{
	"issues": {
		"2026-04-19": [
			{
				"title": "Codex 隐私配置提醒",
				"url": "https://gcaishare.leyserplus.cn/#config",
				"summary": "团队开始使用 Codex 之前，最好先统一关闭 analytics.enabled 和 feedback.enabled。这不是炫技技巧，而是企业级使用前更应该优先完成的默认治理动作。",
				"tags": [
					"0419",
					"本周精选",
					"Codex",
					"隐私",
					"默认治理"
				],
				"date": "2026-04-19T19:43:00+08:00",
				"source": "GC AI Share",
				"category": "治理配置",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "DESIGN.md 模板库",
				"url": "https://github.com/VoltAgent/awesome-design-md",
				"summary": "把视觉结构、排版节奏和组件风格写成 DESIGN.md，再让 AI 参照它产出页面，能明显减少网页生成时的试错成本，尤其适合内部专题页、活动页和分享页。",
				"tags": [
					"0419",
					"本周精选",
					"GitHub",
					"前端",
					"设计系统"
				],
				"date": "2026-04-19T23:08:00+08:00",
				"source": "GitHub",
				"category": "前端设计",
				"featured": true,
				"difficulty": "进阶"
			},
			{
				"title": "dotnet 官方 skills",
				"url": "https://github.com/dotnet/skills",
				"summary": "微软把 dotnet 相关任务拆成更细粒度的 skills，提醒我们把常见流程、规范和排障经验沉淀成可安装能力，而不只是重复保存长 Prompt。",
				"tags": [
					"0419",
					"本周精选",
					"GitHub",
					"dotnet",
					"skills"
				],
				"date": "2026-04-19T04:56:00+08:00",
				"source": "GitHub",
				"category": "Skills",
				"featured": true,
				"difficulty": "进阶"
			},
			{
				"title": "吴恩达：关于 Agent 的 4 个预判",
				"url": "https://www.xiaohongshu.com/explore/69e21f32000000001e00cbd0?app_platform=ios&app_version=9.26.1&share_from_user_hidden=true&xsec_source=app_share&type=normal&xsec_token=CB6fc18nKLBt7hhOa7ZlzcjS_the1HRldozzgzd4eMqsY=&xhsshare=WeixinSession&shareRedId=ODw0RTg7SD82NzUyOTgwNjY2OTo2RjlO&apptime=1776428074&share_id=bcfe600223a04ab7ad2777b42e3614f6",
				"summary": "这类趋势内容适合给团队建立统一语境，把讨论重点从“模型有多大”拉回“Agent 会接手什么工作”，为后续流程和工具落地先对齐认知。",
				"tags": [
					"0419",
					"本周精选",
					"Agent",
					"趋势",
					"小红书"
				],
				"date": "2026-04-19T09:23:00+08:00",
				"source": "小红书",
				"category": "Agent",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "榜单到底在测什么",
				"url": "https://gcaishare.leyserplus.cn/#benchmarks",
				"summary": "LM Arena、SWE-bench 和 terminal-bench 测的并不是同一类能力。把 Web/App 成品偏好榜、复杂仓库修复和终端执行能力拆开看，才能避免模型选型时拿错标尺。",
				"tags": [
					"0419",
					"本周精选",
					"Benchmark",
					"LM Arena",
					"SWE-bench"
				],
				"date": "2026-04-19T22:33:00+08:00",
				"source": "GC AI Share",
				"category": "Benchmark",
				"featured": true,
				"difficulty": "进阶"
			},
			{
				"title": "Graphify",
				"url": "https://graphify.net/",
				"summary": "Graphify 把代码、文档、研究资料和架构图之间的关系抽成可交互图谱，帮助 AI 在复杂项目里不仅看懂代码做了什么，也理解为什么这样设计。",
				"tags": [
					"0419",
					"本周精选",
					"代码理解",
					"知识图谱",
					"GitHub"
				],
				"date": "2026-04-19T02:44:00+08:00",
				"source": "Graphify 官网",
				"category": "代码理解",
				"featured": true,
				"difficulty": "深入"
			},
			{
				"title": "LM Arena Code Arena Overall",
				"url": "https://dev.lmarena.ai/leaderboard",
				"summary": "它更像 Web/App 成品偏好榜，适合参考前端原型、交互观感、成品完成度和可用性，但不能直接证明复杂仓库维护或终端执行的综合实力。",
				"tags": [
					"0419",
					"扩展阅读",
					"Benchmark",
					"LM Arena",
					"Web/App"
				],
				"date": "2026-04-19T00:42:00+08:00",
				"source": "LM Arena",
				"category": "Benchmark",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "SWE-bench mini v2",
				"url": "https://www.swebench.com/index.html",
				"summary": "它更贴近真实研发：给 AI 一个真实 GitHub Issue，看它能否跨多个文件理解问题并把 Bug 修好，特别适合评估复杂仓库维护和工程上下文理解能力。",
				"tags": [
					"0419",
					"扩展阅读",
					"Benchmark",
					"GitHub Issue",
					"复杂仓库"
				],
				"date": "2026-04-19T16:10:00+08:00",
				"source": "SWE-bench",
				"category": "Benchmark",
				"featured": false,
				"difficulty": "深入"
			},
			{
				"title": "terminal-bench 2.0",
				"url": "https://www.tbench.ai/leaderboard/terminal-bench/2.0",
				"summary": "它关注的是 AI 能否像熟练程序员一样在终端里敲命令、配环境、跑脚本并完成任务，适合评估自动化任务、环境搭建和 DevOps 场景的执行闭环。",
				"tags": [
					"0419",
					"扩展阅读",
					"Benchmark",
					"终端",
					"DevOps"
				],
				"date": "2026-04-19T02:29:00+08:00",
				"source": "terminal-bench",
				"category": "Benchmark",
				"featured": false,
				"difficulty": "深入"
			}
		],
		"2026-04-06": [
			{
				"title": "推荐一个调查分析用 MCP：Tavily",
				"url": "https://app.tavily.com/home",
				"summary": "Tavily 不是单纯的搜索入口，而是把实时搜索、网页提取、网站抓取和研究整理成一条工作链，适合 AI 在调查、竞品分析和资料核实时做交叉验证与深度分析。",
				"tags": [
					"0406",
					"本周精选",
					"MCP",
					"调查分析",
					"Tavily"
				],
				"date": "2026-04-06T13:59:00+08:00",
				"source": "Tavily",
				"category": "调研工具",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "Codex 推出 Windows 桌面版，适合团队扩散使用",
				"url": "https://apps.microsoft.com/detail/9plm9xgg6vks?hl=en-US&gl=US",
				"summary": "Codex Windows 桌面版提供更友好的图形界面、多会话并行、状态可视化和更直观的历史记录。对团队推广来说，入口更友好往往比参数升级更重要。",
				"tags": [
					"0406",
					"本周精选",
					"Codex",
					"Windows",
					"桌面端"
				],
				"date": "2026-04-06T13:50:00+08:00",
				"source": "Microsoft Store",
				"category": "Codex",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "Superpowers、gstack 与 Claude Code 的讨论，正在把关注点拉回到工程流程",
				"url": "https://zhuanlan.zhihu.com/p/2019440154893374100?share_code=1fntyZgAOUMM9&utm_psn=2022958158520284381",
				"summary": "这组高热内容的共同主线不是比较谁更聪明，而是讨论如何把需求、上下文、检查点和协作节奏组织起来。模型会变化，但稳定产出的工程习惯不会过期。",
				"tags": [
					"0406",
					"本周精选",
					"AI 编码",
					"工作流",
					"Superpowers"
				],
				"date": "2026-04-06T12:36:00+08:00",
				"source": "知乎",
				"category": "AI 编码",
				"featured": true,
				"difficulty": "进阶"
			},
			{
				"title": "推荐一个 Atlassian MCP：可以直接把 Wiki 和 Jira 链接甩给 AI",
				"url": "https://mcp.atlassian.com/v1/mcp",
				"summary": "Atlassian MCP 适合已经把资料沉淀在 Wiki 和 Jira 里的团队。比起再建一套知识库，把现有协作系统直接接进 AI，通常更容易落地。",
				"tags": [
					"0406",
					"本周精选",
					"MCP",
					"Jira",
					"Confluence"
				],
				"date": "2026-04-06T09:40:00+08:00",
				"source": "Atlassian",
				"category": "企业协作",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "真正有压倒性优势的团队，往往愿意持续站在最终用户视角审视自己",
				"url": "https://gcaishare.leyserplus.cn/index0406.html#reflection",
				"summary": "这段结尾提醒把讨论从工具熟练度重新拉回到产品质量和最终用户价值。AI 会放大效率，也会放大问题，没有用户视角做约束，效率提升不一定等于价值提升。",
				"tags": [
					"0406",
					"本周精选",
					"观点",
					"产品思维",
					"质量意识"
				],
				"date": "2026-04-06T03:09:00+08:00",
				"source": "GC AI Share",
				"category": "产品思维",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "上千万浏览，大神教你深度玩转 Claude Code",
				"url": "https://mp.weixin.qq.com/s/OQEC9puLN4hHviIV_iS5YA?scene=1",
				"summary": "如果这周只想补一条 Claude Code 的热门内容，可以先从这里开始，适合快速建立使用认知并补上常见操作思路。",
				"tags": [
					"0406",
					"扩展阅读",
					"Claude Code",
					"微信"
				],
				"date": "2026-04-06T01:05:00+08:00",
				"source": "微信文章",
				"category": "Codex",
				"featured": false,
				"difficulty": "入门"
			},
			{
				"title": "深度拆解 Superpowers 和 gstack",
				"url": "https://zhuanlan.zhihu.com/p/2019440154893374100?share_code=1fntyZgAOUMM9&utm_psn=2022958158520284381",
				"summary": "这篇文章直指关键矛盾：AI 编程真正的差距不在模型，而在工作流设计、上下文组织和协作节奏。",
				"tags": [
					"0406",
					"扩展阅读",
					"AI 编码",
					"工作流",
					"知乎"
				],
				"date": "2026-04-06T04:56:00+08:00",
				"source": "知乎",
				"category": "AI 编码",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "从头脑风暴到代码审查：Superpowers 完整工作流指南",
				"url": "https://www.bilibili.com/video/BV1w2PPzGENp?-Arouter=story&buvid=XYB1760BDCC2D6CBC14855CFBCC774E5D3D5B&from_spmid=tm.recommend.0.0&is_story_h5=false&mid=uGP%2F0sYalijBOttVbimuvA%3D%3D&plat_id=191&share_from=ugc&share_medium=android&share_plat=android&share_session_id=4afb6480-ad5f-497c-9294-0426b1e9a909&share_source=WEIXIN&share_tag=s_i&spmid=main.ugc-video-detail-vertical.0.0&timestamp=1775126683&unique_k=IQaSwAq&up_id=328381287",
				"summary": "适合对着视频把 AI 编码的完整链路串起来看，从头脑风暴、需求澄清到代码审查都能连成一个更完整的执行顺序。",
				"tags": [
					"0406",
					"扩展阅读",
					"AI 编码",
					"工作流",
					"Bilibili"
				],
				"date": "2026-04-06T09:05:00+08:00",
				"source": "Bilibili",
				"category": "AI 编码",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "Claude Code 泄露的代码里，处处写着：这家公司人品不行",
				"url": "https://mp.weixin.qq.com/s/NIzCVUFGxWmEDefBsQlnGw",
				"summary": "这条更偏观点向，适合从工程实现之外看看大家如何解读产品设计、组织风格和工程取舍。",
				"tags": [
					"0406",
					"扩展阅读",
					"Claude Code",
					"观点",
					"微信"
				],
				"date": "2026-04-06T03:27:00+08:00",
				"source": "微信文章",
				"category": "组织观察",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "读完 Codex 官方文档，我改了几个使用习惯",
				"url": "https://mp.weixin.qq.com/s/Ihp9cX2ScZFn6RV_ucdjSw",
				"summary": "适合已经开始使用 Codex，但还想继续优化使用姿势的人，重点在把文档建议转成更稳定的实际习惯。",
				"tags": [
					"0406",
					"扩展阅读",
					"Codex",
					"使用习惯",
					"微信"
				],
				"date": "2026-04-06T06:39:00+08:00",
				"source": "微信文章",
				"category": "Codex",
				"featured": false,
				"difficulty": "入门"
			},
			{
				"title": "Markdown Reader + MarkText",
				"url": "https://github.com/marktext/marktext",
				"summary": "一个适合在 Chrome 里清爽阅读 Markdown，一个是跨平台编辑器兼 Typora 平替，适合团队做资料分发、归档和导出 PDF。",
				"tags": [
					"0406",
					"扩展阅读",
					"Markdown",
					"工具",
					"MarkText"
				],
				"date": "2026-04-06T12:26:00+08:00",
				"source": "GitHub / Chrome Web Store",
				"category": "工具",
				"featured": false,
				"difficulty": "入门"
			}
		],
		"2026-03-29": [
			{
				"title": "Agent 的概念、原理与构建模式",
				"url": "https://www.bilibili.com/video/BV1TSg7zuEqR/?buvid=XU3D7543F9570B51FD28EF16E647555C8B88D&from_spmid=main.my-history.0.0&is_story_h5=false&mid=9n7UQV9hhcvTsCuCUO5B8A%3D%3D&plat_id=114&share_from=ugc&share_medium=android&share_plat=android&share_session_id=7aa08945-1525-4e52-ac30-42617208e2fb&share_source=WEIXIN&share_tag=s_i&spmid=united.player-video-detail.0.0&timestamp=1774057209&unique_k=HB3NtN2&up_id=1815948385",
				"summary": "从零打造一个简化版 Claude Code，适合系统理解 Agent 的结构、执行链路和工程思路。如果只想选 1 条建立 Agent 的整体认知，这条最适合做起点。",
				"tags": [
					"0329",
					"本周精选",
					"视频",
					"Agent 原理",
					"Bilibili"
				],
				"date": "2026-03-29T15:19:00+08:00",
				"source": "Bilibili",
				"category": "Agent",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "模型不是关键，Harness 才是",
				"url": "https://mp.weixin.qq.com/s/sVGeofV9uTgvhgR44q8pNA",
				"summary": "同样的模型，为什么不同团队做出来的效果差很多，这篇把差距到底从哪来讲得很透。适合正在推进 AI 落地、但结果不稳定的团队直接对照现状看问题。",
				"tags": [
					"0329",
					"本周精选",
					"文章",
					"Harness",
					"微信"
				],
				"date": "2026-03-29T16:21:00+08:00",
				"source": "微信文章",
				"category": "Harness",
				"featured": true,
				"difficulty": "进阶"
			},
			{
				"title": "企业养虾（OpenClaw）：虾住在哪里比虾本身重要",
				"url": "https://weibo.com/1727858283/5279592862452831?sourceType=weixin&from=10G3095010&wm=20005_0002&featurecode=newtitle&s_channel=4&s_trans=qYByZ7NmY75T8WmliidF7Q%3D%3D_5279592862452831_s&rp_trans=Y0xJOStqSW1oMmNQNkdSOEZaRW4rNCtEeUdvYklnbUJ6RVdlSkhHUTkrR1ZaSzlYcVhianpQSVZOdy9KT25VbytwRWltTGwzZ1RCclBLbVM3REl0ODc2dXcxRVZuNGp6dFNvN2F4cVNja3gxU1BFNU91ci9ZamwwZlpZR0pEcjROMTJpUWNJWGNROU40Q2hzSXB3SWdRPT0%3D",
				"summary": "企业做 AI，核心不只是挑模型，而是把工作环境、上下文和约束给 AI 真正搭起来。如果你在做企业内部 AI，这条更像“落地环境搭建”的视角，很实用。",
				"tags": [
					"0329",
					"本周精选",
					"案例",
					"企业 AI",
					"微博"
				],
				"date": "2026-03-29T07:25:00+08:00",
				"source": "微博",
				"category": "企业落地",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "Prompt 焚诀",
				"url": "https://www.cnblogs.com/wmyskxz/p/19754974?custom=none",
				"summary": "如果你经常觉得“AI 没听懂”，那问题往往不是模型不行，而是输入没把边界讲清楚。这条适合当作提示词基本功补课材料，看完立刻就能改自己的提问方式。",
				"tags": [
					"0329",
					"本周精选",
					"方法",
					"Prompt",
					"博客"
				],
				"date": "2026-03-29T08:13:00+08:00",
				"source": "博客园",
				"category": "Prompt",
				"featured": true,
				"difficulty": "入门"
			},
			{
				"title": "Superpowers：111k Star 的 AI 编码工作流",
				"url": "https://github.com/obra/superpowers",
				"summary": "重点不是立刻让 AI 写代码，而是先澄清需求、减少返工，把协作节奏设计清楚。适合已经在试 AI 编码、但还没把工作流真正跑顺的团队。",
				"tags": [
					"0329",
					"本周精选",
					"GitHub",
					"AI 编码",
					"协作"
				],
				"date": "2026-03-29T02:30:00+08:00",
				"source": "GitHub",
				"category": "AI 编码",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "你不知道的 Agent：原理、架构与工程实践",
				"url": "https://x.com/HiTw93/status/2034627967926825175",
				"summary": "更偏体系化梳理，适合作为 Agent 认知的补充材料。",
				"tags": [
					"0329",
					"扩展阅读",
					"Agent",
					"X"
				],
				"date": "2026-03-29T00:51:00+08:00",
				"source": "X",
				"category": "Agent",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "一文看懂 Harness Engineering：智能体时代的 AI 编程驾驶之道",
				"url": "https://www.toutiao.com/article/7620023575253140019/?app=news_article&category_new=__all__&list_entrance=wechat_icon&module_name=Android_tt_others&share_did=MS4wLjACAAAAMOL9fUIE80mHkXiuHDOleA7_LordzM-b0PS14qUsvjzr4eR3qXSNWRFjXGS_3uhI&share_uid=MS4wLjABAAAA1_oCTMnBrbkzqOAnSCzy8J7boJ0CL63Z_ar3FiWsQRicSBwuvYbUbAqvg7-5x1Gl&timestamp=1774191045&tt_from=wechat&upstream_biz=Android_wechat&utm_campaign=client_share&utm_medium=toutiao_android&utm_source=wechat&share_token=b5f41843-3727-48f6-8000-2e21ecb3f467&source=m_redirect&wid=1774753166098",
				"summary": "如果你想把 Harness 真正跟工程实践对上号，这篇很适合继续往下看。",
				"tags": [
					"0329",
					"扩展阅读",
					"Harness",
					"头条"
				],
				"date": "2026-03-29T16:30:00+08:00",
				"source": "今日头条",
				"category": "Harness",
				"featured": false,
				"difficulty": "深入"
			},
			{
				"title": "开源项目：1300 年前的唐朝制度，吊打了我用过的所有 AI 框架",
				"url": "https://mp.weixin.qq.com/s/d9J8a-5SvfousdqZZPhN7g",
				"summary": "标题抓人，核心提醒也很直接：流程设计能力本身就是竞争力。",
				"tags": [
					"0329",
					"扩展阅读",
					"AI 框架",
					"微信"
				],
				"date": "2026-03-29T01:39:00+08:00",
				"source": "微信文章",
				"category": "工作流",
				"featured": false,
				"difficulty": "进阶"
			},
			{
				"title": "【吴恩达】Agent 智能体教程",
				"url": "https://www.bilibili.com/video/BV1DfrdByE2H/?buvid=HWC060ECF3E4D6CBE0C8A901EDF6518480C04&from_spmid=main.my-history.0.0&is_story_h5=false&mid=4ynMM6CFIJ6%2FAyPbGF6%2BXQ%3D%3D&p=8&plat_id=114&share_from=ugc&share_medium=harmony&share_plat=harmony&share_session_id=f22da0a9-d6cf-4461-a25d-8b9544d6a7fc&share_source=WEIXIN&share_tag=s_i&timestamp=1774442926&unique_k=MNHLVLH&up_id=482644653&vd_source=421711815dd2d9f9ba2a08e9e501e6b6",
				"summary": "如果更习惯看视频，这个系列适合补基础和建立整体框架。",
				"tags": [
					"0329",
					"扩展阅读",
					"Agent",
					"Bilibili"
				],
				"date": "2026-03-29T03:25:00+08:00",
				"source": "Bilibili",
				"category": "Agent",
				"featured": false,
				"difficulty": "入门"
			},
			{
				"title": "Claude Plugin 提示词转换工具",
				"url": "https://github.com/EveryInc/compound-engineering-plugin/tree/main",
				"summary": "偏工具向，适合想把提示词资产做得更标准化的人。",
				"tags": [
					"0329",
					"扩展阅读",
					"Prompt 工具",
					"GitHub"
				],
				"date": "2026-03-29T06:32:00+08:00",
				"source": "GitHub",
				"category": "工具",
				"featured": false,
				"difficulty": "入门"
			}
		]
	}
}