{"id":56368,"date":"2025-08-14T17:44:51","date_gmt":"2025-08-14T09:44:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/56368.html"},"modified":"2025-08-14T17:44:51","modified_gmt":"2025-08-14T09:44:51","slug":"datawhale-%e5%96%b5%e7%a5%9e%ef%bc%9a%e4%b8%80%e4%b8%aa%e5%8d%8a%e6%9c%88%e9%ab%98%e5%bc%ba%e5%ba%a6claude-code%e4%bd%bf%e7%94%a8%e5%90%8e%e6%84%9f%e5%8f%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/56368.html","title":{"rendered":"Datawhale | \u55b5\u795e\uff1a\u4e00\u4e2a\u534a\u6708\u9ad8\u5f3a\u5ea6Claude Code\u4f7f\u7528\u540e\u611f\u53d7"},"content":{"rendered":"<p>\u672c\u6587\u6765\u6e90\u516c\u4f17\u53f7\u201cDatawhale\u201d&#xff0c;\u4ec5\u7528\u4e8e\u5b66\u672f\u5206\u4eab&#xff0c;\u4fb5\u6743\u5220&#xff0c;\u5e72\u8d27\u6ee1\u6ee1\u3002<\/p>\n<p>\u539f\u6587\u94fe\u63a5&#xff1a;\u55b5\u795e&#xff1a;\u4e00\u4e2a\u534a\u6708\u9ad8\u5f3a\u5ea6Claude 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\u628a\u8ba8\u8bba\u5185\u5bb9\u8fdb\u884c\u6587\u6863\u5316&#xff0c;\u4fdd\u5b58\u5230\u9879\u76ee\u91cc&#xff08;\u6bd4\u5982\u00a0dev-note\/auth-implementation-plan.md&#xff09;\u3002\u8fd9\u6837&#xff0c;\u5373\u4f7f\u6362\u4e86\u65b0\u7684 session&#xff0c;\u4f60\u4e5f\u53ef\u4ee5\u8ba9 AI \u8bfb\u53d6\u8fd9\u4e2a\u6587\u6863&#xff0c;\u5feb\u901f\u6062\u590d\u4e0a\u4e0b\u6587\u3002<\/p>\n<h4>\u4f7f\u7528 Subagent<\/h4>\n<p>CC \u6700\u8fd1\u63a8\u51fa\u7684 Subagent \u529f\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u5728\u4ee5\u524d&#xff0c;\u5f53 CC \u4f7f\u7528 Task \u5de5\u5177\u8fdb\u884c\u4efb\u52a1\u65f6&#xff0c;\u5b9e\u9645\u4e0a\u662f\u5728\u4e00\u4e2a\u5168\u65b0\u7684\u4e0a\u4e0b\u6587\u4e2d\u8fdb\u884c\u5de5\u4f5c\u3002\u8fd9\u76f8\u5f53\u4e8e\u6269\u5c55\u4e86\u4e3b Session \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p>\u4ee5\u524d\u6211\u4eec\u53ea\u80fd\u901a\u8fc7 prompt \u6280\u5de7\u6765\u300c\u8bf1\u5bfc\u300dCC \u4f7f\u7528 Task \u5de5\u5177&#xff0c;\u6548\u679c\u65f6\u597d\u65f6\u574f\u3002\u73b0\u5728\u6709\u4e86\u4e13\u95e8\u7684 subagent \u914d\u7f6e&#xff0c;\u7a33\u5b9a\u6027\u5927\u5927\u63d0\u5347\u3002\u4f60\u53ef\u4ee5\u4e3a\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u521b\u5efa\u4e13\u95e8\u7684 agent&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4ee3\u7801\u5206\u6790 agent&#xff1a;\u4e13\u95e8\u8d1f\u8d23\u7406\u89e3\u73b0\u6709\u4ee3\u7801\u7ed3\u6784<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5ba1\u67e5 agent&#xff1a;\u68c0\u67e5\u4ee3\u7801\u8d28\u91cf\u548c\u6f5c\u5728\u95ee\u9898<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5 agent&#xff1a;\u7f16\u5199\u548c\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b<\/p>\n<\/li>\n<li>\n<p>Git agent&#xff1a;\u5904\u7406\u4ee3\u7801\u63d0\u4ea4\u548c PR<\/p>\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u5408\u7406\u94fe\u5f0f\u8c03\u7528\u8fd9\u4e9b agent&#xff0c;\u5373\u4f7f\u662f\u5927\u578b\u4efb\u52a1\u4e5f\u6709\u673a\u4f1a\u80fd\u5728\u540c\u4e00\u4e2a Session \u91cc\u6709\u6761\u4e0d\u7d0a\u5730\u5b8c\u6210\u3002\u6bcf\u4e2a agent \u90fd\u5728\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u4e2d\u5de5\u4f5c&#xff0c;\u4e0d\u4f1a\u76f8\u4e92\u5e72\u6270&#xff0c;\u4e5f\u4e0d\u4f1a\u8017\u5c3d\u4e3b session \u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<h4>\u5728\u5408\u9002\u7684\u65f6\u673a\u624b\u52a8 compact<\/h4>\n<p>\u867d\u7136 CC \u4f1a\u81ea\u52a8\u8fdb\u884c\u4e0a\u4e0b\u6587\u538b\u7f29&#xff0c;\u4f46\u6211\u7684\u7ecf\u9a8c\u662f&#xff1a;\u4e3b\u52a8\u51fa\u51fb\u4f1a\u66f4\u597d\u3002\u5f53\u4f60\u770b\u5230\u4e0a\u4e0b\u6587\u4f7f\u7528\u91cf\u63a5\u8fd1\u7528\u6ee1\u65f6&#xff0c;\u4e0d\u59a8\u624b\u52a8\u6267\u884c\u00a0\/compact\u00a0\u547d\u4ee4\u3002\u8fd9\u53ef\u4ee5\u8ba9\u538b\u7f29\u53d1\u751f\u5728\u4e00\u4e2a\u66f4\u81ea\u7136\u7684\u65ad\u70b9\u8fdb\u884c\u3002\u6bd4\u5982\u521a\u5b8c\u6210\u4e00\u4e2a\u529f\u80fd\u6a21\u5757&#xff0c;\u6216\u8005\u521a\u8dd1\u5b8c\u4e00\u8f6e\u6d4b\u8bd5\u3002\u8fd9\u65f6\u5019\u538b\u7f29&#xff0c;AI \u4e0d\u592a\u4f1a\u4e22\u5931\u91cd\u8981\u4fe1\u606f\u3002\u800c\u5982\u679c\u7b49\u5230\u81ea\u52a8\u538b\u7f29&#xff0c;\u53ef\u80fd\u6b63\u597d\u5728\u4f60\u6539\u4ee3\u7801\u6539\u5230\u4e00\u534a\u7684\u65f6\u5019\u89e6\u53d1&#xff0c;\u90a3\u5c31\u5f88\u5bb9\u6613\u51fa\u95ee\u9898\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u6280\u5de7\u662f&#xff1a;\u5bf9\u4e8e\u76f8\u5bf9\u72ec\u7acb\u7684\u4efb\u52a1&#xff0c;\u5e72\u8106\u65b0\u5f00\u4e00\u4e2a session\u3002\u53cd\u6b63\u4f60\u5df2\u7ecf\u628a\u4efb\u52a1\u8ba1\u5212\u6587\u6863\u5316\u4e86&#xff0c;\u65b0 session \u8bfb\u53d6\u6587\u6863\u5c31\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u8fd9\u6bd4\u5728\u4e00\u4e2a\u5feb\u8981\u7206\u70b8\u7684 session \u91cc\u786c\u6491\u8981\u660e\u667a\u5f97\u591a\u3002<\/p>\n<p>\u5f53\u524d\u5728 AI \u8f85\u52a9\u7f16\u7a0b\u4e2d&#xff0c;\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f9d\u7136\u662f\u7a00\u7f3a\u8d44\u6e90&#xff0c;\u8981\u50cf\u7ba1\u7406\u5185\u5b58\u4e00\u6837\u7ba1\u7406\u5b83\u3002\u5408\u7406\u89c4\u5212\u3001\u53ca\u65f6\u6e05\u7406\u3001\u5fc5\u8981\u65f6\u300c\u6362\u4e2a\u623f\u95f4\u300d&#xff0c;\u624d\u80fd\u8ba9 vibe coding \u7684\u4f53\u9a8c\u4fdd\u6301\u6d41\u7545\u3002<\/p>\n<h3>\u5584\u7528\u547d\u4ee4\u548c\u5468\u8fb9\u5de5\u5177<\/h3>\n<h4>Command \u548c Hooks<\/h4>\n<p>\u6211\u6709\u4e2a\u66b4\u8bba&#xff1a;\u51e1\u662f\u91cd\u590d\u4e86\u4e24\u6b21\u4ee5\u4e0a\u7684\u7c7b\u4f3c prompt \u90fd\u5e94\u8be5\u7528\u547d\u4ee4\u6765\u8868\u8ff0&#xff01;<\/p>\n<p>\u6bcf\u6b21\u90fd\u8f93\u5165\u7c7b\u4f3c\u7684 prompt \u771f\u7684\u975e\u5e38\u65e0\u8da3&#xff1a;\u300c\u8fd0\u884c\u6d4b\u8bd5\u5e76\u4fee\u590d\u5931\u8d25\u7684\u7528\u4f8b\u300d\u3001\u300c\u63d0\u4ea4\u4ee3\u7801\u65f6\u8bf7\u4f7f\u7528\u89c4\u8303\u7684 commit message\u300d\u2026\u5982\u679c\u4f60\u53d1\u73b0\u81ea\u5df1\u5728\u91cd\u590d\u7c7b\u4f3c\u7684\u8bf7\u6c42&#xff0c;\u7acb\u523b\u505c\u4e0b\u6765&#xff0c;\u82b1\u4e00\u5206\u949f\u914d\u7f6e\u4e00\u4e2a command\u3002<\/p>\n<p>Command \u76f8\u6bd4 subagent \u6709\u4e2a\u5de8\u5927\u7684\u4f18\u52bf&#xff1a;\u5b83\u62e5\u6709\u5b8c\u6574\u7684\u5f53\u524d\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u3002\u5982\u679c\u4f60\u7684\u4efb\u52a1\u548c\u5f53\u524d\u6b63\u5728\u8fdb\u884c\u7684\u5de5\u4f5c\u9ad8\u5ea6\u76f8\u5173&#xff0c;\u90a3\u4e48 command \u7684\u6548\u7387\u4f1a\u66f4\u9ad8\u3002\u6bd4\u5982\u6211\u5e38\u7528\u7684\u51e0\u4e2a&#xff1a;<\/p>\n<ul>\n<li>\n<p>\/test-and-fix&#xff1a;\u8fd0\u884c\u6d4b\u8bd5&#xff0c;\u5982\u679c\u6709\u5931\u8d25\u81ea\u52a8\u5c1d\u8bd5\u4fee\u590d<\/p>\n<\/li>\n<li>\n<p>\/review&#xff1a;\u5bf9\u5f53\u524d\u4fee\u6539\u8fdb\u884c\u4ee3\u7801\u5ba1\u67e5&#xff0c;\u7ed9\u51fa\u6539\u8fdb\u5efa\u8bae<\/p>\n<\/li>\n<li>\n<p>\/commit-smart&#xff1a;\u5206\u6790\u6539\u52a8&#xff0c;\u751f\u6210\u5408\u9002\u7684 commit message \u5e76\u63d0\u4ea4<\/p>\n<\/li>\n<\/ul>\n<p>\u81f3\u4e8e Hooks&#xff0c;\u8bf4\u5b9e\u8bdd\u6211\u7528\u5f97\u4e0d\u591a\u3002\u7406\u8bba\u4e0a\u5b83\u80fd\u5728\u7279\u5b9a\u4e8b\u4ef6\u89e6\u53d1\u65f6\u81ea\u52a8\u6267\u884c\u547d\u4ee4&#xff0c;\u6bd4\u5982\u6bcf\u6b21\u63d0\u4ea4\u524d\u81ea\u52a8\u8fd0\u884c\u6d4b\u8bd5\u3002\u4f46\u5b9e\u9645\u4f7f\u7528\u4e2d&#xff0c;\u6211\u66f4\u559c\u6b22\u4fdd\u6301\u4e00\u5b9a\u7684\u63a7\u5236\u6743&#xff0c;\u4e0d\u592a\u559c\u6b22\u592a\u591a\u81ea\u52a8\u5316\u7684\u4e1c\u897f\u5728\u80cc\u540e\u6084\u6084\u8fd0\u884c\u3002\u4e0d\u8fc7\u8fd9\u7eaf\u5c5e\u4e2a\u4eba\u504f\u597d&#xff0c;\u5982\u679c\u4f60\u7684\u5de5\u4f5c\u6d41\u6bd4\u8f83\u56fa\u5b9a&#xff0c;Hooks \u786e\u5b9e\u80fd\u7701\u4e0d\u5c11\u4e8b\u3002<\/p>\n<h4>MCP<\/h4>\n<p>\u901a\u8fc7\u00a0MCP\u00a0\u8865\u5145\u6a21\u578b\u4e0d\u77e5\u9053\u7684\u77e5\u8bc6\u3002\u6211\u6700\u5e38\u7528\u7684\u51e0\u4e2a\u573a\u666f&#xff1a;<\/p>\n<p>\u6700\u65b0\u7684 Apple \u6587\u6863<\/p>\n<p>Apple \u7684\u6587\u6863\u9875\u9762\u5927\u91cf\u4f7f\u7528 JavaScript \u6e32\u67d3&#xff0c;\u56e0\u6b64 CC \u7684 WebFetch \u6293\u4e0d\u5230\u5185\u5bb9\u3002\u4f46\u901a\u8fc7\u00a0apple-docs-mcp&#xff0c;\u6211\u53ef\u4ee5\u83b7\u53d6\u6700\u65b0\u6700\u51c6\u786e\u7684 API \u6587\u6863\u3002\u8fd9\u5bf9 iOS \u5f00\u53d1\u6765\u8bf4\u7b80\u76f4\u662f\u6551\u547d\u7a3b\u8349\u3002<\/p>\n<p>\u9879\u76ee\u7ba1\u7406\u96c6\u6210<\/p>\n<p>\u901a\u8fc7\u00a0mcp-atlassian\u00a0\u8fde\u63a5 JIRA&#xff0c;\u53ef\u4ee5\u8ba9 CC \u76f4\u63a5\u8bfb\u53d6\u548c\u66f4\u65b0\u4efb\u52a1\u72b6\u6001&#xff0c;\u6216\u8005\u81ea\u52a8\u5c06\u5206\u6790\u7684\u60c5\u51b5\u548c\u5b9e\u73b0\u8fdb\u884c\u56de\u590d&#xff0c;\u4fdd\u6301\u6c9f\u901a\u7545\u901a\u3002<\/p>\n<p>LSP \u652f\u6301<\/p>\n<p>CC \u6682\u65f6\u8fd8\u539f\u751f\u652f\u6301 LSP&#xff0c;\u4f46\u901a\u8fc7\u00a0mcp-language-server&#xff0c;\u53ef\u4ee5\u83b7\u5f97\u51c6\u786e\u7684\u4ee3\u7801\u8865\u5168\u548c\u7c7b\u578b\u4fe1\u606f\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u90a3\u4e9b CC \u4e0d\u592a\u719f\u6089\u7684\u8bed\u8a00&#xff0c;\u8fd9\u4e2a\u529f\u80fd\u4ef7\u503c\u5de8\u5927\u3002<\/p>\n<p>\u914d\u7f6e MCP \u53ef\u80fd\u9700\u8981\u4e00\u70b9\u65f6\u95f4&#xff0c;\u4f46\u7edd\u5bf9\u7269\u6709\u6240\u503c\u3002\u5b83\u8ba9 CC \u4ece\u4e00\u4e2a\u901a\u7528\u7684\u5de5\u5177\u53d8\u6210\u4e86\u4e3a\u4f60\u91cf\u8eab\u5b9a\u5236\u7684\u52a9\u624b\u3002<\/p>\n<h4>\u7f16\u8bd1\u3001\u5206\u6790\u548c\u6d4b\u8bd5<\/h4>\n<p>\u6c38\u8fdc\u8bb0\u4f4f&#xff1a;AI \u751f\u6210\u7684\u4ee3\u7801&#xff0c;\u672a\u7ecf\u6d4b\u8bd5\u90fd\u662f\u5e9f\u54c1\u3002<\/p>\n<p>\u6211\u7684\u5de5\u4f5c\u6d41\u7a0b\u901a\u5e38\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<li>\n<p>\u5728 CLAUDE.md \u4e2d\u8be6\u7ec6\u5217\u51fa\u9879\u76ee\u7684\u7f16\u8bd1\u547d\u4ee4\u3001\u6d4b\u8bd5\u547d\u4ee4\u3001linter \u914d\u7f6e<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u5b8c\u6210\u4e00\u4e2a\u5c0f\u529f\u80fd&#xff0c;\u7acb\u5373\u7f16\u8bd1<\/p>\n<\/li>\n<li>\n<p>\u7f16\u8bd1\u901a\u8fc7\u540e&#xff0c;\u8fd0\u884c\u76f8\u5173\u6d4b\u8bd5<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u901a\u8fc7\u540e&#xff0c;\u8fd0\u884c linter \u548c formatter<\/p>\n<\/li>\n<p>\u542c\u8d77\u6765\u5f88\u7e41\u7410&#xff1f;\u5176\u5b9e\u914d\u7f6e\u597d\u4e4b\u540e&#xff0c;\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u547d\u4ee4\u5b8c\u6210\u548c subagent\u3002\u5173\u952e\u662f\u8981\u8ba9\u8fd9\u4e9b\u6b65\u9aa4\u6210\u4e3a\u4e60\u60ef&#xff0c;\u800c\u4e0d\u662f\u7b49\u5168\u90e8\u5199\u5b8c\u518d\u8bf4\u3002<\/p>\n<p>\u5982\u679c\u4f60\u7684\u9879\u76ee\u652f\u6301 TDD&#xff0c;\u90a3\u5c31\u66f4\u597d\u4e86\u3002\u5148\u8ba9 AI \u6839\u636e\u9700\u6c42\u5199\u6d4b\u8bd5&#xff0c;\u7136\u540e\u518d\u5b9e\u73b0\u529f\u80fd\u3002\u8fd9\u6837\u751f\u6210\u7684\u4ee3\u7801\u8d28\u91cf\u901a\u5e38\u4f1a\u9ad8\u5f88\u591a&#xff0c;\u56e0\u4e3a AI \u6709\u4e86\u660e\u786e\u7684\u76ee\u6807\u3002<\/p>\n<p>\u5f53\u7136&#xff0c;\u6839\u636e\u7f16\u8bd1\u5668\u7684\u5e9f\u67f4\u7a0b\u5ea6&#xff08;\u4f60\u4eec\u5927\u6982\u5e94\u8be5\u77e5\u9053\u6211\u5728\u8bf4\u8c01..&#xff09;\u548c\u9879\u76ee\u7684\u89c4\u6a21&#xff0c;\u7f16\u8bd1\u4e00\u6b21\u7684\u65f6\u95f4\u4ee3\u4ef7\u53ef\u80fd\u4f1a\u5f88\u5927\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b&#xff0c;\u6211\u4f1a\u62c6\u5206\u6a21\u5757&#xff0c;\u5c3d\u91cf\u53ea\u53bb\u7f16\u8bd1\u6539\u8fc7\u7684\u6a21\u5757\u3002\u5982\u679c\u8fd9\u6bd4\u8f83\u56f0\u96be&#xff0c;\u90a3\u4e48\u4e5f\u53ef\u4ee5\u4f7f\u7528\u00a0git worktree\u00a0\u6765\u521b\u5efa\u591a\u4e2a\u5de5\u4f5c\u76ee\u5f55&#xff1a;\u8fd9\u6837\u4f60\u53ef\u4ee5\u8ba9\u591a\u4e2a\u4efb\u52a1\u5e76\u884c\u8fdb\u884c&#xff0c;\u4e92\u4e0d\u5e72\u6270&#xff0c;\u4e5f\u7b97\u662f\u5f25\u8865\u7b49\u5f85\u7f16\u8bd1\u6240\u5e26\u6765\u7684\u65f6\u95f4\u635f\u5931\u3002<\/p>\n<h4>Code \u4e4b\u5916&#xff0c;\u5927\u6709\u53ef\u4e3a<\/h4>\n<p>\u522b\u628a CC \u53ea\u5f53\u6210\u5199\u4ee3\u7801\u7684\u5de5\u5177&#xff0c;\u5b83\u7684\u80fd\u529b\u8fdc\u4e0d\u6b62\u4e8e\u6b64\u3002<\/p>\n<p>\u6211\u73b0\u5728\u7684\u65e5\u5e38\u4f7f\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4ee3\u7801\u63d0\u4ea4\u548c PR&#xff1a;\u5199\u5b8c\u4ee3\u7801\u540e&#xff0c;\u76f4\u63a5\u8ba9 CC \u5206\u6790\u6539\u52a8\u3001\u751f\u6210 commit message\u3001\u63a8\u9001\u4ee3\u7801\u3001\u521b\u5efa PR\u3002\u5b83\u751f\u6210\u7684 PR 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\u72b6\u6001\u3001\u6dfb\u52a0\u8bc4\u8bba\u56de\u590d\u7528\u6237\u3001\u751a\u81f3\u521b\u5efa\u65b0\u7684\u5b50\u4efb\u52a1\u3002\u518d\u4e5f\u4e0d\u7528\u5728\u7f51\u9875\u4e0a\u70b9\u6765\u70b9\u53bb\u4e86\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u5904\u7406&#xff1a;\u9700\u8981\u6279\u91cf\u5904\u7406\u6587\u4ef6\u3001\u8f6c\u6362\u683c\u5f0f\u3001\u6e05\u6d17\u6570\u636e&#xff1f;\u4ee5\u524d\u6211\u4f1a\u5199\u811a\u672c&#xff0c;\u73b0\u5728\u76f4\u63a5\u63cf\u8ff0\u9700\u6c42\u8ba9 CC \u6765\u505a\u3002\u800c\u4e14\u6bcf\u6b21\u9700\u6c42\u4e0d\u540c\u65f6&#xff0c;\u4e0d\u7528\u7ef4\u62a4\u4e00\u5806\u4e00\u6b21\u6027\u811a\u672c\u4e86\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u66f4\u6709\u610f\u601d\u7684\u662f CC \u89e3\u9501\u4e86\u968f\u65f6\u968f\u5730\u5de5\u4f5c\u7684\u53ef\u80fd\u6027\u3002\u901a\u8fc7\u50cf\u662f\u00a0VibeTunnel\u00a0\u6216\u8005\u4efb\u610f\u624b\u673a SSH \u5ba2\u6237\u7aef&#xff0c;\u914d\u5408 Tailscale&#xff0c;\u6211\u53ef\u4ee5\u5728\u4efb\u4f55\u5730\u65b9\u8fde\u63a5\u5230\u5bb6\u91cc\u7684\u5de5\u4f5c\u673a\u5668&#xff0c;\u7528\u624b\u673a\u6307\u6325 CC \u5e72\u6d3b\u3002\u867d\u7136\u4e0d\u9002\u5408\u4e0e CC \u8fdb\u884c\u590d\u6742\u7684\u8ba1\u5212\u548c\u4ea4\u4e92&#xff0c;\u4f46\u5904\u7406\u4e00\u4e9b\u7b80\u5355\u7684\u9700\u6c42&#xff0c;\u6bd4\u5982\u8dd1\u4e2a\u811a\u672c\u3001\u4fee\u4e2a\u5c0f bug&#xff0c;\u66f4\u65b0\u4e0b\u6587\u6863\u4ec0\u4e48\u7684&#xff0c;\u662f\u5b8c\u5168\u6ca1\u95ee\u9898\u7684\u3002\u51fa\u95e8\u5728\u5916\u7a81\u7136\u60f3\u5230\u4ec0\u4e48&#xff0c;\u7acb\u523b\u5c31\u80fd\u5b9e\u73b0&#xff0c;\u8fd9\u79cd\u611f\u89c9\u5f88\u5947\u5999\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u4e2a\u4eba\u5f3a\u70c8\u63a8\u8350\u914d\u4e00\u4e2a\u597d\u7684\u9ea6\u514b\u98ce\u3002\u5728 vibe coding 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\u8ba2\u9605&#xff0c;5 \u5c0f\u65f6\u65f6\u95f4\u7a97\u53e3\u7684 Opus \u53ea\u80fd\u8dd1\u51e0\u4e2a\u5c0f\u4efb\u52a1\u989d\u5ea6\u5c31\u7528\u5149\u4e86\u3002200 \u7f8e\u91d1\u7684\u8ba2\u9605\u4e5f\u53ea\u662f\u52c9\u5f3a\u591f\u7528\u3002<\/p>\n<p>\u5982\u679c\u4f60\u662f 100 \u7f8e\u91d1\u6863\u7684\u7528\u6237&#xff0c;\u5efa\u8bae\u517b\u6210\u624b\u52a8\u5207\u6362\u6a21\u578b\u7684\u4e60\u60ef\u3002\u65e5\u5e38\u7528 Sonnet \u5904\u7406\u7b80\u5355\u4efb\u52a1&#xff0c;\u9047\u5230\u590d\u6742\u7684\u67b6\u6784\u8bbe\u8ba1\u6216\u8005\u68d8\u624b\u7684 bug&#xff0c;\u518d\u5207\u5230 Opus\u3002<\/p>\n<h4>\u65f6\u95f4\u7384\u5b66<\/h4>\n<p>\u8fd9\u4e2a\u542c\u8d77\u6765\u5f88\u79bb\u8c31&#xff0c;\u4f46\u786e\u5b9e\u6709\u4f53\u611f&#xff1a;\u7f8e\u56fd\u534a\u591c&#xff08;\u4e5f\u5c31\u662f\u5317\u4eac\u65f6\u95f4\u7684\u767d\u5929&#xff09;\u7684\u6548\u679c\u6bd4\u7f8e\u56fd\u767d\u5929\u8981\u597d\u3002\u5b9e\u9645\u4e0a\u8f6f\u4ef6\u5f00\u53d1\u6700\u6d3b\u8dc3\u7684\u8fd8\u662f\u4e2d\u7f8e\u4e24\u56fd&#xff0c;\u800c Anthropic 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100 \u4eba\u7684\u81ea\u52a9\u9910\u5385&#xff0c;\u7a81\u7136\u6765\u4e86 1000 \u4eba&#xff0c;\u83dc\u54c1\u8d28\u91cf\u4e0b\u964d\u51e0\u4e4e\u662f\u5fc5\u7136\u7684\u3002\u7ed3\u5408\u6700\u8fd1 Anthropic \u5bfb\u6c42\u65b0\u7684\u878d\u8d44\u7684\u65b0\u95fb\u548c\u63a8\u51fa weekly \u9650\u5236\u7684\u653f\u7b56&#xff0c;\u60f3\u8981\u5728\u8fd9\u4e2a\u5b9a\u4ef7\u548c\u4f7f\u7528\u7b56\u7565\u4e0b\u76c8\u5229&#xff0c;\u4f3c\u4e4e\u662f\u4e0d\u592a\u53ef\u80fd\u7684\u3002<\/p>\n<h4>\u9650\u5236\u7684\u9634\u973e<\/h4>\n<p>\u4ece 8 \u6708\u5e95\u5f00\u59cb&#xff0c;weekly 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