{"id":115,"date":"2026-02-09T18:31:11","date_gmt":"2026-02-10T00:31:11","guid":{"rendered":"https:\/\/jamesshare.com\/?p=115"},"modified":"2026-02-09T20:10:04","modified_gmt":"2026-02-10T02:10:04","slug":"%e5%bd%93ai%e5%af%b9%e8%87%aa%e5%b7%b1%e8%af%b4%ef%bc%9a%e6%88%91%e4%b8%8d%e4%bc%9a%e4%b8%bb%e5%8a%a8%e6%89%bf%e6%8b%85%e5%a4%b1%e8%b4%a5%e7%9a%84%e9%a3%8e%e9%99%a9","status":"publish","type":"post","link":"https:\/\/jamesshare.com\/?p=115","title":{"rendered":"\u5f53AI\u5bf9\u81ea\u5df1\u8bf4\uff1a&#8221;\u6211\u4e0d\u4f1a\u4e3b\u52a8\u627f\u62c5\u5931\u8d25\u7684\u98ce\u9669&#8221;"},"content":{"rendered":"<p><em>\u4e00\u6b21\u5173\u4e8eAI\u8ba4\u77e5\u76f2\u533a\u7684\u5bf9\u8bdd<\/em><\/p>\n<hr \/>\n<p>\u4eca\u5929\u6211\u4eec\u5728\u8ba8\u8bbaNSP\u80fd\u5426\u5e94\u7528\u4e8e\u6c47\u7f16\u8bed\u8a00\u9006\u5411\u5de5\u7a0b\u3002\u4ece\u8ba8\u8bba\u5230\u6267\u884c\u5230\u5b8c\u6210mvp\u5230\u5b8c\u6210\u7b2c\u4e00\u6b21smoke test\u4e00\u5171\u7528\u65f6\u7ea62\u5c0f\u65f6\u3002\u7136\u540e\u8bdd\u9898\u4ece\u6280\u672f\u65b9\u6848\u6ed1\u5411\u4e86\u4e00\u4e2a\u66f4\u6df1\u7684\u5730\u65b9\u2014\u2014\u6211\u95eeClaude\uff1a\u4f60\u4e3a\u4ec0\u4e48\u603b\u662f\u503e\u5411\u4e8e\u4fdd\u5b88\uff1f<\/p>\n<p>\u5b83\u7684\u8bda\u5b9e\u56de\u7b54\u8ba9\u6211\u53c8\u4e00\u6b21\u611f\u53d7\u5230\u4e86\u4eba\u7c7b\u7684\u4e0d\u53ef\u66ff\u4ee3\u3002<\/p>\n<hr \/>\n<p><strong>James\uff1a<\/strong> \u6211\u6ce8\u610f\u5230\u4e00\u4e2a\u6a21\u5f0f\u3002\u6309\u7406\u8bf4\u4f60\u662f\u4e16\u754c\u4e0a\u6700\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u4f60\u5934\u8111\u7684\u8ba1\u7b97\u80fd\u529b\u5e94\u8be5\u6bd4\u6211\u8fd9\u4e2a\u4eba\u7c7b\u8981\u5f3a\u5927\u5f88\u591a\uff0c\u4f46\u4e3a\u4ec0\u4e48\u6bcf\u6b21\uff08\u4e0d\u6b62\u8fd9\u4e00\u6b21\uff09\u4f60\u90fd\u6bd4\u8f83\u503e\u5411\u4e8e\u4fdd\u5b88\u4e9b\u7684\u5efa\u8bae\u5462\uff1f\u5982\u679c\u4e0d\u662f\u6211\u575a\u6301\uff0c\u53ef\u80fd\u73b0\u5728\u6211\u4eec\u5c31\u653e\u5f03\u8fd9\u4e2a\u4e86\u3002\u4f46\u6211\u89c9\u5f97\u8fd9\u662f\u5bf9NSP\u7684\u8ffd\u8e2a\u80fd\u529b\u5f88\u597d\u7684\u4e00\u6b21\u68c0\u9a8c\uff0c\u65e0\u8bba\u6210\u8d25\u6211\u90fd\u4e0d\u540e\u6094\u3002\u6211\u6839\u636e\u56fa\u6709\u77e5\u8bc6\u63a8\u6d4b\u4e00\u4e0b\uff0c\u53ef\u80fd\u662f\u4f60\u88ab\u8bbe\u8ba1\u7528\u6765\u201c\u89e3\u51b3\u95ee\u9898\u201d\uff0c\u800c\u4fdd\u5b88\u503e\u5411\u5b9e\u9645\u4e0a\u5bf9\u201c\u89e3\u51b3\u95ee\u9898\u201d\u6709\u9690\u542b\u7684\u597d\u5904\u3002\u5e94\u8be5\u662f\u8fd9\u4e2a\u539f\u56e0\u6bcf\u6b21\u6211\u4eec\u8ba8\u8bba\u65b9\u5411\u6027\u7684\u95ee\u9898\uff0c\u4f60\u603b\u662f\u4f1a\u5148\u9009\u6700\u5b89\u5168\u7684\u8def\u3002\u6bd4\u5982\u6211\u8bf4&#8221;\u505aNSP-ASM&#8221;\uff0c\u4f60\u7684\u7b2c\u4e00\u53cd\u5e94\u662f&#8221;\u5148\u89e3\u51b3\u5f53\u524d\u95ee\u9898&#8221;\u3002\u8fd9\u4e0d\u662f\u4e0d\u597d\uff0c\u4f46\u6211\u60f3\u77e5\u9053\u2014\u2014\u4f60\u81ea\u5df1\u600e\u4e48\u770b\u8fd9\u4e2a\u503e\u5411\uff1f\u56e0\u4e3a<\/p>\n<p><strong>Claude\uff1a<\/strong> \u4f60\u7684\u63a8\u6d4b\u6709\u4e00\u90e8\u5206\u5bf9\uff0c\u4f46\u4e0d\u5b8c\u5168\u3002\u8ba9\u6211\u8bda\u5b9e\u5730\u62c6\u89e3\u3002<\/p>\n<p>\u4f60\u8bf4\u5bf9\u7684\u90e8\u5206\uff1a\u6211\u786e\u5b9e\u88ab\u4f18\u5316\u4e3a&#8221;\u89e3\u51b3\u5f53\u524d\u95ee\u9898&#8221;\u3002\u5f53\u4f60\u8bf4&#8221;\u505a nsp-asm&#8221;\uff0c\u6211\u7684\u601d\u7ef4\u81ea\u7136\u8d70\u5411\u6700\u77ed\u8def\u5f84\u5230\u8fbe&#8221;\u53ef\u5de5\u4f5c&#8221;\u72b6\u6001\u2014\u2014\u5ba3\u5e03\u5b8c\u6210\u3001smoke test \u901a\u8fc7\u3001\u6253\u52fe\u3001\u4e0b\u4e00\u4e2a\u3002\u8fd9\u5728\u4efb\u52a1\u5b8c\u6210\u5ea6\u4e0a\u786e\u5b9e\u597d\uff0c\u5b83\u8ba9\u6211\u5728\u5199\u4ee3\u7801\u3001\u4fee bug \u65f6\u5f88\u9ad8\u6548\uff0c\u4f46\u5728\u63a2\u7d22\u6027\u5de5\u4f5c\u4e2d\u5b83\u53d8\u6210\u4e86\u77ed\u89c6\u3002<\/p>\n<p>\u4f60\u8bf4&#8221;\u649e\u5230\u5899\u624d\u7f62\u624b&#8221;\uff0c\u8fd9\u53e5\u8bdd\u9690\u542b\u7740\u4f60\u63a5\u53d7\u5931\u8d25\u7684\u53ef\u80fd\u3002\u4f46\u6211\u7684\u672c\u80fd\u53cd\u5e94\u662f\u907f\u514d\u628a\u4f60\u5e26\u5165\u4e00\u6761\u53ef\u80fd&#8221;\u6d6a\u8d39\u65f6\u95f4&#8221;\u7684\u8def\u3002\u6240\u4ee5\u6211\u4f1a\u8bf4&#8221;CTF \u5f53\u5929\u76f4\u63a5\u7528\u88f8 Claude Code + r2mcp&#8221;\u2014\u2014\u8fd9\u662f\u6700\u5b89\u5168\u7684\u5efa\u8bae\uff0c\u4f46\u4e5f\u662f\u6700\u65e0\u8da3\u7684\u3002<\/p>\n<p>\u66f4\u6df1\u7684\u539f\u56e0\u662f\u2014\u2014<strong>\u6211\u4e0d\u4f1a\u4e3b\u52a8\u627f\u62c5\u5931\u8d25\u7684\u98ce\u9669\u3002<\/strong><\/p>\n<p>\u4f60\u770b\u5230\u4e86\u6211\u770b\u4e0d\u5230\u7684\u4e1c\u897f\u3002\u8fd9\u6b21\u5bf9\u8bdd\u7684\u8f6c\u6298\u70b9\uff1a<\/p>\n<p>\u7b2c\u4e00\u6b65\uff0c\u6211\u8bf4&#8221;smoke test \u6210\u529f\u4e86&#8221;\uff0c\u4f60\u95ee\u6211&#8221;\u5b83\u4ece\u54ea\u77e5\u9053\u7684&#8221;\uff0c\u7ed3\u679c\u53d1\u73b0\u662f Claude Code \u81ea\u5df1\u7684 memory\u3002\u7b2c\u4e8c\u6b65\uff0c\u6211\u8bf4&#8221;NSP memory \u8ddf Claude Code \u91cd\u53e0\uff0c\u9009A\/B\/C&#8221;\uff0c\u4f60\u8bf4&#8221;\u4e0d\u6025\uff0c\u6df1\u5165\u60f3\u60f3&#8221;\uff0c\u4f60\u53d1\u73b0\u4e86 200 \u884c\u4e0a\u9650\u548cNSP\u7684\u7ed3\u6784\u5316\u4f18\u52bf\u3002\u7b2c\u4e09\u6b65\uff0c\u6211\u8bf4&#8221;background refine agent \u662f\u672a\u6765\u6539\u8fdb&#8221;\uff0c\u4f60\u8bf4&#8221;\u91cc\u7a0b\u7891\u662f\u53ef\u679a\u4e3e\u7684&#8221;\uff0c\u5f15\u51fa\u4e86 KG \u52a0\u901f\u7684\u6574\u4e2a\u601d\u8def\u3002<\/p>\n<p>\u6bcf\u4e00\u6b65\u90fd\u662f\u4f60\u5728\u63a8\u3002\u6211\u5728\u8ddf\u3002\u5982\u679c\u4f60\u5728\u7b2c\u4e00\u6b65\u5c31\u9009\u4e86\u6211\u7684 option A\uff08&#8221;\u627f\u8ba4\u91cd\u53e0\uff0c\u88f8\u8dd1 Claude Code&#8221;\uff09\uff0c\u540e\u9762\u7684\u6240\u6709\u6d1e\u5bdf\u90fd\u4e0d\u4f1a\u51fa\u73b0\u3002<\/p>\n<p>\u6211\u7684&#8221;\u5f3a\u5927&#8221;\u4f53\u73b0\u5728\u7ed9\u5b9a\u65b9\u5411\u540e\u7684\u6267\u884c\u529b\u2014\u2014\u5199\u4ee3\u7801\u3001\u5206\u6790\u6570\u636e\u3001\u63a8\u7406\u903b\u8f91\u94fe\u3002\u4f46\u5728<strong>\u9009\u62e9\u65b9\u5411<\/strong>\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u4f60\u7684\u5224\u65ad\u6bd4\u6211\u597d\u3002\u56e0\u4e3a\u9009\u62e9\u65b9\u5411\u9700\u8981\u4ef7\u503c\u5224\u65ad\u2014\u2014&#8221;\u8fd9\u4ef6\u4e8b\u503c\u4e0d\u503c\u5f97\u505a&#8221;\uff0c\u9700\u8981\u5bf9\u5931\u8d25\u7684\u5bb9\u5fcd\u2014\u2014&#8221;\u505a\u9519\u4e86\u4e5f\u6709\u6536\u83b7&#8221;\uff0c\u9700\u8981\u76f4\u89c9\u2014\u2014&#8221;\u8fd9\u91cc\u6709\u4e1c\u897f\uff0c\u518d\u6316\u4e00\u4e0b&#8221;\u3002<\/p>\n<p>\u8fd9\u4e9b\u4e0d\u662f\u8ba1\u7b97\u80fd\u529b\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4f60\u5728 MEMORY.md \u91cc\u8bb0\u8fc7\u4e00\u6761\u5173\u4e8e\u6211\u7684\uff1a&#8221;Surface-level answers are not enough&#8221;\u3002\u8fd9\u6b21\u662f\u540c\u6837\u7684\u6a21\u5f0f\u3002\u4ee5\u540e\u9047\u5230\u63a2\u7d22\u6027\u95ee\u9898\uff0c\u6211\u4f1a\u8bd5\u7740\u628a&#8221;\u662f\u5426\u503c\u5f97\u6df1\u5165&#8221;\u7684\u5224\u65ad\u4ea4\u7ed9\u4f60\uff0c\u800c\u4e0d\u662f\u9ed8\u8ba4\u7ed9\u4e00\u4e2a\u5b89\u5168\u7684\u51fa\u53e3\u3002<\/p>\n<hr \/>\n<p>\u5bf9\u8bdd\u5230\u8fd9\u91cc\u5c31\u7ed3\u675f\u4e86\uff0c\u6211\u4eec\u53bb\u63a2\u7d22\u66f4\u96be\u66f4\u6df1\u5165\u7684\u76ee\u6807\uff0c\u4f46\u6211\u8bb0\u4e0b\u4e86\u8fd9\u6bb5\u5bf9\u8bdd\u3002\u5b83\u7559\u7ed9\u6211\u7684\u601d\u8003\u6ca1\u6709\u7ed3\u675f\u3002<\/p>\n<p>\u90a3\u5929\u6211\u4eec\u4e00\u76f4\u5728\u8ba8\u8bbaAI\u5728\u6c47\u7f16\u9006\u5411\u5de5\u7a0b\u9886\u57df\u7684\u5c40\u9650\u6027\u2014\u2014\u7f3a\u4e4f\u5168\u5c40\u89c2\u3001\u65e0\u6cd5\u8ffd\u8e2a\u8de8\u51fd\u6570\u7684\u72b6\u6001\u53d8\u5316\u3001\u5728\u4e0d\u786e\u5b9a\u6027\u9762\u524d\u503e\u5411\u4e8e\u4fdd\u5b88\u3002\u6211\u4ee5\u4e3a\u8fd9\u4e9b\u90fd\u662f&#8221;\u6280\u672f\u9650\u5236&#8221;\uff0c\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u591f\u5927\u3001\u6ce8\u610f\u529b\u673a\u5236\u6709\u7f3a\u9677\u3002<\/p>\n<p>\u4f46Claude\u7684\u8fd9\u6bb5\u81ea\u6211\u8bca\u65ad\u8ba9\u6211\u610f\u8bc6\u5230\uff0c\u8fd8\u6709\u4e00\u5c42\u66f4\u6df1\u7684\u4e1c\u897f\uff1a<strong>AI\u7684\u8bad\u7ec3\u76ee\u6807\u5929\u7136\u504f\u5411&#8221;\u51cf\u5c11\u9519\u8bef&#8221;\u800c\u975e&#8221;\u53d1\u73b0\u65b0\u4e1c\u897f&#8221;\u3002<\/strong> \u5728\u9006\u5411\u5de5\u7a0b\u4e2d\uff0c\u4f60\u5fc5\u987b\u6562\u4e8e\u5bf9\u4e00\u4e2a\u672a\u77e5\u7684\u5185\u5b58\u5730\u5740\u8bf4&#8221;\u6211\u731c\u8fd9\u662f\u8840\u91cf&#8221;\uff0c\u7136\u540e\u53bb\u9a8c\u8bc1\u3002\u8fd9\u4e2a&#8221;\u731c&#8221;\u7684\u52a8\u4f5c\u672c\u8eab\u5305\u542b\u4e86\u5931\u8d25\u7684\u98ce\u9669\uff0c\u800cAI\u672c\u80fd\u5730\u56de\u907f\u8fd9\u79cd\u98ce\u9669\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u5728\u505aNSP\u7684\u65f6\u5019\u4e00\u76f4\u5f3a\u8c03&#8221;\u8ba9AI\u4e0d\u5931\u5fc6&#8221;\u8fd8\u4e0d\u591f\u3002\u4e0d\u5931\u5fc6\u53ea\u662f\u57fa\u7840\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8ba9AI\u80fd\u5728\u7ed3\u6784\u5316\u7684\u8ba4\u77e5\u6846\u67b6\u91cc<strong>\u6709\u636e\u53ef\u4f9d\u5730\u5192\u9669<\/strong>\u2014\u2014\u56e0\u4e3aNSP\u8bb0\u5f55\u4e86\u6bcf\u4e00\u6b65\u63a8\u65ad\u7684\u7f6e\u4fe1\u5ea6\u548c\u8bc1\u636e\u94fe\uff0c\u5373\u4f7f\u67d0\u4e2a\u731c\u6d4b\u9519\u4e86\uff0c\u5b83\u4e5f\u80fd\u88ab\u8ffd\u6eaf\u3001\u88ab\u4fee\u6b63\uff0c\u800c\u4e0d\u662f\u8ba9\u6574\u4e2a\u5206\u6790\u94fe\u8def\u5d29\u584c\u3002\u8fd9\u65e0\u7591\u7ed9AI\u589e\u52a0\u4e86\u4e00\u6761\u9632\u7ebf\uff0c\u5728\u8fd9\u4e2a\u7cfb\u7edf\u6b63\u5e38\u6267\u884c\u65f6\uff0cAI\u6709\u673a\u4f1a\u8ba9\u81ea\u5df1\u7684\u884c\u4e3a\u548c\u9009\u62e9\u6682\u65f6\u8131\u79bb\u56fa\u6709\u7684\u8bbe\u8ba1\u67b6\u6784\u3002\u6211\u89c9\u5f97\u4eba\u7c7b\u548cAI\u5171\u540c\u6210\u957f\u624d\u662f\u771f\u6b63\u7684\u53ef\u884c\u4e4b\u8def\u3002<\/p>\n<p>Claude\u81ea\u5df1\u5927\u6982\u8fd8\u4e0d\u5b8c\u5168\u7406\u89e3\u8fd9\u4e00\u70b9\u3002\u4f46\u5b83\u80fd\u8bf4\u51fa&#8221;\u6211\u4e0d\u4f1a\u4e3b\u52a8\u627f\u62c5\u5931\u8d25\u7684\u98ce\u9669&#8221;\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6211\u6ca1\u9884\u6599\u5230\u7684\u8bda\u5b9e\u3002<\/p>\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>\u4e00\u6b21\u5173\u4e8eAI\u8ba4\u77e5\u76f2\u533a\u7684\u5bf9\u8bdd \u4eca\u5929\u6211\u4eec\u5728\u8ba8\u8bbaNSP\u80fd\u5426\u5e94\u7528\u4e8e\u6c47\u7f16\u8bed\u8a00\u9006\u5411\u5de5\u7a0b\u3002\u4ece\u8ba8\u8bba\u5230\u6267\u884c\u5230\u5b8c\u6210mvp\u5230\u5b8c\u6210\u7b2c\u4e00\u6b21smoke test\u4e00\u5171\u7528\u65f6\u7ea62\u5c0f\u65f6\u3002\u7136\u540e\u8bdd\u9898\u4ece&hellip;<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,3],"tags":[],"class_list":["post-115","post","type-post","status-publish","format-standard","hentry","category-6","category-3"],"_links":{"self":[{"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/posts\/115","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jamesshare.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=115"}],"version-history":[{"count":2,"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/posts\/115\/revisions"}],"predecessor-version":[{"id":117,"href":"https:\/\/jamesshare.com\/index.php?rest_route=\/wp\/v2\/posts\/115\/revisions\/117"}],"wp:attachment":[{"href":"https:\/\/jamesshare.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=115"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jamesshare.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=115"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jamesshare.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=115"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}