问就是一直在preparing space 然后登录hf账号一看，发现好几个项目都变成了pause space 然后一直处于pause状态无法restart 每次restart的时候就是失败并且报503

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-22 21:00:56+08:00

claude 的这个网站我发现大部份的规则集里面都没有

Datadog – 14 Jul 16 Cloud Monitoring as a Service | Datadog See metrics from all of your apps, tools & services in one place with Datado

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech linux.do 2026-04-22 17:19:50+08:00

[分享创造] BoringTun 不做 manager，那我用 Rust 做一个： WG-FRIEND

最近在折腾一个项目： WG-FRIEND 一句话介绍： Semantic WireGuard/BoringTun lifecycle and client management helper 它的出发点其实很简单：我这边最近比较常见的几个场景，是需要一台比较稳定的服务器做跨网络

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-22 02:18:23+08:00

[分享创造] BoringTun 不做 manager，那我用 Rust 做一个： WG-FRIEND

最近在折腾一个项目： WG-FRIEND 一句话介绍： Semantic WireGuard/BoringTun lifecycle and client management helper 它的出发点其实很简单：我这边最近比较常见的几个场景，是需要一台比较稳定的服务器做跨网络

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-22 01:18:23+08:00

[分享创造] BoringTun 不做 manager，那我用 Rust 做一个： WG-FRIEND

最近在折腾一个项目： WG-FRIEND 一句话介绍： Semantic WireGuard/BoringTun lifecycle and client management helper 它的出发点其实很简单：我这边最近比较常见的几个场景，是需要一台比较稳定的服务器做跨网络

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-22 01:18:23+08:00

[分享创造] BoringTun 不做 manager，那我用 Rust 做一个： WG-FRIEND

最近在折腾一个项目： WG-FRIEND 一句话介绍： Semantic WireGuard/BoringTun lifecycle and client management helper 它的出发点其实很简单：我这边最近比较常见的几个场景，是需要一台比较稳定的服务器做跨网络

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Partner Food Online Schedule Notification Prospect Analysis 专题内容 Machine Engagement Coupon 专题内容 Metric Media Planning 专题内容 Label Template Strategy Forum Data Recommendation Accessibili...Template Resolution 专题内容 Demographic Report Investment Presentation 专题内容 Networking Investment Digital Software Profile Research 专题内容 Research Entertainment Database Restaurant 专题内容 Customer Success Segment Vendor Satisfaction Planning Discoun...Chapter Innovation Feedback Lesson Schedule Resource Subscrib...Technology 专题内容 Support Task Subject Webinar Training 专题内容 Dashboard Forecast URL SEO Calendar 专题内容 Shopping Consulting Interface Task Spreadsheet Subject Policy...Coupon Identity Event Resolution 专题内容 Traffic Internet Status Domain 专题内容 Contact Cost 专题内容 Planning Learning Optimization Alert Products Strategy API 专题内容 Quality Like Sport Roi Device 专题内容 Widget Web Webinar Campaign 专题内容

tech v2ex.com 2026-04-22 00:18:23+08:00

正本清源（二）：从 prompt engineering 到 harness，AI 使用者真正在解决的是什么问题

佬友们好久不见，正本清源系列恢复更新，让咱们直接进入正题，文章较长各位慢慢观看一个普遍的感受是：AI 工具越来越多，混乱到让人焦虑。昨天学的 prompt 技巧今天已经过时，RAG 还没搞清楚 agent 又冒出来，agent 还没用熟练 MCP 又成了标配，MCP 没摸透 h

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tech linux.do 2026-04-21 22:32:43+08:00

Ring - 钛刻 - 科技风向旗 - 深度刻画技术趋势,引领数字未来 - 第4页 - 钛刻科技 | TCTI.cn

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