{"id":584,"date":"2025-11-04T07:00:00","date_gmt":"2025-11-03T23:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=584"},"modified":"2025-10-31T19:25:27","modified_gmt":"2025-10-31T11:25:27","slug":"%e5%85%a8%e8%87%aa%e5%8a%a8%e8%af%bb%e4%bb%a3%e7%a0%81%e6%89%be%e6%bc%8f%e6%b4%9e%e5%86%99%e4%bf%ae%e5%a4%8d","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/11\/04\/584\/","title":{"rendered":"\u5168\u81ea\u52a8\u8bfb\u4ee3\u7801\u627e\u6f0f\u6d1e\u5199\u4fee\u590d"},"content":{"rendered":"\n<p>\u4e00\u4e2a\u5236\u9020\u5b89\u5168\u6f0f\u6d1e\u7684Agent\uff0c\u4e5f\u6709\u4e00\u4e2a\u4fee\u590d\u5b89\u5168\u6f0f\u6d1e\u7684Agent\u3002<\/p>\n\n\n\n<p>AI Coding\u706b\u4e86\u5927\u534a\u5e74\uff0cAI Debugging\u4e5f\u6765\u4e86\uff01<\/p>\n\n\n\n<p>\u521a\u521a\uff0cOpenAI\u53d1\u5e03\u7531GPT-5\u9a71\u52a8\u7684\u201c\u767d\u5e3d\u201dAgent\u2014\u2014<strong>Aardvark\uff08\u571f\u8c5a\uff09<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251031\/v2_b9f5c2813a6347df8e1c14261a6da8b8@5091053_oswg235475oswg1080oswg1006_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u53ea\u201cAI\u5b89\u5168\u7814\u7a76\u5458\u201d\u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u5b89\u5168\u56e2\u961f\uff0c<strong>\u5728\u5927\u89c4\u6a21\u4ee3\u7801\u5e93\u4e2d\u81ea\u52a8\u53d1\u73b0\u5e76\u4fee\u590d\u5b89\u5168\u6f0f\u6d1e<\/strong>\u3002<\/p>\n\n\n\n<p>\u636eOpenAI\u62a5\u544a\uff0cAardvark\u5df2\u8bc6\u522b\u51fa\u4e86<strong>92%<\/strong>\u7684\u5df2\u77e5\u4e0e\u4eba\u5de5\u6ce8\u5165\u6f0f\u6d1e\uff0c\u800c\u4e14\u80fd\u5b9a\u4f4d\u4ec5\u5728\u590d\u6742\u6761\u4ef6\u4e0b\u51fa\u73b0\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>OpenAI\u526f\u603b\u88c1<strong>Matt Knight<\/strong>\u8868\u793a\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6211\u4eec\u7684\u5f00\u53d1\u8005\u53d1\u73b0\uff0c\u571f\u8c5a\u5728\u6e05\u6670\u5730\u89e3\u91ca\u95ee\u9898\u5e76\u5f15\u5bfc\u4ed6\u4eec\u627e\u5230\u4fee\u590d\u65b9\u6848\u65b9\u9762\u786e\u5b9e\u975e\u5e38\u6709\u4ef7\u503c\u3002\u8fd9\u4e2a\u4fe1\u53f7\u544a\u8bc9\u6211\u4eec\uff0c\u6211\u4eec\u6b63\u8d70\u5728\u4e00\u6761\u6709\u610f\u4e49\u7684\u9053\u8def\u4e0a\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u800c\u4e14\uff0c\u4e0d\u4ec5OpenAI\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a10\u6708<strong>Anthropic<\/strong>\u3001<strong>\u8c37\u6b4c<\/strong>\u3001<strong>\u5fae\u8f6f<\/strong>\u57fa\u672c\u4e0a\u662f\u524d\u811a\u8ddf\u540e\u811a\u53d1\u5e03\u4e86\u7c7b\u4f3c\u7684\u767d\u5e3dAgent\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u600e\u4e48\u4e00\u56de\u4e8b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Agentic AI +\u81ea\u52a8\u4fee\u8865\u6f0f\u6d1e<\/strong><\/h2>\n\n\n\n<p>OpenAI\u5bf9\u8fd9\u6b3e\u767d\u5e3dAardvark\u7684\u5b98\u65b9\u63cf\u8ff0\u662f\u2014\u2014<strong>\u4ee3\u7406\u578b\u5b89\u5168\u7814\u7a76\u5458<\/strong>\uff08agentic security researcher\uff09<\/p>\n\n\n\n<p>Aardvark\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u6301\u7eed\u5206\u6790\u6e90\u4ee3\u7801\u4ed3\u5e93\uff0c\u4ee5\u8bc6\u522b\u5b89\u5168\u6f0f\u6d1e\u3001\u8bc4\u4f30\u53ef\u5229\u7528\u6027\u3001\u786e\u5b9a\u98ce\u9669\u7b49\u7ea7\uff0c\u5e76\u63d0\u51fa\u6709\u9488\u5bf9\u6027\u7684\u4fee\u590d\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u5b83\u901a\u8fc7\u76d1\u63a7\u4ee3\u7801\u63d0\u4ea4\uff08commits\uff09\u4e0e\u53d8\u66f4\u6765\u5de5\u4f5c\uff0c\u81ea\u52a8\u8bc6\u522b\u6f5c\u5728\u6f0f\u6d1e\u3001\u63a8\u65ad\u653b\u51fb\u8def\u5f84\u5e76\u751f\u6210\u4fee\u590d\u5efa\u8bae\u3002<\/p>\n\n\n\n<p>Aardvark\u5e76\u4e0d\u4f9d\u8d56\u4f20\u7edf\u7684\u7a0b\u5e8f\u5206\u6790\u6280\u672f\uff08\u5982\u6a21\u7cca\u6d4b\u8bd5fuzzing\u6216\u8f6f\u4ef6\u6210\u5206\u5206\u6790SCA\uff09\uff0c\u800c\u662f\u8fd0\u7528<strong>\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u63a8\u7406\u4e0e\u5de5\u5177\u4f7f\u7528\u80fd\u529b<\/strong>\u6765\u7406\u89e3\u4ee3\u7801\u884c\u4e3a\uff0c\u50cf\u4eba\u7c7b\u5b89\u5168\u7814\u7a76\u5458\u90a3\u6837\u9605\u8bfb\u3001\u5206\u6790\u4ee3\u7801\u3001\u7f16\u5199\u6d4b\u8bd5\u5e76\u8fd0\u884c\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u7684\u5de5\u4f5c\u6d41\u7a0b\u4eceGit\u4ed3\u5e93\u51fa\u53d1\uff0c\u4f9d\u6b21\u7ecf\u5386\uff1a<strong>\u5a01\u80c1\u5efa\u6a21\u2192\u6f0f\u6d1e\u53d1\u73b0\u2192\u6c99\u76d2\u9a8c\u8bc1\u2192Codex \u4fee\u590d\u2192\u4eba\u5de5\u590d\u5ba1\u2192 \u63d0\u4ea4Pull Request\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251031\/v2_5313fb116d5c4754b0bdf7e5bea7219e@5091053_oswg152147oswg1080oswg656_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5206\u6790\uff1a\u5bf9\u6574\u4e2a\u4ed3\u5e93\u8fdb\u884c\u5168\u9762\u5206\u6790\uff0c\u751f\u6210\u53cd\u6620\u9879\u76ee\u5b89\u5168\u76ee\u6807\u4e0e\u8bbe\u8ba1\u7684\u5a01\u80c1\u6a21\u578b\uff08threat model\uff09\u3002<\/p>\n\n\n\n<p>\u63d0\u4ea4\u626b\u63cf\uff1a\u65b0\u4ee3\u7801\u63d0\u4ea4\u65f6\uff0c\u7ed3\u5408\u4ed3\u5e93\u548c\u5a01\u80c1\u6a21\u578b\u626b\u63cf\u5dee\u5f02\uff1b\u9996\u6b21\u8fde\u63a5\u4ed3\u5e93\u65f6\u56de\u6eaf\u5386\u53f2\u63d0\u4ea4\u3002\u540c\u65f6\u89e3\u91ca\u53d1\u73b0\u7684\u6f0f\u6d1e\uff0c\u5728\u4ee3\u7801\u4e2d\u6807\u6ce8\uff0c\u4fbf\u4e8e\u4eba\u5de5\u590d\u5ba1\u3002<\/p>\n\n\n\n<p>\u9a8c\u8bc1\uff1a\u4e00\u65e6\u8bc6\u522b\u51fa\u6f5c\u5728\u6f0f\u6d1e\uff0c\u5c06\u5728\u9694\u79bb\u73af\u5883\u4e2d\u89e6\u53d1\u6f5c\u5728\u6f0f\u6d1e\uff0c\u786e\u8ba4\u53ef\u5229\u7528\u6027\uff0c\u540c\u65f6\u8bf4\u660e\u9a8c\u8bc1\u6b65\u9aa4\uff0c\u786e\u4fdd\u7ed3\u679c\u51c6\u786e\u4e14\u8bef\u62a5\u7387\u4f4e\u3002<\/p>\n\n\n\n<p>\u4fee\u590d\uff1aAardvark\u4e0e<strong>OpenAI Codex<\/strong>\u6df1\u5ea6\u96c6\u6210\uff0c\u4e3a\u6f0f\u6d1e\u751f\u6210\u4fee\u590d\u8865\u4e01\uff0c\u9644\u4e8e\u62a5\u544a\u4e2d\uff0c\u4fbf\u4e8e\u4e00\u952e\u5ba1\u9605\u4e0e\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0cAardvark\u53ef\u65e0\u7f1d\u96c6\u6210GitHub\u3001Codex\u53ca\u73b0\u6709\u5f00\u53d1\u6d41\u7a0b\uff0c\u5728\u4e0d\u5f71\u54cd\u5f00\u53d1\u6548\u7387\u7684\u524d\u63d0\u4e0b\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u5b89\u5168\u6d1e\u5bdf\u3002<\/p>\n\n\n\n<p>\u5185\u90e8\u6d4b\u8bd5\u663e\u793a\uff0c\u5b83\u4e0d\u4ec5\u80fd\u8bc6\u522b\u5b89\u5168\u6f0f\u6d1e\uff0c\u8fd8\u80fd\u53d1\u73b0<strong>\u903b\u8f91\u7f3a\u9677\u3001\u4e0d\u5b8c\u6574\u4fee\u590d\u53ca\u9690\u79c1\u98ce\u9669<\/strong>\u3002<\/p>\n\n\n\n<p>\u800c\u4e14\uff0cAardvark \u5df2\u5728\u5185\u90e8\u548c\u5408\u4f5c\u4f19\u4f34\u9879\u76ee\u4e2d\u6d4b\u8bd5\u8fd0\u884c\uff0c\u8868\u73b0\u51fa\u8272\uff0c\u9a8c\u8bc1\u4e86\u5176\u5b9e\u9645\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u6b63\u5982\u5f00\u5934\u63d0\u5230\u7684\uff0c\u5b83\u4e0d\u4ec5\u80fd\u591f\u8fdb\u884c\u6df1\u5ea6\u5206\u6790\u3001\u5b9a\u4f4d\u4ec5\u5728\u590d\u6742\u6761\u4ef6\u4e0b\u51fa\u73b0\u7684\u95ee\u9898\uff0c\u5728\u5bf9\u201c\u9ec4\u91d1\u6d4b\u8bd5\u4ed3\u5e93\uff08golden repositories\uff09\u201d\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u4e5f\u5b9e\u73b0\u4e8692%\u7684\u8bc6\u522b\u7387\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cAardvark\u4e5f\u5df2\u5e94\u7528\u4e8e\u591a\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u53d1\u73b0\u5e76\u8d1f\u8d23\u62ab\u9732\u4e86\u4f17\u591a\u6f0f\u6d1e\uff0c\u5176\u4e2d10\u4e2a\u5df2\u83b7\u5f97CVE\u7f16\u53f7\u3002<\/p>\n\n\n\n<p>OpenAI\u8868\u793a\u5c06\u4e3a\u90e8\u5206\u975e\u5546\u4e1a\u5f00\u6e90\u4ed3\u5e93\u63d0\u4f9b\u516c\u76ca\u626b\u63cf\u670d\u52a1\uff0c\u5e76\u63d0\u5347\u6574\u4e2a\u5f00\u6e90\u751f\u6001\u4e0e\u4f9b\u5e94\u94fe\u7684\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<p>Aardvark\u73b0\u5df2\u5f00\u542f\u5185\u6d4b\uff0c\u6709\u9700\u8981\u7684\u5f00\u53d1\u8005\u53ef\u4ee5\u76f4\u63a5\u5728\u5b98\u7f51\u7533\u8bf7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI\u7f16\u7a0b\u5b8c\uff0cAI\u6765\u4fee<\/strong><\/h2>\n\n\n\n<p>\u5c31\u50cf\u5f00\u5934\u63d0\u5230\u7684\uff0c\u4e0d\u4ec5\u662fOpenAI\uff0c\u5176\u4ed6\u79d1\u6280\u5de8\u5934\u4e5f\u5728\u79ef\u6781\u5e03\u5c40<strong>Agentic\u202fAI+\u4ee3\u7801\u5b89\u5168<\/strong>\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a10\u6708\uff0c\u8c37\u6b4c\u3001Anthropic\u3001\u5fae\u8f6f\u5c31\u60f3\u63d0\u524d\u7ea6\u597d\u4e86\u4f3c\u7684\uff0c\u7eb7\u7eb7\u53d1\u5e03\u76f8\u5173\u52a8\u4f5c\uff0cOpenAI\u8fd9\u6b21\u53cd\u800c\u663e\u5f97\u7a0d\u665a\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cAnthropic\u572810\u67084\u53f7\u8868\u793a\u5c06<strong>Claude Sonnet 4.5<\/strong>\u5e94\u7528\u4e8e\u4ee3\u7801\u5b89\u5168\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251031\/v2_c9ae425695404fdb994baa3c02fc32a7@5091053_oswg83867oswg1080oswg765_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u636e\u6089\uff0cClaude Sonnet 4.5\u5728\u53d1\u73b0\u4ee3\u7801\u6f0f\u6d1e\u548c\u5176\u4ed6\u7f51\u7edc\u5b89\u5168\u6280\u80fd\u65b9\u9762\uff0c\u6027\u80fd\u5df2\u7ecf\u8d85\u8d8a\u4e86<strong>Opus 4.1<\/strong>\uff0c\u5e76\u4e14\u4ef7\u683c\u66f4\u4f4e\u3001\u901f\u5ea6\u66f4\u5feb\u3002<\/p>\n\n\n\n<p>\u8c37\u6b4c\u572810\u67086\u53f7\u53d1\u5e03\u4e86CodeMender\uff0c\u5229\u7528<strong>Gemini Deep Think<\/strong>\u6a21\u578b\uff0c\u5b9e\u73b0\u81ea\u4e3b\u8c03\u8bd5\u548c\u6f0f\u6d1e\u4fee\u590d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251031\/v2_0d5b1b887cc9401699f2f9e0c49d0e2e@5091053_oswg91129oswg1080oswg442_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5fae\u8f6f\u572810\u670816\u53f7\u53d1\u5e03\u4e86Vuln.AI\uff0c\u6b63\u5f0f\u5ba3\u544a\u4f7f\u7528AI\u8fdb\u884c\u6f0f\u6d1e\u7ba1\u7406\uff0c\u800c\u572810\u6708\u7684\u6700\u540e\u4e00\u5929\uff0cOpenAI\u4e5f\u662f\u59d7\u59d7\u6765\u8fdf\uff0c\u8ddf\u4e0a\u4e86\u8fd9\u6b21\u66f4\u65b0\u7684\u8282\u594f\u3002<\/p>\n\n\n\n<p>\uff08\u6ce8\uff1a\u5404\u5bb6\u5728\u53d1\u5e03\u524d\u5747\u8fdb\u884c\u4e86\u6570\u6708\u7684\u6d4b\u8bd5\u548c\u9a8c\u8bc1\uff09<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u5de8\u5934\u90fd\u9009\u62e9\u5728\u6b64\u65f6\u53d1\u529bAI\u4ee3\u7801\u5b89\u5168\u5462\uff1f<\/p>\n\n\n\n<p>OpenAI\u4ee5\u53ca\u5176\u4ed6\u516c\u53f8\u7684\u89e3\u91ca\u9ad8\u5ea6\u4e00\u81f4\uff1a<strong>\u4eba\u5de5Debug\u4e0e\u4f20\u7edf\u7684\u81ea\u52a8\u5316\u65b9\u6cd5\uff08\u5982\u6a21\u7cca\u6d4b\u8bd5\uff09\u5df2\u7ecf\u8ddf\u4e0d\u4e0a\u5927\u89c4\u6a21\u4ee3\u7801\u5e93\u7684\u6f0f\u6d1e\u53d1\u73b0\u4e0e\u4fee\u590d\u9700\u6c42<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u9762\uff0c\u4f01\u4e1a\u7ea7\u7f51\u7edc\u4e2d\u8bbe\u5907\u3001\u670d\u52a1\u3001\u4ee3\u7801\u5e93\u6570\u91cf\u5de8\u5927\uff0c\u53e6\u4e00\u65b9\u9762AI\u6280\u672f\u867d\u80fd\u63d0\u9ad8\u751f\u4ea7\u529b\uff0c\u4f46\u4e5f\u88ab\u7528\u4e8e\u5feb\u901f\u5bfb\u627e\u6f0f\u6d1e\u3001\u751f\u6210\u653b\u51fb\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5728\u6f0f\u6d1e\u6570\u91cf\u6fc0\u589e\u3001\u653b\u51fb\u624b\u6bb5\u65e5\u76ca\u667a\u80fd\u5316\u7684\u80cc\u666f\u4e0b\uff0c\u501f\u52a9AI\u81ea\u52a8\u5316\u53d1\u73b0\u4e0e\u4fee\u590d\u6f0f\u6d1e\uff0c\u5df2\u6210\u4e3a\u786e\u4fdd\u8f6f\u4ef6\u5b89\u5168\u548c\u964d\u4f4e\u4f01\u4e1a\u98ce\u9669\u7684\u5173\u952e\u624b\u6bb5\u3002<\/p>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/36kr.com\/p\/3532412174162819\">https:\/\/36kr.com\/p\/3532412174162819<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u4e2a\u5236\u9020\u5b89\u5168\u6f0f\u6d1e\u7684Agent\uff0c\u4e5f\u6709\u4e00\u4e2a\u4fee\u590d\u5b89\u5168\u6f0f\u6d1e\u7684Agent\u3002 A&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":585,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-584","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=584"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/584\/revisions"}],"predecessor-version":[{"id":586,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/584\/revisions\/586"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/585"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}