{ "version": "https://jsonfeed.org/version/1", "title": "\u2615Vibe Coding\ud83e\udd16", "description": "Vibe Coding \uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\u662f\u4e00\u79cd\u65b0\u5174\u7684\u8f6f\u4ef6\u5f00\u53d1\u5b9e\u8df5\uff0c\u5b83\u4f7f\u7528 AI \u6839\u636e\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u751f\u6210\u4ee3\u7801\uff0c\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\uff0c\u5bf9\u4e8e\u7f16\u7a0b\u7ecf\u9a8c\u6709\u9650\u7684\u7528\u6237\u5c24\u5176\u5982\u6b64\u3002\r\n\r\n\u5728\u8fd9\u91cc\u53ef\u4ee5\u5206\u4eab\u6240\u6709\u6709\u5173 Vibe Coding \u7684\u5185\u5bb9\uff0c\u5305\u62ec\u7ecf\u9a8c\u3001\u8f6f\u4ef6\u3001\u5de5\u5177\u3001\u63d0\u793a\u8bcd\u3001Agent \u3001Skill \u7b49\u3002", "home_page_url": "go/vibecoding", "feed_url": "feed/vibecoding.json", "icon": "https://cdn.v2ex.com/navatar/884d/7996/1160_large.png?m=1771515639", "favicon": "https://cdn.v2ex.com/navatar/884d/7996/1160_normal.png?m=1771515639", "items": [ { "author": { "url": "member/inyfee", "name": "inyfee", "avatar": "https://cdn.v2ex.com/avatar/7b4e/82cb/32439_large.png?m=1760497379" }, "url": "t/1208495", "date_modified": "2026-04-25T09:50:14+00:00", "content_html": "

\u521a\u521a\u7528\u6211\u81ea\u5df1\u7684 plus \u8d26\u53f7\u8e6c\u4e86\u4e24\u4e2a\u5c0f\u65f6\uff0c\u9650\u989d\u5230\u4e86\u3002\u5207\u6362\u5230 team \u8d26\u53f7\uff5e\uff5e\uff5e \u7ed3\u679c\u8fd8\u6ca1\u6709\u534a\u5c0f\u65f6\uff0c\u5269\u4e0b 1%\u4e86\u3002\u4efb\u52a1\u8fd8\u6ca1\u6709\u5199\u5b8c\u3002

team \u8d26\u53f7\u8fd8\u6ca1\u6709\u4e2a\u4eba plus \u591f\u8e6c\u554a

\u8865\u5145\u4e00\u4e0b\uff0c\u662f gpt 5.5 \u592a\u731b\u4e86

\n", "date_published": "2026-04-25T09:45:02+00:00", "title": "Codex team \u8d26\u53f7\u6d88\u8017\u901f\u5ea6\u4e5f\u592a\u731b\u4e86", "id": "t/1208495" }, { "author": { "url": "member/TonyMontana", "name": "TonyMontana", "avatar": "https://cdn.v2ex.com/avatar/55b9/7d51/757327_large.png?m=1752484837" }, "url": "t/1207753", "title": "\u4e0a\u5468\u767b\u9876\u8fc7\u672c\u7ad9\u70ed\u641c\u7684 codex \u4e2d\u8f6c\u6279\u53d1\u6e20\u9053\u8d34\u4e2d\u63d0\u5230\u7684 86Gamstore \u662f\u4e0d\u662f\u8dd1\u8def\u4e86\uff1f", "id": "t/1207753", "date_published": "2026-04-22T07:23:53+00:00", "content_html": "

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https://docs.bigmodel.cn/cn/coding-plan/transition

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\n", "date_published": "2026-04-22T04:27:43+00:00", "title": "\u667a\u8c31 GLM \u5ba3\u5e03\u505c\u6b62\u7eed\u8ba2\u65e0\u5468\u9650\u989d\u7684\u8001\u5957\u9910", "id": "t/1207709" }, { "author": { "url": "member/websong188", "name": "websong188", "avatar": "https://cdn.v2ex.com/avatar/dc16/13f5/375116_large.png?m=1723299608" }, "url": "t/1207492", "date_modified": "2026-04-23T00:25:08+00:00", "content_html": "

\u6700\u8fd1\u5728\u7528 claude code \u51fa opus4.7

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\n", "date_published": "2026-04-21T08:00:16+00:00", "title": "opus 4.7 \u6d88\u8017\u592a\u5feb\u4e86 \u8bf4\u4e2a\u66b4\u8bba\uff1a gpt plus \u6bd4 5x claude code \u8fd8\u8010\u7528\u554a", "id": "t/1207492" }, { "author": { "url": "member/ccai", "name": "ccai", "avatar": "https://cdn.v2ex.com/gravatar/e8b88983426399f8402bd93f2b96b836?s=73&d=retro" }, "url": "t/1207198", "title": "\u53cd\u91cd\u529b\u7684\u6a21\u578b\u88ab\u964d\u667a\u4e86\u5417\uff1f", "id": "t/1207198", "date_published": "2026-04-20T07:17:52+00:00", "content_html": "\u53cd\u91cd\u529b\u7684 claude opus4.6 \u6700\u8fd1\u7528\u8d77\u6765\u6ca1\u6709\u4e4b\u524d\u667a\u80fd\uff0c\u5927\u5bb6\u6709\u540c\u611f\u5417\uff1f
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\u4e0d\u77e5\u9053\u5927\u5bb6\u662f\u600e\u4e48\u505a\u7684\u3002

\n", "date_published": "2026-04-19T07:31:34+00:00", "title": "\u5f53\u4f60\u4e00\u4e2a\u4efb\u52a1\u8dd1\u4e00\u534a\u89e6\u53d1\u4e86 5 \u5c0f\u65f6\u9650\u5236\u7684\u65f6\u5019\uff0c\u4f60\u4f1a\u600e\u4e48\u529e\uff1f", "id": "t/1206981" }, { "author": { "url": "member/win8en", "name": "win8en", "avatar": "https://cdn.v2ex.com/gravatar/daa907248202cd5689f03714b382ddce?s=73&d=retro" }, "url": "t/1206952", "title": "Antigravity \u9891\u7e41 retry \u7684\u95ee\u9898\u4fee\u590d\u4e86\u5417\uff1f\u6574\u6574\u4e00\u4e0a\u5348\uff0c\u989d\u5ea6\u90fd\u5e72\u5b8c\u4e86\u4e5f\u6ca1\u6709\u78b0\u5230", "id": "t/1206952", "date_published": "2026-04-19T03:41:37+00:00", "content_html": "

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\n" }, { "author": { "url": "member/SD10", "name": "SD10", "avatar": "https://cdn.v2ex.com/gravatar/14542d85008653367af4686fe65b8565?s=73&d=retro" }, "url": "t/1206853", "title": "AI \u592a\u597d\u7528\uff0c\u8349\u7387\u7684\u4f7f\u7528\u8005", "id": "t/1206853", "date_published": "2026-04-18T09:11:37+00:00", "content_html": "\u8fd9\u4e24\u5929\u5728\u9879\u76ee\u91cc\uff0c\u89c2\u5bdf\u5230\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u73b0\u8c61\uff0c\u5173\u4e8e\u67b6\u6784\u3001\u67d0\u9879\u529f\u80fd\u7684\u65b9\u6848\uff0c\u538b\u6839\u5c31\u4e0d\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\uff0c\u603b\u662f\u60f3\u7740 AI \u5e72\u6d3b\u513f\u5f88\u7b80\u5355\uff0c\u51fa\u4e86\u4e00\u70b9\u513f\u5c0f bug,\u4e5f\u4e0d\u662f\u7814\u7a76\u600e\u4e48\u89e3\u51b3\uff0c\u800c\u662f\u518d\u628a\u5f88\u5927\u7684\u65b9\u6848\u5207\u56de\u53bb\uff0c\u770b\u7684\u6211\u5341\u5206\u65e0\u8bed\uff0c\u7136\u540e\uff0c\u51e0\u5929\u5c31\u5728\u90a3\u91cc\u8df3\u6765\u8df3\u53bb\uff0c\u4e00\u70b9\u513f\u8fdb\u5c55\u4e5f\u5f97\u4e0d\u5230\uff0c\u8349\u7387\u7a0b\u5ea6\u6269\u5927 100 \u500d\u3002" }, { "author": { "url": "member/shendaowu", "name": "shendaowu", "avatar": "https://cdn.v2ex.com/avatar/6fa4/0f0c/233858_large.png?m=1771487434" }, "url": "t/1206026", "title": "\u6c1b\u56f4\u7f16\u7a0b\u7684\u6559\u7a0b\u6311\u82b1\u773c\u4e86\uff0c\u6c42\u63a8\u8350", "id": "t/1206026", "date_published": "2026-04-15T04:01:32+00:00", "content_html": "

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\n" }, { "author": { "url": "member/glouhao", "name": "glouhao", "avatar": "https://cdn.v2ex.com/avatar/14d3/fd79/226414_large.png?m=1762853549" }, "url": "t/1205939", "date_modified": "2026-04-15T02:12:34+00:00", "content_html": "

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\n", "date_published": "2026-04-15T00:07:27+00:00", "title": "\u73b0\u5728\u53cd\u91cd\u529b\u4ed6\u5230\u5e95\u662f\u4ec0\u4e48\u673a\u5236\u554a", "id": "t/1205939" }, { "author": { "url": "member/1zh3n", "name": "1zh3n", "avatar": "https://cdn.v2ex.com/avatar/c2f9/c3f5/689765_large.png?m=1776174976" }, "url": "t/1205903", "title": "\u5982\u4f55\u5e94\u5bf9 Vibe Coding \u7684\u60ac\u6d6e\u611f\uff0c AI \u7ed9\u51fa\u7684\u56de\u7b54", "id": "t/1205903", "date_published": "2026-04-14T14:00:56+00:00", "content_html": "

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AI \u8d1f\u8d23\u751f\u6210\u5019\u9009\u5b9e\u73b0\uff1b\u4f60\u8d1f\u8d23\u5b9a\u4e49\u8fb9\u754c\u3001\u505a\u51fa\u53d6\u820d\u3001\u7ed9\u51fa\u9a8c\u6536\u3002

\n" }, { "author": { "url": "member/Croow", "name": "Croow", "avatar": "https://cdn.v2ex.com/avatar/a614/ce9b/722552_large.png?m=1765874652" }, "url": "t/1205658", "date_modified": "2026-04-14T02:59:14+00:00", "content_html": "

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\n", "date_published": "2026-04-14T01:01:46+00:00", "title": "\u5927\u4f6c\u4eec\u6709\u6ca1\u6709\u5565\u4fbf\u5b9c\u7684\u7684 vibe coding \u65b9\u6848\u554a\uff1f", "id": "t/1205658" }, { "author": { "url": "member/lysShub", "name": "lysShub", "avatar": "https://cdn.v2ex.com/avatar/0171/ea51/664376_large.png?m=1744749478" }, "url": "t/1205387", "date_modified": "2026-04-14T07:57:17+00:00", "content_html": "\u6572\u952e\u76d8\u592a\u7d2f\u4e86", "date_published": "2026-04-13T01:32:21+00:00", "title": "\u4f60\u4eec ai code \u90fd\u662f\u7528\u624b\u6572\u5417\uff1f\u6709\u6ca1\u6709\u8bed\u97f3\u8f93\u51fa\u7684\u65b9\u6848\uff1f", "id": "t/1205387" }, { "author": { "url": "member/abc0123xyz", "name": "abc0123xyz", "avatar": "https://cdn.v2ex.com/avatar/b2d3/f02a/506371_large.png?m=1760332680" }, "url": "t/1205181", "date_modified": "2026-04-11T14:11:15+00:00", "content_html": "

https://www.aliyun.com/notice/118175

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\u5317\u4eac\u65f6\u95f4 2026-04-13 18:00:00

\u6709\u9700\u8981\u7684\u5148\u7eed\u8d39\u62c9\u6ee1\u6216\u5347\u7ea7\u5427

\n", "date_published": "2026-04-11T14:07:49+00:00", "title": "\u963f\u91cc\u7684 Coding Plan Lite \u57fa\u7840\u5957\u9910\u5c06\u505c\u6b62\u7eed\u8d39\u548c\u5347\u7ea7\u3002", "id": "t/1205181" }, { "author": { "url": "member/Flowing", "name": "Flowing", "avatar": "https://cdn.v2ex.com/gravatar/713b4872ca04373e73de3b63a53f6aa9?s=73&d=retro" }, "url": "t/1204481", "date_modified": "2026-04-09T06:04:20+00:00", "content_html": "\u4e3b\u8981\u662f\u5199\u4ee3\u7801\uff0cClaude or codex \uff1f

\u6216\u8005\u5176\u4ed6\uff1f", "date_published": "2026-04-09T00:42:40+00:00", "title": "\u5927\u5bb6\u73b0\u5728\u8ba2\u9605\u54ea\u4e2a\u6a21\u578b\uff1f", "id": "t/1204481" }, { "author": { "url": "member/EdenSu", "name": "EdenSu", "avatar": "https://cdn.v2ex.com/gravatar/3dfc2ba375d5677e3ac07e22b2efd7f6?s=73&d=retro" }, "url": "t/1204118", "date_modified": "2026-04-07T12:17:32+00:00", "content_html": "

\u591a\u5e74\u524d\u5c31\u611f\u89c9\u522b\u4eba\u73a9 Minecraft \u7279\u522b\u9ad8\u7ea7\uff0c\u5948\u4f55\u81ea\u5df1\u8111\u5b50\u4e0d\u591f\u7528\u59cb\u7ec8\u73a9\u4e0d\u660e\u767d\u3002\u8eab\u8fb9\u7684\u5f88\u591a\u4f4e\u5e7c\u5e74\u9f84\u6bb5\u7684\u5b69\u5b50\uff08\u4e5f\u5305\u62ec\u6211\u7684\u5b69\u5b50\uff09\u90fd\u8fd8\u5728\u73a9\u8fd9\u4e2a\u6e38\u620f\uff0c\u611f\u53f9\u8fd9\u4e2a\u6e38\u620f\u7684\u751f\u547d\u529b\u4e4b\u65fa\u76db\uff0c\u771f\u7684\u706b\u4e86\u597d\u591a\u5e74\u554a\uff01

\u4e00\u76f4\u633a\u56f0\u60d1\uff0c\u5728\u76d6\u5927\u5efa\u7b51\u65f6\u90a3\u4e9b\u5706\u548c\u7403\u662f\u600e\u4e48\u5806\u51fa\u6765\u7684\uff1f Google \u641c\u4e86\u4e00\u5708\u5168\u662f\u90a3\u79cd 2D \u5e73\u9762\u793a\u610f\u56fe\uff0c\u770b\u7740\u592a\u8d39\u52b2\u4e86\u3002\u73b0\u5728 Vibe coding \u8fd9\u4e48\u706b\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u8dc3\u8dc3\u6b32\u8bd5\u7528 codex \u64b8\u4e86\u4e2a 3D \u9884\u89c8/\u751f\u56fe\u7684\u5c0f\u5de5\u5177\uff1a https://mcshapes.vip

\u867d\u7136\u6ca1\u5565\u6280\u672f\u542b\u91cf\uff0c\u4e5f\u70e7\u4e86\u4e0d\u5c11 token \uff0c\u76f8\u6bd4\u627e\u5230\u7684\u5176\u4ed6\u5de5\u5177\uff0c\u4e3b\u8981\u5b9e\u73b0\u4e86 3D \u5b9e\u65f6\u65cb\u8f6c\u9884\u89c8\u548c\u5206\u5c42\u67e5\u770b\uff0c\u8fd8\u80fd\u76f4\u89c2\u770b\u5230\u6bcf\u4e00\u5c42\u5efa\u9020\u9700\u8981\u7684\u6750\u6599\u3002\u611f\u5174\u8da3\u7684\u8001\u54e5\u53ef\u4ee5\u770b\u770b\u3002

\n", "date_published": "2026-04-07T12:09:15+00:00", "title": "Vibe coding \u4e86\u4e2a MC \u5728\u7ebf\u56fe\u5f62\u751f\u6210\u5de5\u5177", "id": "t/1204118" }, { "author": { "url": "member/LightHiding777", "name": "LightHiding777", "avatar": "https://cdn.v2ex.com/gravatar/f1c25c4006780d66235609b8bc9fc07b?s=73&d=retro" }, "url": "t/1204102", "title": "\u5173\u4e8e AICoding \u8fc7\u7a0b\u4e2d openspec \u548c plan \u6a21\u578b\u4f7f\u7528\u95ee\u9898", "id": "t/1204102", "date_published": "2026-04-07T10:23:54+00:00", "content_html": "\u4eca\u5929\u770b\u5230\u4e86 OpenSpec \u7684\u5f00\u53d1\u65b9\u5f0f\uff0c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u6709\u4e2a\u95ee\u9898\u60f3\u54a8\u8be2\u4e00\u4e0b\uff1f

\u5728 propose \u6b65\u9aa4\u4e4b\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c apply \u4e86\uff0c\u4e5f\u5c31\u4ee3\u8868\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c code \u4e86\u3002\u4e0d\u8fc7\u4e4b\u524d\u4e60\u60ef\u4e86 plan \u6a21\u5f0f\uff0c

\u8fd9\u6837\u770b\u4f7f\u7528 OpenSpec \u548c plan \u6a21\u5f0f\u662f\u5426\u5c31\u662f\u4e00\u4e2a\u4e8c\u9009\u4e00\u7684\u95ee\u9898\u4e86\u5462\uff1f" }, { "author": { "url": "member/onedge", "name": "onedge", "avatar": "https://cdn.v2ex.com/gravatar/9c30cce40394effbd49040dfe46400be?s=73&d=retro" }, "url": "t/1203860", "title": "[\u5f00\u6e90\u5de5\u5177] The Pair - AI \u81ea\u52a8\u5316\u7ed3\u5bf9\u7f16\u7a0b\uff0c\u81ea\u7531\u9009\u62e9\u6a21\u578b\u4e92\u8865", "id": "t/1203860", "date_published": "2026-04-06T16:20:29+00:00", "content_html": "

\u81ea\u5df1\u5e73\u65f6 vibe \u4f1a\u7528\u5230\u7684\u6a21\u5f0f/\u5de5\u5177\uff0c\u987a\u4fbf\u505a\u4e2a\u5f00\u6e90\uff0c\u6709\u5c0f\u4f19\u4f34\u4e0d\u662f\u5f88\u9ad8\u5f3a\u5ea6 vibe \u4f46\u53c8\u60f3\u5c3d\u53ef\u80fd\u51cf\u5c11\u5e7b\u89c9\u7684\u53ef\u4ee5\u8bd5\u4e00\u4e0b\uff1a

https://github.com/timwuhaotian/the-pair

\u8d70\u8fc7\u8def\u8fc7\uff0c\u5e2e\u5fd9 star \u5566

\n" }, { "author": { "url": "member/drealism", "name": "drealism", "avatar": "https://cdn.v2ex.com/avatar/2da6/22f5/538286_large.png?m=1774500973" }, "url": "t/1203722", "title": "\u963f\u91cc\u7684 coding plan \u4e10\u7248\u4e5f\u5b8c\u5168\u4e0d\u53ef\u7528\u4e86", "id": "t/1203722", "date_published": "2026-04-05T14:37:21+00:00", "content_html": "

\u653e\u5047\u8fd9\u4e24\u5929, \u53d1\u73b0\u963f\u91cc condig plan \u6839\u672c\u6ca1\u6cd5\u7528, \u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1, \u5bf9\u8bdd, \u57fa\u672c\u4e00\u8dd1\u5c31\u662f 1 \u5c0f\u65f6\u5230 2 \u5c0f\u65f6, \u5207\u6362\u4e86 glm5, kimi-k2.5, qwen3.5max \u90fd\u4e00\u6837.\n\u770b\u6837\u5b50\u90fd\u662f\u8d85\u5356

\n" }, { "author": { "url": "member/blurEye", "name": "blurEye", "avatar": "https://cdn.v2ex.com/gravatar/8e66d02db4b5fbaa9d90e15cfb897524?s=73&d=retro" }, "url": "t/1203459", "date_modified": "2026-04-03T20:58:42+00:00", "content_html": "

\u7531\u4e8e\u53d7\u591f\u4e86\u4f20\u7edf\u7ffb\u8bd1\u8f6f\u4ef6\u5728\u590d\u6742\u8bed\u5883\u4e0b\u7684\u751f\u786c\uff0c\u4ee5\u53ca\u9891\u7e41\u8df3\u7a97\u7684\u5e72\u6270\uff0c\u5229\u7528\u5468\u672b\u65f6\u95f4\u505a\u4e86\u4e00\u4e2a macOS \u7684\u6587\u672c\u5904\u7406\u5c0f\u5de5\u5177\uff1aprobeQ\u3002

\n
\u9879\u76ee\u521d\u8877\uff1a\n\u6211\u662f Bob \u7684\u5fe0\u5b9e\u7528\u6237\uff0c\u4f46\u968f\u7740 LLM \u7684\u8fdb\u5316\uff0c\u6211\u66f4\u5e0c\u671b\u5728\u7ffb\u8bd1\u7684\u540c\u65f6\u80fd\u76f4\u63a5\u8fdb\u884c AI \u8ffd\u95ee\u548c\u4e0a\u4e0b\u6587\u6df1\u5ea6\u89e3\u91ca\u3002\u6240\u4ee5 probeQ \u5728\u81f4\u656c Bob \u4ea4\u4e92\u903b\u8f91\u7684\u57fa\u7840\u4e0a\uff0c\u91cd\u70b9\u5f3a\u5316\u4e86 AI \u5bf9\u8bdd\u7684\u80fd\u529b\u3002
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- \n
  \u4e00\u952e\u8bfb\u53d6\u526a\u8d34\u677f\uff1a \u5feb\u901f\u5524\u8d77\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u521d\u59cb Prompt \u3002
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- \n
  \u7ffb\u8bd1 + \u6df1\u5ea6\u89e3\u91ca\uff1a \u9488\u5bf9\u957f\u96be\u53e5\u4e0d\u4ec5\u7ed9\u51fa\u7ffb\u8bd1\uff0c\u8fd8\u4f1a\u7ed3\u5408 AI \u8fdb\u884c\u8bed\u6cd5\u548c\u80cc\u666f\u89e3\u6790\u3002
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- \n
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  \n
- \n
  \u539f\u751f\u4f53\u9a8c\uff1a \u4f7f\u7528 SwiftUI \u7f16\u5199\uff0c\u9002\u914d\u7cfb\u7edf\u5706\u89d2\u548c\u83dc\u5355\u680f\u98ce\u683c\u3002
  \n
\n
\n
\u6280\u672f\u5b9e\u73b0\uff1a
\n

Stack: SwiftUI + Google Gemini SDK \u3002

Vibe Coding: \u6574\u4e2a\u9879\u76ee 100% \u901a\u8fc7 AI \u8f85\u52a9\u751f\u6210\uff08 Antigravity \uff09\u3002\u6211\u9664\u4e86\u4e00\u4e9b\u57fa\u672c python \u5176\u4ed6\u5565\u4e5f\u4e0d\u61c2\uff0c\u4f46\u82b1\u4e86\u5dee\u4e0d\u591a 2 \u5929\u65f6\u95f4\u5c31\u641e\u51fa\u6765\uff08\u4e3b\u8981\u65f6\u95f4\u5176\u5b9e\u5728\u6298\u817e\u8fd9\u4e2a\u56fe\u6807...)

Icon: \u4f7f\u7528 Inkscape \u7ed8\u5236\uff0c\u5c3d\u91cf\u8fd8\u539f\u7cfb\u7edf\u539f\u751f\u89c6\u89c9\u611f\u3002

\u6b22\u8fce\u5927\u5bb6\u5c1d\u8bd5\u548c DIY \uff0c\u5f00\u6e90\u5730\u5740\uff1a\nhttps://github.com/shuqibi/probeQ

\n", "date_published": "2026-04-03T20:58:17+00:00", "title": "[macOS] \u5f00\u6e90\u7ffb\u8bd1/\u95ee\u7b54\u5de5\u5177 probeQ\uff1a\u7075\u611f\u6765\u81ea Bob\uff0c\u652f\u6301 AI \u8ffd\u95ee", "id": "t/1203459" }, { "author": { "url": "member/xiguaprince", "name": "xiguaprince", "avatar": "https://cdn.v2ex.com/gravatar/86df95680c263baa6aad817f7c77d048?s=73&d=retro" }, "url": "t/1203298", "title": "\u963f\u91cc\u7684 qoder \u3001qwen code\u3001\u901a\u4e49\u7075\u7801\u662f\u4e09\u4e2a\u56e2\u961f\uff1f", "id": "t/1203298", "date_published": "2026-04-03T03:44:54+00:00", "content_html": "

\u6211\u7684 cursor \u8d85\u4e86\uff0c\u60f3\u770b\u4e0b\u56fd\u4ea7 IDE \u6709\u54ea\u4e9b\u597d\u7528\u7684\u3002\u770b\u5230\u6709\u4ee5\u4e0b\uff1a

trae: \u5b57\u8282\u7684\uff0c\u56fd\u5916\u7248\u672c\u548c\u56fd\u5185\u7248\u672c\u6a21\u578b\u90fd\u662f sota \u7684\uff0c\u4ea7\u54c1\u529b\u4e5f\u4e0d\u9519
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\n" }, { "author": { "url": "member/mannnner", "name": "mannnner", "avatar": "https://cdn.v2ex.com/avatar/1733/cdd4/684272_large.png?m=1775119708" }, "url": "t/1203145", "title": "[\u6e90\u7801\u5f00\u6e90] \u88ab\u6284\u88ad\u540e\u6211\u9009\u62e9\u628a 3w \u7528\u6237\u65e5\u6d3b\u5343\u4eba\u7684\u5c0f\u6e38\u620f\u6e90\u7801\u76f4\u63a5\u516c\u5f00", "id": "t/1203145", "date_published": "2026-04-02T08:50:49+00:00", "content_html": "

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\u6700\u8fd1\u771f\u7684\u5fd9\uff0c\u8f9b\u82e6\u505a\u7684\u6e38\u620f\u88ab\u4eba\u76f4\u63a5 1:1 \u7167\u642c\uff0c\u8fd8\u6302\u5728\u4ed6\u81ea\u5df1\u7684\u7f51\u7ad9\u4e0a\u725f\u5229\uff0c\u65e2\u7136\u817e\u8baf\u5b98\u65b9\u4e0d\u4f5c\u4e3a\uff0c\u90a3\u6211\u4e5f\u4e0d\u60ef\u7740

\u8fd9\u662f\u6211\u4e09\u6708\u5927\u6982\u524d\u524d\u540e\u540e\u82b1\u4e86\u534a\u4e2a\u6708\u4ece\u96f6\u5f00\u59cb\u5199\u7684\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u9879\u76ee\uff0c\u76ee\u524d\u4ecd\u5728\u7a33\u5b9a\u8fd0\u884c\uff0c\u6ce8\u518c\u7528\u6237\u8d85 3w

\u5982\u679c\u4f60\u4e5f\u60f3\u5c1d\u8bd5\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7684\u5f00\u53d1\uff0c\u90a3\u8fd9\u4e2a\u9879\u76ee\u5c06\u4f1a\u8ba9\u4f60\u66f4\u597d\u7406\u89e3\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7684\u6846\u67b6\u548c\u4ee3\u7801\u903b\u8f91\uff0c\u8ddf\u7740 README.md \u53ef\u4ee5\u5f88\u5feb\u5728\u672c\u5730\u8fd0\u884c\uff0c\u4e14\u652f\u6301\u4e8c\u5f00

GitHub \u5730\u5740\uff1a https://github.com/4682B4LEE/number-bomb-public

\u8bb0\u5f97 GitHub \u5e2e\u6211\u70b9\u4e2a\u2605

\ud83d\udccb \u4f7f\u7528\u524d\u7684\u914d\u7f6e\uff08\u91cd\u8981\uff01\u672c\u6e90\u7801\u4ec5\u4f9b\u5b66\u4e60\u4ea4\u6d41\u4f7f\u7528\uff0c\u672a\u7ecf\u6388\u6743\u4e0d\u5f97\u7528\u4e8e\u5546\u4e1a\u7528\u9014\u3002\uff09

\u5728\u4f7f\u7528\u672c\u6e90\u7801\u524d\uff0c\u8bf7\u5b8c\u6210\u4ee5\u4e0b\u914d\u7f6e\uff1a

1. \u914d\u7f6e\u5fae\u4fe1\u5c0f\u7a0b\u5e8f AppID

\u6253\u5f00 project.config.json \u6587\u4ef6\uff0c\u5c06 YOUR_APPID_HERE \u66ff\u6362\u4e3a\u4f60\u81ea\u5df1\u7684\u5fae\u4fe1\u5c0f\u7a0b\u5e8f AppID\uff1a

{\n \"appid\": \"YOUR_APPID_HERE\"\n}\n

\u83b7\u53d6 AppID \u65b9\u6cd5\uff1a

\u767b\u5f55 \u5fae\u4fe1\u516c\u4f17\u5e73\u53f0
\u8fdb\u5165\"\u5f00\u53d1\" -> \"\u5f00\u53d1\u7ba1\u7406\" -> \"\u5f00\u53d1\u8bbe\u7f6e\"
\u590d\u5236\"AppID(\u5c0f\u7a0b\u5e8f ID)\"

2. \u5f00\u901a\u5fae\u4fe1\u4e91\u5f00\u53d1

\u672c\u9879\u76ee\u4f7f\u7528\u5fae\u4fe1\u4e91\u5f00\u53d1\u4f5c\u4e3a\u540e\u7aef\uff0c\u9700\u8981\uff1a

\u5728\u5fae\u4fe1\u5f00\u53d1\u8005\u5de5\u5177\u4e2d\u70b9\u51fb\"\u4e91\u5f00\u53d1\"\u6309\u94ae
\u6309\u7167\u63d0\u793a\u5f00\u901a\u4e91\u5f00\u53d1\u73af\u5883
\u8bb0\u5f55\u4f60\u7684\u4e91\u5f00\u53d1\u73af\u5883 ID

3. \u90e8\u7f72\u4e91\u51fd\u6570

\u5728\u4e91\u51fd\u6570\u76ee\u5f55 cloudfunctions/ \u4e2d\uff0c\u90e8\u7f72\u4ee5\u4e0b\u4e91\u51fd\u6570\uff1a

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

\u4e91\u51fd\u6570	\u529f\u80fd\u8bf4\u660e
`saveUser`	\u4fdd\u5b58\u7528\u6237\u4fe1\u606f\u5230\u4e91\u6570\u636e\u5e93
`saveRecord`	\u4fdd\u5b58\u6e38\u620f\u8bb0\u5f55\u5230\u4e91\u6570\u636e\u5e93
`updateRecord`	\u66f4\u65b0\u5df2\u6709\u6e38\u620f\u8bb0\u5f55
`getRecords`	\u83b7\u53d6\u7528\u6237\u7684\u6e38\u620f\u8bb0\u5f55\u5217\u8868
`getRecordDetail`	\u83b7\u53d6\u5355\u6761\u6e38\u620f\u8bb0\u5f55\u8be6\u60c5
`getDailyInfo`	\u83b7\u53d6\u6bcf\u65e5\u6311\u6218\u4fe1\u606f
`startDailyChallenge`	\u5f00\u59cb\u6bcf\u65e5\u6311\u6218
`submitDailyResult`	\u63d0\u4ea4\u6bcf\u65e5\u6311\u6218\u7ed3\u679c
`getDailyRank`	\u83b7\u53d6\u6bcf\u65e5\u6311\u6218\u6392\u884c\u699c
`getGlobalRank`	\u83b7\u53d6\u5168\u670d\u6392\u884c\u699c
`getLoserRank`	\u83b7\u53d6\u6d17\u7897\u738b\u6392\u884c\u699c
`updateWinScore`	\u66f4\u65b0\u83b7\u80dc\u5206\u6570
`updateLoseScore`	\u66f4\u65b0\u5931\u8d25\u5206\u6570
`battleController`	\u8054\u673a\u5bf9\u6218\u63a7\u5236
`cleanupRooms`	\u6e05\u7406\u8fc7\u671f\u623f\u95f4
`feedback_api`	\u7528\u6237\u53cd\u9988\u63a5\u53e3

\u90e8\u7f72\u65b9\u6cd5\uff1a

\u5728\u5fae\u4fe1\u5f00\u53d1\u8005\u5de5\u5177\u4e2d\u53f3\u952e\u70b9\u51fb\u4e91\u51fd\u6570\u6587\u4ef6\u5939
\u9009\u62e9\"\u521b\u5efa\u5e76\u90e8\u7f72\uff1a\u4e91\u7aef\u5b89\u88c5\u4f9d\u8d56\"

4. \u521b\u5efa\u6570\u636e\u5e93\u96c6\u5408

\u5728\u4e91\u5f00\u53d1\u63a7\u5236\u53f0\u7684\u6570\u636e\u5e93\u4e2d\uff0c\u521b\u5efa\u4ee5\u4e0b\u96c6\u5408\uff1a

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

\u96c6\u5408\u540d	\u7528\u9014
`users`	\u5b58\u50a8\u7528\u6237\u57fa\u672c\u4fe1\u606f
`records`	\u5b58\u50a8\u6e38\u620f\u5bf9\u6218\u8bb0\u5f55
`daily_challenges`	\u5b58\u50a8\u6bcf\u65e5\u6311\u6218\u6570\u636e
`daily_rankings`	\u5b58\u50a8\u6bcf\u65e5\u6311\u6218\u6392\u884c\u699c
`global_rankings`	\u5b58\u50a8\u5168\u670d\u6392\u884c\u699c
`loser_rankings`	\u5b58\u50a8\u6d17\u7897\u738b\u6392\u884c\u699c
`rooms`	\u5b58\u50a8\u8054\u673a\u5bf9\u6218\u623f\u95f4
`feedback`	\u5b58\u50a8\u7528\u6237\u53cd\u9988
`puzzle_levels`	\u5b58\u50a8\u6b8b\u5c40\u5173\u5361\u6570\u636e
`puzzle_progress`	\u5b58\u50a8\u73a9\u5bb6\u95ef\u5173\u8fdb\u5ea6

5. \u8bbe\u7f6e\u6570\u636e\u5e93\u6743\u9650

\u4e3a\u6bcf\u4e2a\u96c6\u5408\u8bbe\u7f6e\u6743\u9650\uff1a

\u6240\u6709\u7528\u6237\u53ef\u8bfb\uff0c\u4ec5\u521b\u5efa\u8005\u53ef\u5199\uff08\u9002\u7528\u4e8e records \u3001feedback \u7b49\uff09
\u6240\u6709\u7528\u6237\u53ef\u8bfb\uff0c\u6240\u6709\u7528\u6237\u53ef\u5199\uff08\u9002\u7528\u4e8e rankings \u3001puzzle_levels \u7b49\uff09

\n" }, { "author": { "url": "member/Linioi", "name": "Linioi", "avatar": "https://cdn.v2ex.com/avatar/9096/40b7/524636_large.png?m=1776652305" }, "url": "t/1202944", "date_modified": "2026-04-01T14:23:18+00:00", "content_html": "

\u5982\u9898\uff0c\u76ee\u524d OP \u7684\u65e5\u5e38\u4e3b\u529b\u662f Claude Pro \u548c ChatGPT Plus \uff0c\u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u548c\u91cd\u6784\u786e\u5b9e\u597d\u7528\u3002\u4f46\u73b0\u5728\u6bd4\u8f83\u5c34\u5c2c\u7684\u662f\uff0c\u8fd9\u4fe9\u7684\u989d\u5ea6\u521a\u597d\u5361\u5728\u4e00\u4e2a\u52c9\u5f3a\u591f\u7528\u4f46\u4e0d\u6562\u968f\u4fbf\u70e7\u7684\u8fb9\u7f18\u3002

\u5e73\u65f6\u5982\u679c\u8dd1\u4e00\u4e9b Agent \u4efb\u52a1\uff0c\u6216\u8005\u4e22\u70b9\u957f\u4e0a\u4e0b\u6587\u7684\u6587\u6863\uff0cToken \u70e7\u5f97\u8089\u75bc\u3002\u53c8\u4e0d\u60f3\u518d\u52a0\u94b1\u786c\u4e0a Claude Max \u7b49\u66f4\u8d35\u7684\u5b98\u65b9\u5957\u9910\u4e86\uff0c\u7528\u4e0d\u4e0a\u5e76\u4e14\u611f\u89c9\u94b1\u5305\u5403\u4e0d\u6d88\u3002

\u6240\u4ee5\u60f3\u6c42\u52a9\u4e00\u4e0b V \u53cb\uff0c\u6709\u6ca1\u6709\u63a8\u8350\u7684\u4fbf\u5b9c\u3001\u91cf\u5927\u7ba1\u9971\u7684\u56fd\u4ea7 Coding \u5957\u9910\uff1f

\u4f7f\u7528\u573a\u666f\u5b9a\u4f4d\uff1a\n\u7eaf\u7eaf\u7684\u526f\u9a7e\u548c\u6253\u5de5\u4eba\u3002\u4e13\u95e8\u7528\u6765\u8dd1\u65e5\u5e38\u7684 Agent \u4efb\u52a1\u3001\u751f\u6210 Git Commit \u548c CHANGELOG \u7b49\u6587\u6863\u6216\u8005\u5904\u7406\u7e41\u7410\u4f46\u903b\u8f91\u7b80\u5355\u7684\u811a\u672c\uff0c\u7701\u4e0b Claude \u548c Codex \u7684\u989d\u5ea6\u3002

\u4e2a\u4eba\u8e29\u5751\u8bb0\u5f55\uff1a\n\u4e4b\u524d\u7814\u7a76\u4e86\u5404\u5bb6\u7684\u7eb8\u9762\u53c2\u6570\uff0c\u4e70\u8fc7 MiniMax 49 \u5143/\u6708\u7684 Coding Plan Plus \u3002\u867d\u7136\u7eb8\u9762\u989d\u5ea6\u786e\u5b9e\u5927\uff0c\u4f46\u5b9e\u9645\u4f53\u9a8c\u4e0b\u6765\uff0c\u611f\u89c9 MiniMax M2.5 \u7a0d\u5fae\u6709\u70b9\u50cf\u667a\u969c\u2026\u2026\u975e\u5e38\u7231\u80e1\u8a00\u4e71\u8bed\uff0c\u4e0a\u4e0b\u6587\u7a0d\u5fae\u957f\u70b9\u6216\u8005\u8981\u6c42\u591a\u4e00\u70b9\u5c31\u5f00\u59cb\u778e\u7f16\u3002\u4e70\u4e86\u4e00\u4e2a\u6708\u57fa\u672c\u5728\u5403\u7070\uff0c\u65b0\u51fa\u7684 MiniMax M2.7 \u4e5f\u6ca1\u6d4b\u3002\u4e0d\u77e5\u9053\u8868\u73b0\u5982\u4f55\u3002

\u6838\u5fc3\u9700\u6c42\uff1a

\u4ef7\u683c\u53cb\u597d\uff1a\u6700\u597d\u6708\u4ed8\u5728 100 \u5143\u4ee5\u5185\u3002
\u91cf\u5927\u7ba1\u9971\uff1a\u5e76\u53d1\u548c\u8bf7\u6c42\u9891\u6b21\uff08 TPS / \u6bcf\u5c0f\u65f6\u989d\u5ea6\uff09\u9650\u5236\u5c3d\u91cf\u5bbd\u677e\u4e00\u70b9\uff0c\u4e0d\u7136\u6302 Agent \u5f88\u5bb9\u6613\u52a8\u4e0d\u52a8\u5c31\u62a5 429 \u3002
\u667a\u5546\u53ca\u683c\uff1a\u4e0d\u6307\u671b\u5b83\u6709 Claude \u7684\u6c34\u5e73\uff0c\u4f46\u81f3\u5c11\u522b\u50cf M2.5 \u90a3\u6837\u653e\u98de\u81ea\u6211\uff0c\u5f97\u80fd\u542c\u61c2\u6307\u4ee4\uff0c\u8001\u8001\u5b9e\u5b9e\u5e72\u4e9b\u57fa\u7840\u7684 CRUD \u3002

\u76ee\u524d\u5728\u89c2\u671b Kimi \u7684\u5957\u9910\u8fd8\u6709\u817e\u8baf/\u963f\u91cc\u4e91\u3002\u4e0d\u77e5\u9053\u5927\u5bb6\u73b0\u5728\u90fd\u7528\u4ec0\u4e48\u56fd\u4ea7\u65b9\u6848\u505a\u5e73\u66ff/\u5e72\u6742\u6d3b\uff1f\u6c42\u771f\u5b9e\u4f53\u9a8c\u5206\u4eab\uff0c\u611f\u8c22\uff01

\n", "date_published": "2026-04-01T14:22:46+00:00", "title": "Claude / GPT \u989d\u5ea6\u7126\u8651\uff0c\u6c42\u63a8\u8350\u4e00\u4e2a\u91cf\u5927\u7ba1\u9971\u7684\u56fd\u4ea7\u5927\u6a21\u578b\u5957\u9910\u5e72\u6742\u6d3b", "id": "t/1202944" }, { "author": { "url": "member/matthewgao", "name": "matthewgao", "avatar": "https://cdn.v2ex.com/avatar/6338/b003/11981_large.png?m=1414464762" }, "url": "t/1202627", "date_modified": "2026-04-02T01:24:00+00:00", "content_html": "

\u73b0\u5728 AI Agent \u548c\u76f8\u5173\u5de5\u5177\u94fa\u9762\u800c\u6765\u6211\u5df2\u7ecf\u7528\u4e0d\u8fc7\u6765\u4e86\uff0c\u5927\u5bb6\u96c6\u4e2d\u63a8\u8350\u4e00\u4e9b\u4f18\u79c0\u7684\u5de5\u5177\u548c\u573a\u666f\u5427

\n", "date_published": "2026-03-31T14:07:17+00:00", "title": "\u4e00\u4eba\u63a8\u8350\u4e00\u4e2a AI Agent/Skill/Plugins \u8bf4\u8bf4\u5b83\u5728\u54ea\u9879\u5de5\u4f5c\u4e0a\u5f88\u51fa\u8272", "id": "t/1202627" }, { "author": { "url": "member/zhj0326", "name": "zhj0326", "avatar": "https://cdn.v2ex.com/avatar/f6c6/a858/660055_large.png?m=1774953561" }, "url": "t/1202592", "title": "cc \u6e90\u7801\u672c\u5730\u7f16\u8bd1\u542f\u52a8", "id": "t/1202592", "date_published": "2026-03-31T10:40:59+00:00", "content_html": "

$\"\"$

\n" }, { "author": { "url": "member/jchencode", "name": "jchencode", "avatar": "https://cdn.v2ex.com/avatar/b6db/b91f/409961_large.png?m=1773891741" }, "url": "t/1202589", "date_modified": "2026-04-01T02:27:37+00:00", "content_html": "AI \u5199\u4ee3\u7801\uff0c\u8ba9\u4eba\u4e0a\u763e\uff0c\u4e0a\u763e\u4e4b\u540e\uff0c\u65e0\u6cd5\u6212\u65ad\u3002\u81ea\u5df1\u538b\u6839\u4e0d\u60f3\u52a8\u8111\uff0c\u5b8c\u5168\u5c31\u662f\u9634\u8c0b\uff01\u4ed6\u4eec\u60f3\u901a\u8fc7 AI \u706d\u6389\u5de5\u7a0b\u5e08\uff01\u6bc1\u6389\u9879\u76ee\uff01\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u5b95\u673a\uff01\u6211\u4e0d\u5141\u8bb8\uff01", "date_published": "2026-03-31T10:23:25+00:00", "title": "\u6211\u8bf4\u5b9e\u8bdd\uff0c AI \u5199\u4ee3\u7801\uff0c\u8ba9\u4eba\u4e0a\u763e\u3002", "id": "t/1202589" }, { "author": { "url": "member/nonozone", "name": "nonozone", "avatar": "https://cdn.v2ex.com/avatar/d81f/9c1b/345_large.png?m=1775997596" }, "url": "t/1202480", "title": "\u7528 AI \u8f85\u52a9\u5f00\u53d1\u4e86\u4e00\u4e2a\u8ba9 AI Agent \u80fd\u8bfb\u5199\u90ae\u4ef6\u7684 CLI \u5de5\u5177\uff0c v0.1.0", "id": "t/1202480", "date_published": "2026-03-31T04:37:38+00:00", "content_html": "

\u6211\u4e0d\u662f\u4e13\u4e1a\u7a0b\u5e8f\u5458\uff0c\u5e73\u65f6\u7528 AI \u8f85\u52a9\u5199\u4ee3\u7801\u3002\u6700\u8fd1\u6709\u4e2a\u9700\u6c42\uff1a\u60f3\u8ba9 AI Agent \u5e2e\u6211\u5904\u7406\u90ae\u4ef6\uff0c\u4f46\u53d1\u73b0\u90ae\u4ef6\u7cfb\u7edf\u5bf9 AI \u975e\u5e38\u4e0d\u53cb\u597d\u2014\u2014MIME \u7ed3\u6784\u590d\u6742\u3001HTML \u6a21\u677f\u81c3\u80bf\u3001\u5404\u5bb6 API \u4e0d\u4e00\u6837\u3002

\u4e8e\u662f\u7528 AI \u8f85\u52a9\u505a\u4e86\u8fd9\u4e2a\u5de5\u5177\uff1amailcli

\u5b83\u505a\u4ec0\u4e48\uff1a

\u628a IMAP \u90ae\u4ef6\u89e3\u6790\u6210\u5e72\u51c0\u7684 JSON \uff08 StandardMessage \uff09\uff0c\u76f4\u63a5 pipe \u7ed9 Agent\nmailcli watch \u5b9e\u65f6\u76d1\u63a7\u6536\u4ef6\u7bb1\uff0c\u6d41\u5f0f\u8f93\u51fa JSONL \u4e8b\u4ef6\n\u672c\u5730 SQLite + FTS5 \u5168\u6587\u7d22\u5f15\uff0csync \u4e00\u6b21\u3001\u672c\u5730\u641c\u7d22\u591a\u6b21\n\u53d1\u4fe1\u3001\u56de\u590d\u3001\u5220\u9664\u3001\u79fb\u52a8\u3001\u6807\u8bb0\uff0c\u5b8c\u6574\u7684\u8bfb\u5199\u95ed\u73af\n\u63d0\u4f9b OpenAI / Anthropic \u7684 tool schema \uff0cLLM \u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\n\u6280\u672f\u6808\uff1a \u7eaf Go \uff0c\u96f6 CGO \uff0cSQLite + FTS5 \uff0c548 \u4e2a\u6d4b\u8bd5

\u4e0d\u662f\u4ec0\u4e48\uff1a \u4e0d\u662f mail client \uff0c\u4e0d\u6253\u7b97\u7ed9\u4eba\u7528\uff0c\u5c31\u662f\u7ed9 AI \u7528\u7684 CLI \u8fb9\u754c\u5c42

GitHub\uff1a https://github.com/nonozone/MailCli

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\u8d77\u521d\u505a\u8fd9\u4e2a\u9879\u76ee\u7684\u52a8\u673a\u5f88\u7b80\u5355\uff1a\u6700\u8fd1\u5927\u5bb6\u90fd\u5728\u7528 Cursor \u3001Windsurf \u3001Cline \u6216\u8005 Copilot \u5199\u4ee3\u7801\u3002\u53ef\u662f\u75db\u70b9\u4e5f\u968f\u4e4b\u800c\u6765\uff1a

\u89c4\u5219\u788e\u7247\u5316\uff1aCursor \u6709 .cursorrules\uff0cWindsurf \u6709 .windsurfrules\uff0c\u5404\u79cd\u5de5\u5177\u89c4\u5219\u5b64\u5c9b\u5316\uff0c\u6362\u4e2a\u9879\u76ee\u53c8\u8981\u91cd\u65b0\u914d\u7f6e\u4e00\u5957\u3002
AI \u65e0\u8111\u4e71\u6539\u9879\u76ee\uff1a\u7f3a\u4e4f\u7edf\u4e00\u7684\u95e8\u7981\u548c\u73af\u5883\u7ea6\u675f\uff0cAI \u7ecf\u5e38\u5199\u51fa\u672c\u5730\u80fd\u8dd1\uff0c\u4f46\u5230\u4e86 Linux \u5bb9\u5668\u6216\u8005 CI/CD \u91cc\u5c31\u75af\u72c2\u62a5\u9519\u7684\u5e7b\u89c9\u903b\u8f91\u3002
\u5de5\u7a0b\u5316\u57fa\u5efa\u914d\u7f6e\u7e41\u6742\uff1a\u60f3\u7ed9\u65b0\u9879\u76ee\u914d\u7f6e\u597d\u6781\u5ea6\u5b89\u5168\u7684 CI/CD \uff0c\u5f80\u5f80\u8d39\u65f6\u8d39\u529b\uff0c\u8fd8\u5bb9\u6613\u88ab API Rate Limit \u963b\u65ad\u6d41\u6c34\u7ebf\u3002

\u4e3a\u4e86\u5f7b\u5e95\u89e3\u51b3\u201c\u591a\u91cd AI IDE \u534f\u4f5c\u4ea7\u751f\u7684\u914d\u7f6e\u788e\u7247\u5316\u201d\u95ee\u9898\uff0c\u6211\u6253\u9020\u4e86 snowdreamtech/template\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u666e\u901a\u811a\u624b\u67b6\uff0c\u5b83\u5145\u5f53\u4e86\u60a8\u9879\u76ee\u7684 AI Agent \u6743\u5a01\u5927\u8111 (Single Source of Truth) \u548c\u4ee3\u7801\u7eaf\u51c0\u5ea6\u9632\u8150\u5c42\u3002

\u2728 \u6838\u5fc3\u7279\u6027\u5927\u653e\u9001

\ud83e\udde0 \u7edf\u4e00\u7684 AI \u89c4\u5219\u5f15\u64ce (SSoT)

\u8de8 50+ IDE \u517c\u5bb9\uff1a\u5f00\u7bb1\u5373\u7528\u652f\u6301 Cursor \u3001Windsurf \u3001GitHub Copilot \u3001Cline \u3001Roo Code \u3001Trae \u3001Gemini \u7b49\u8d85 50 \u79cd AI \u7f16\u7a0b\u751f\u6001\u3002
\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\uff1a\u6240\u6709\u7684\u884c\u4e3a\u89c4\u8303\u96c6\u4e2d\u5728 .agent/rules/ \u4e0b\u7ef4\u62a4\uff0c\u901a\u8fc7\u5de7\u5999\u7684\u5b89\u5168\u8f6f\u94fe\u63a5/\u91cd\u5b9a\u5411\u6a21\u5f0f\uff0c\u4fee\u6539\u4e00\u6b21\uff0c\u5168\u5bb6\u6876\u81ea\u52a8\u751f\u6548\uff01
\u5185\u7f6e 80+ \u7ea7\u4e13\u4e1a\u89c4\u5219\u5957\u4ef6\uff1a\u9884\u7f6e\u4e86\u4ece Rust \u3001Go \u3001Python \u3001TypeScript \u5230 Ansible / Kubernetes \u7b49\u5927\u91cf\u524d\u6cbf\u5de5\u7a0b\u5708\u7684\u6700\u4f73\u5b9e\u8df5\u89c4\u5219\uff0c\u76f8\u5f53\u4e8e\u7ed9 AI \u88c5\u4e0a\u4e86\u201c\u4e13\u5bb6\u601d\u7ef4\u6a21\u5757\u201d\u3002
\u667a\u80fd\u5de5\u4f5c\u6d41 (SpecKit) \uff1a\u5185\u5efa\u6807\u51c6\u5316 .agent/workflows/ \u659c\u6760\u4ea4\u4e92\u547d\u4ee4\uff08\u5982 /speckit.plan\uff09\u3002

\ud83d\udee1\ufe0f \u201c\u4e09\u91cd\u4fdd\u8bc1\u201d\u4ee3\u7801\u7eaf\u51c0\u5ea6\u9632\u7ebf

AI \u751f\u6210\u7684\u4ee3\u7801\u4e0d\u9760\u8c31\uff1f\u6ca1\u5173\u7cfb\uff0c\u6211\u4eec\u8bbe\u4e86\u4e09\u9053\u94dc\u5899\u94c1\u58c1\uff1a

IDE \u5c42\uff1a\u63d0\u4f9b\u7cbe\u8c03\u7684 VS Code \u89c4\u8303\u548c\u89c4\u5219\u5e93\u5b9e\u65f6\u81ea\u52a8\u5f15\u5bfc\u3002
CLI \u5c42 (Pre-commit) \uff1a\u672c\u5730\u6d41\u6c34\u7ebf\u524d\u7f6e\u62e6\u622a\uff0c\u4e0d\u5408\u89c4\u4ee3\u7801\u76f4\u63a5\u5f3a\u5236\u79d2\u7ea7\u963b\u65ad\u56de\u9000\u3002
CI/CD \u5c42 (GitHub Actions) \uff1a\u77e9\u9635\u5e76\u53d1\u6d4b\u8bd5\u6ee1\u7ea7\u62a4\u822a\uff1b\u539f\u751f\u96c6\u6210 Zizmor / OSSF Scorecard \u6743\u5a01\u5ba1\u8ba1\u4e0e Gitleaks \uff0c\u4e25\u9632\u5bc6\u94a5\u5916\u6cc4\u4e0e\u4f9b\u5e94\u94fe\u6295\u6bd2\u95ee\u9898\u3002

\u26a1 \u514d\u75ab API \u9650\u5236\u7684\u9ad8\u53ef\u7528\u81ea\u52a8\u5316 (\u5b89\u5168\u4e0e\u6027\u80fd\u517c\u5907)

\u5982\u679c\u4f60\u88ab GitHub Actions \u7684 Rate Limit \u5751\u8fc7\uff0c\u90a3\u4f60\u4e00\u5b9a\u4f1a\u559c\u6b22\u6211\u4eec\u7684\u6d41\u6c34\u7ebf\u7eb5\u6df1\u8bbe\u8ba1\uff1a

\ud83d\udd0c \u201c\u79bb\u7ebf\u964d\u7ea7\u201d\u6a21\u5f0f\uff1a\u72ec\u5bb6\u8c03\u4f18\uff01\u6267\u884c MISE_OFFLINE=true \u5927\u5e45\u5207\u65ad\u5bf9\u5916\u90e8\u670d\u52a1\u5668\u7684\u4e0d\u5fc5\u8981\u7f51\u7edc\u8c03\u7528\uff0c\u914d\u5408\u7cbe\u51c6\u6ce8\u5165\u7684\u5c40\u90e8 GITHUB_TOKEN\uff0c\u675c\u7edd\u5197\u4f59\u62e6\u622a\uff0c\u518d\u9ad8\u9891\u7684 Commit \u8f70\u70b8\u4e5f\u80fd\u7a33\u5982\u8001\u72d7\u3002
\ud83d\udea6 \u9632\u62e5\u5835\u4e0e Fail-Fast\uff1a\u5168\u6d41\u6c34\u7ebf\u5f3a\u5236\u914d\u7f6e timeout-minutes \u548c concurrency \u5e76\u53d1\u7ec4\u3002\u4e00\u65e6\u65b0\u4ee3\u7801\u63a8\u4e0a\u6765\uff0c\u65e7\u7684\u5197\u4f59 PR Job \u81ea\u52a8\u629b\u5f03\uff0c\u62d2\u7edd\u65e0\u6548\u6392\u961f\u3002\u540c\u65f6\u6240\u6709 actions \u5265\u79bb\u5f31\u7ed1\u5b9a\u6807\u7b7e\uff0c\u5168\u91cf\u9501\u5b9a\u4e3a 40 \u4f4d\u5f3a SHA-1 \u54c8\u5e0c\uff0c\u4ece\u6e90\u5934\u5c01\u5835\u5b89\u5168\u9690\u60a3\u3002

\ud83d\udee0\ufe0f \u8de8\u5e73\u53f0\u201c\u96f6\u4fb5\u5165\u201d\u6781\u5ba2\u4f53\u9a8c

\u2328\ufe0f \u6452\u5f03\u9ad8\u8026\u5408\u80f6\u6c34\u8bed\u8a00\uff1a\u653e\u5f03\u4e86\u81c3\u80bf\u7684 Python \u4f9d\u8d56\uff0c\u4f7f\u7528\u7eaf\u6b63\u5f3a\u9a8c\u8bc1\u7684 POSIX-compliant sh \u7f16\u5199\u5e95\u5c42\u81ea\u52a8\u5316\u903b\u8f91\uff01 MacOS \u3001Linux \u4e43\u81f3\u88ab\u5927\u5bb6\u201c\u5acc\u5f03\u201d\u7684 Windows (Git Bash) \u914d\u7f6e\u6beb\u65e0\u65ad\u5c42\u3002
\ud83e\ude84 \u4e0b\u4e00\u4ee3\u5168\u5c40\u5de5\u5177\u94fe\u65b9\u6848\uff1a\u91c7\u7528 mise \uff08\u539f asdf \u7ec8\u6781\u5f62\u6001\uff09 \u53d6\u4ee3\u590d\u6742\u7684\u5168\u5c40\u6c61\u67d3\u3002\u4e0d\u4ec5\u5168\u81ea\u52a8\u9002\u914d Node \u3001Go \u7b49\u6309\u9879\u76ee\u9694\u79bb\uff0c\u53ea\u9700\u6572\u4e00\u884c make setup\uff0c\u5f00\u53d1\u73af\u5883\u77ac\u95f4\u5168\u91cf\u5c31\u4f4d\u3002

\ud83d\udca1 \u8c01\u9002\u5408\u7528\uff1f

\u6b63\u5728\u91cd\u5ea6\u4f9d\u8d56 Agent/AI IDE \u8fdb\u884c\u8f85\u52a9\u5f00\u53d1\uff0c\u4e14\u5728\u5404\u7c7b\u751f\u6001\u95f4\u53cd\u590d\u6a2a\u8df3\u7684\u5f00\u53d1\u8005\u3002
\u60f3\u8981\u4e00\u5957\u201c\u7a33\u5065\u3001\u7edf\u4e00\u3001\u5b89\u5168\u7ea7\u522b\u62c9\u6ee1\u7684 DevOps CI/CD \u5c42\u201d\u76f4\u63a5\u6284\u4f5c\u4e1a\u7684 Infra \u56e2\u961f/\u72ec\u7acb\u9ed1\u5ba2\u3002
\u82e6\u4e8e\u68b3\u7406\u4e0d\u540c\u73af\u5883\u811a\u672c\u5751\u70b9\uff0c\u6216\u8005\u60f3\u8981\u4e00\u4e2a\u7edd\u4f73\u7684\u5f00\u6e90\u5de5\u7a0b\u6253\u5e95\u5b66\u4e60\u7684\u4eba\u3002

\ud83d\udce5 \u4f20\u9001\u95e8

\ud83d\udd17 GitHub \u4ed3\u5e93: https://github.com/snowdreamtech/template
\ud83d\udd17 \u6587\u6863\u6307\u5f15: \u6b22\u8fce\u9605\u8bfb\u4e2d\u6587 Readme
\ud83d\udd17 \u7f51\u7ad9\u6307\u5357: \u6b22\u8fce\u6d4f\u89c8\u82f1\u6587\u7f51\u7ad9

\u65e0\u8bba\u662f\u7528\u6765\u5f53\u505a AI Prompt \u7684\u77e5\u8bc6\u5e93\uff0c\u8fd8\u662f\u7528\u6765\u5feb\u901f\u8d77\u76d8\u65b0\u57fa\u5efa\u9879\u76ee\uff0c\u90fd\u6b22\u8fce\u5927\u5bb6\u4f7f\u7528\u548c\u6307\u6b63\uff0c\u66f4\u671f\u5f85\u5404\u4f4d\u80fd\u7ed9\u4e2a \u2b50\ufe0f Star \u6216\u63d0 ISSUE \u4ea4\u6d41\u4ea4\u6d41\uff01\u5982\u679c\u4f60\u4e5f\u88ab\u7e41\u6742\u7684\u914d\u7f6e\u4e0e\u5e7b\u89c9\u6298\u78e8\uff0c\u4e0d\u59a8\u8bd5\u8bd5\u770b\uff01

\n" }, { "author": { "url": "member/weixiaoyun", "name": "weixiaoyun", "avatar": "https://cdn.v2ex.com/gravatar/3fea7c744ebc3baa356fac0169980f27?s=73&d=retro" }, "url": "t/1201080", "date_modified": "2026-03-25T10:27:54+00:00", "content_html": "\u76ee\u524d\u81ea\u5df1\u5199\u4e86\u4e00\u4e2a,\u611f\u89c9\u8fd8\u662f\u8ddf\u6a21\u578b\u6709\u5173\uff0cgpt5.4 \u8ddf claude opus4.6 \u6bd4\u5dee\u8ddd\u8fd8\u662f\u86ee\u5927\u7684\u3002\u5404\u4f4d\u5f66\u7956\u6709\u6ca1\u597d\u7528\u7684\u4ee3\u7801\u68b3\u7406\u7684 skill \uff08\u8d8a\u8be6\u7ec6\u8d8a\u597d\uff09\u3002", "date_published": "2026-03-25T09:35:26+00:00", "title": "\u5bf9\u4e8e\u4ee3\u7801\u5e9e\u5927\u7684\u9879\u76ee\uff0c\u6709\u6ca1\u6709\u5f88\u597d\u7684\u68b3\u7406\u4ee3\u7801 skill \u63a8\u8350", "id": "t/1201080" }, { "author": { "url": "member/yarkyaonj", "name": "yarkyaonj", "avatar": "https://cdn.v2ex.com/gravatar/5e3cfcf26967a9dcba3e8ddae455b765?s=73&d=retro" }, "url": "t/1200990", "date_modified": "2026-03-25T10:23:29+00:00", "content_html": "

\u524d\u51e0\u5929 claude code \u8d26\u53f7\u88ab\u5c01\u4e86\uff0c\u4e0d\u5f97\u4e0d\u7528\u4e86\u4e00\u6bb5\u65f6\u95f4 gpt5.4

\u6709\u51e0\u4e2a\u611f\u53d7\uff1a\n1 \u3001gpt5.4 \u4e00\u5b9a\u8981\u5f00 full access \uff0c\u4e0d\u7136\u4e00\u76f4\u95ee\u4f60\u8981\u4e0d\u8981\u7ee7\u7eed\uff0c\u592a\u70e6\u4eba\u4e86\u3002

2 \u3001gpt5.4 \u6bd4\u8f83\u8c28\u614e\uff0copus 4.6 \u6bd4\u8f83\u653e\u5f97\u5f00\u3002

3 \u3001\u6709\u4e2a\u95ee\u9898 gpt 5.4 \u95ee\u4e86\u597d\u51e0\u8f6e\u6ca1\u641e\u5b9a\uff0c\u53ef\u80fd\u662f\u5c40\u9650\u4e8e\u6211\u7684\u63d0\u95ee\u4e4b\u4e2d\uff1b\u4e4b\u524d\u7528 opus 4.6 \u611f\u89c9\u80fd\u8df3\u51fa\u6211\u7684\u63d0\u95ee\u6293\u4f4f\u95ee\u9898\u7684\u6839\u56e0

\u5927\u5bb6\u89c9\u5f97\u54ea\u4e2a\u6a21\u578b\u66f4\u597d\u7528\u70b9\uff0c\u6211\u5728\u8003\u8651\u4e0b\u4e00\u6b65\u5145\u503c\u54ea\u4e2a\u6a21\u578b

\n", "date_published": "2026-03-25T05:28:53+00:00", "title": "gpt 5.4 vs opus 4.6 \u4e2a\u4eba\u7684\u4e00\u70b9\u611f\u53d7", "id": "t/1200990" }, { "author": { "url": "member/Valid", "name": "Valid", "avatar": "https://cdn.v2ex.com/avatar/eedf/63d4/372826_large.png?m=1575942257" }, "url": "t/1200870", "date_modified": "2026-03-25T10:38:38+00:00", "content_html": "", "date_published": "2026-03-24T22:35:59+00:00", "title": "\u4f60\u4eec vibe \u73b0\u5728\u662f\u5168\u81ea\u52a8\u8fd8\u662f\u534a\u81ea\u52a8", "id": "t/1200870" }, { "author": { "url": "member/alva0", "name": "alva0", "avatar": "https://cdn.v2ex.com/avatar/6703/aba6/568727_large.png?m=1760321847" }, "url": "t/1200669", "date_modified": "2026-03-25T13:23:46+00:00", "content_html": "\u7528 claude code \u6216\u8005 codex \u5982\u4f55\u540c\u65f6\u5f00\u53d1\u524d\u540e\u7aef\u5206\u79bb\u7684\u9879\u76ee\u5462\uff1f

\u4f8b\u5982\u6211\u8981\u5f00\u53d1\u4e00\u4e2a\u65b0\u7684\u63a5\u53e3\uff0c\u540e\u7aef\u5b9e\u73b0\u540e\uff0c\u524d\u7aef\u5982\u4f55\u63a5\u5165\uff1f

\u6216\u8005\u6709\u4e2a bug \uff0c\u5982\u4f55\u524d\u540e\u7aef\u4e00\u8d77\u6392\u67e5\u89e3\u51b3\u3002", "date_published": "2026-03-24T03:50:26+00:00", "title": "AI \u5982\u4f55\u534f\u540c\u5f00\u53d1\u524d\u540e\u7aef\u5206\u79bb\u7684\u9879\u76ee\uff1f", "id": "t/1200669" }, { "author": { "url": "member/skyemin", "name": "skyemin", "avatar": "https://cdn.v2ex.com/gravatar/ffae6fc28fc865490d6ca265df635711?s=73&d=retro" }, "url": "t/1200612", "date_modified": "2026-03-25T00:15:44+00:00", "content_html": "\u8001\u9879\u76ee\u4ee3\u7801\u91cd\u6784,\u6709\u6ca1\u6709\u597d\u7684 skill \u80fd\u8bfb\u53d6\u5386\u53f2\u4e1a\u52a1\u903b\u8f91\u4e4b\u7c7b\u7684", "date_published": "2026-03-24T01:43:30+00:00", "title": "\u6709\u6ca1\u6709\u9002\u5408\u5386\u53f2\u4ee3\u7801\u91cd\u6784\u76f8\u5173\u7684 skill", "id": "t/1200612" }, { "author": { "url": "member/SunShare", "name": "SunShare", "avatar": "https://cdn.v2ex.com/avatar/cb40/7b8a/165219_large.png?m=1764651474" }, "url": "t/1200131", "date_modified": "2026-03-23T04:57:57+00:00", "content_html": "

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ref.

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Learn more about GitHub and trade control regulations.

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