{"id":88292,"date":"2025-07-01T09:00:00","date_gmt":"2025-07-01T01:00:00","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=88292"},"modified":"2025-06-11T15:44:24","modified_gmt":"2025-06-11T07:44:24","slug":"%e6%8f%ad%e7%99%bc-ai-%e4%bb%a3%e7%90%86%e7%9a%84%e6%bc%8f%e6%b4%9e-5-2%ef%bc%9a%e7%a8%8b%e5%bc%8f%e7%a2%bc%e5%9f%b7%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=88292","title":{"rendered":"\u63ed\u767c AI \u4ee3\u7406\u7684\u6f0f\u6d1e (5-2)\uff1a\u7a0b\u5f0f\u78bc\u57f7\u884c"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u8da8\u52e2\u79d1\u6280\u6df1\u5165\u7814\u7a76\u4e86\u5177\u5099\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u4e0a\u50b3\u6587\u4ef6\u4ee5\u53ca\u5b58\u53d6\u7db2\u969b\u7db2\u8def\u80fd\u529b\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u9a45\u52d5\u7684 AI \u4ee3\u7406\u6240\u5b58\u5728\u7684\u6f0f\u6d1e\u3002\u9019\u662f\u4e00\u7cfb\u5217\u6df1\u5165\u63ed\u767c AI \u4ee3\u7406\u6f0f\u6d1e\u7684\u7b2c\u4e8c\u7bc7\u6587\u7ae0\u3002<\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 26%\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-medium-font-size\"><em>LLM \u670d\u52d9\u6709\u53ef\u80fd\u8b8a\u6210\u7db2\u8def\u653b\u64ca\u7684\u5165\u53e3\u55ce\uff1f\u53ef\u4e0d\u53ef\u80fd\u88ab\u633e\u6301\u7528\u4f86\u57f7\u884c\u6709\u5bb3\u7684\u6307\u4ee4\uff1f\u6709\u6c92\u6709\u53ef\u80fd\u88ab Microsoft Office \u6587\u4ef6\u4e2d\u6697\u85cf\u7684\u6307\u4ee4\u6240\u9a19\u800c\u6d29\u6f0f\u654f\u611f\u7684\u8cc7\u6599\uff1f\u99ed\u5ba2\u80fd\u4e0d\u80fd\u7be1\u6539\u8cc7\u6599\u5eab\u67e5\u8a62\u4f86\u53d6\u5f97\u7ba1\u5236\u7684\u8cc7\u8a0a\uff1f<\/em><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><em>\u9019\u4e9b\u90fd\u662f AI \u4ee3\u7406\u4eca\u65e5\u9762\u81e8\u7684\u4e00\u4e9b\u57fa\u672c\u554f\u984c\u3002\u672c\u7cfb\u5217\u6587\u7ae0\u8a0e\u8ad6 AI \u4ee3\u7406\u7684\u91cd\u5927\u6f0f\u6d1e\uff0c\u6df1\u5165\u63ed\u767c\u5176\u770b\u4f3c\u8070\u660e\u7684\u56de\u61c9\u5e95\u4e0b\u6240\u6f5b\u85cf\u7684\u5a01\u8105\u3002<\/em><\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"555\" height=\"784\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-7.png\" alt=\"\" class=\"wp-image-88293 size-full\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-7.png 555w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-7-212x300.png 212w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-7-21x30.png 21w\" sizes=\"(max-width: 555px) 100vw, 555px\" \/><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u4e3b\u8981\u91cd\u9ede<\/strong><\/p>\n\n\n\n<ul>\n<li class=\"has-medium-font-size\">\u672c\u6587\u63a2\u8a0e\u4efb\u4f55\u5177\u5099\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u4e0a\u50b3\u6587\u4ef6\u4ee5\u53ca\u5b58\u53d6\u7db2\u969b\u7db2\u8def\u80fd\u529b\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u9a45\u52d5\u7684 AI \u4ee3\u7406\u6240\u5b58\u5728\u7684\u6f0f\u6d1e\u3002<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u9019\u4e9b\u6f0f\u6d1e\u53ef\u80fd\u8b93\u99ed\u5ba2\u57f7\u884c\u672a\u7d93\u6388\u6b0a\u7684\u7a0b\u5f0f\u78bc\u3001\u5728\u6a94\u6848\u4e2d\u63d2\u5165\u60e1\u610f\u5167\u5bb9\u3001\u53d6\u5f97\u638c\u63a7\u6b0a\uff0c\u4ee5\u53ca\u6d29\u9732\u654f\u611f\u8cc7\u8a0a\u3002<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u63a1\u7528\u4eba\u5de5\u667a\u6167 (AI) \u4f86\u57f7\u884c\u6578\u5b78\u904b\u7b97\u3001\u6578\u64da\u5206\u6790\u4ee5\u53ca\u5176\u4ed6\u8907\u96dc\u6d41\u7a0b\u7684\u4f01\u696d\uff0c\u5c0d\u65bc\u76f8\u95dc\u7684\u8cc7\u5b89\u98a8\u96aa\u61c9\u96a8\u6642\u4fdd\u6301\u8b66\u6212\u3002<\/li>\n\n\n\n<li class=\"has-medium-font-size\">\u9650\u5236\u67d0\u4e9b\u529f\u80fd\u3001\u76e3\u63a7\u6d3b\u52d5\u3001\u7ba1\u5236\u8cc7\u6e90\uff0c\u9019\u4e9b\u90fd\u662f\u80fd\u89e3\u6c7a\u76f8\u95dc\u6f0f\u6d1e\u7684\u4e0d\u932f\u5efa\u8b70\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-medium-font-size\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u8b93\u81ea\u52d5\u5316\u3001\u904b\u7b97\u53ca AI \u9a45\u52d5\u7684\u63a8\u7406\u767c\u751f\u4e86\u5929\u7ffb\u5730\u8986\u7684\u6539\u8b8a\u3002\u5118\u7ba1\u5b83\u5011\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u8655\u7406\u6587\u4ef6\u4ee5\u53ca\u5b58\u53d6\u7db2\u969b\u7db2\u8def\u7684\u80fd\u529b\u5e36\u4f86\u4e86\u5f88\u5927\u7684\u9032\u6b65\uff0c\u4f46\u537b\u4e5f\u884d\u751f\u51fa\u65b0\u578b\u614b\u7684\u6f0f\u6d1e\u3002\u672c\u7bc7\u662f\u4e00\u7cfb\u5217\u6df1\u5165\u63ed\u767c AI \u4ee3\u7406\u6f0f\u6d1e\u7684\u7b2c\u4e8c\u7bc7\u6587\u7ae0\uff0c\u82e5\u8981\u95b1\u8b80\u7b2c\u4e00\u7bc7\u6587\u7ae0\uff0c\u8acb\u81f3&nbsp;<a href=\"https:\/\/www.trendmicro.com\/vinfo\/ph\/security\/news\/threat-landscape\/unveiling-ai-agent-vulnerabilities-part-i-introduction-to-ai-agent-vulnerabilities\" target=\"_blank\" rel=\"noreferrer noopener\">\u9019\u88e1<\/a>\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u672c\u6587\u63a2\u8a0e\u5177\u5099\u7a0b\u5f0f\u78bc\u57f7\u884c\u80fd\u529b\u7684 LLM \u9a45\u52d5 AI \u4ee3\u7406\u6240\u884d\u751f\u7684\u7cfb\u7d71\u6027\u98a8\u96aa\uff0c\u4e26\u4e14\u9ede\u51fa\u95dc\u9375\u7684\u653b\u64ca\u7ba1\u9053\u3001\u8cc7\u5b89\u98a8\u96aa\u4ee5\u53ca\u53ef\u80fd\u7684\u9632\u7bc4\u65b9\u5f0f\u3002\u672c\u7cfb\u5217\u5176\u4ed6\u6587\u7ae0\u9084\u6709\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/threat-landscape\/unveiling-ai-agent-vulnerabilities-part-iii-data-exfiltration\" target=\"_blank\" rel=\"noreferrer noopener\">\u7b2c\u4e09\u7bc7\uff1a\u8cc7\u6599\u5916\u50b3<\/a> \u2500 \u63a2\u8a0e\u99ed\u5ba2\u5982\u4f55\u5229\u7528\u9593\u63a5\u63d0\u793a\u6ce8\u5165\u6280\u5de7\uff0c\u8b93 GPT-4o \u9019\u985e\u591a\u6a21\u614b LLM \u5728\u9047\u5230\u770b\u4f3c\u7121\u5bb3\u7684\u60e1\u610f\u6a94\u6848\u6642\u5c07\u6a5f\u654f\u8cc7\u6599\u5916\u50b3\u3002\u9019\u7a2e\u6240\u8b02\u7684\u300c\u96f6\u9ede\u9078\u300d(zero-click) \u6f0f\u6d1e\u53ef\u8b93\u99ed\u5ba2\u5728\u7db2\u9801\u3001\u5716\u7247\u53ca\u6587\u4ef6\u4e2d\u6697\u85cf\u6307\u4ee4\uff0c\u8a98\u9a19 AI \u4ee3\u7406\u6d29\u9732\u4f7f\u7528\u8005\u4e92\u52d5\u8a18\u9304\u3001\u4e0a\u50b3\u6a94\u6848\uff0c\u4ee5\u53ca\u804a\u5929\u8a18\u9304\u7576\u4e2d\u7684\u6a5f\u5bc6\u8cc7\u8a0a\u3002<br><br><a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/vulnerabilities-and-exploits\/unveiling-ai-agent-vulnerabilities-part-iv-database-access-vulnerabilities\" target=\"_blank\" rel=\"noreferrer noopener\">\u7b2c\u56db\u7bc7\uff1a\u8cc7\u6599\u5eab\u5b58\u53d6\u6f0f\u6d1e<\/a> \u2500 \u63a2\u8a0e\u99ed\u5ba2\u5982\u4f55\u653b\u64ca\u8207 LLM \u6574\u5408\u7684\u8cc7\u6599\u5eab\u7cfb\u7d71\uff0c\u900f\u904e SQL \u96b1\u78bc\u6ce8\u5165\u3001\u9810\u5148\u5132\u5b58\u7684\u63d0\u793a\u6ce8\u5165\uff0c\u4ee5\u53ca\u5411\u91cf\u5132\u5b58\u4e0b\u6bd2\u4f86\u53d6\u5f97\u7ba1\u5236\u7684\u8cc7\u6599\uff0c\u540c\u6642\u9084\u80fd\u907f\u958b\u8a8d\u8b49\u6a5f\u5236\u3002\u99ed\u5ba2\u53ef\u5229\u7528\u63d0\u793a\u7be1\u6539\u4f86\u5f71\u97ff\u67e5\u8a62\u7d50\u679c\u3001\u53d6\u5f97\u6a5f\u5bc6\u8cc7\u8a0a\uff0c\u6216\u8005\u63d2\u5165\u6c38\u4e45\u6027\u6f0f\u6d1e\u4f86\u5f71\u97ff\u672a\u4f86\u7684\u67e5\u8a62\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7a0b\u5f0f\u78bc\u57f7\u884c\u5728 LLM \u7576\u4e2d\u7684\u5fc5\u8981\u6027<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u73fe\u4ee3\u5316 AI \u4ee3\u7406\u53ef\u57f7\u884c\u7a0b\u5f0f\u78bc\u4f86\u5b8c\u6210\u6e96\u78ba\u7684\u904b\u7b97\u3001\u5206\u6790\u8907\u96dc\u7684\u8cc7\u6599\u3001\u8f14\u52a9\u7d50\u69cb\u5316\u904b\u7b97\u7684\u57f7\u884c\u3002\u5982\u6b64\u53ef\u78ba\u4fdd\u5728\u6578\u5b78\u53ca\u79d1\u5b78\u7b49\u9818\u57df\u7372\u5f97\u6e96\u78ba\u7684\u7d50\u679c\u3002\u85c9\u7531\u5c07\u4f7f\u7528\u8005\u7684\u67e5\u8a62\u8f49\u63db\u6210\u53ef\u57f7\u884c\u7684\u8173\u672c\uff0cLLM \u5c31\u80fd\u5f4c\u88dc\u5b83\u5011\u6578\u5b78\u63a8\u7406\u80fd\u529b\u7684\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">LLM \u662f\u4e00\u7a2e\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5b83\u80fd\u5728\u6536\u5230\u4e00\u4e32\u6587\u5b57\u8f38\u5165\u4e4b\u5f8c\uff0c\u751f\u6210\u8a72\u6587\u5b57\u5f8c\u9762\u6700\u53ef\u80fd\u7dca\u63a5\u8457\u51fa\u73fe\u7684\u6587\u5b57 (\u6216\u8005\u66f4\u78ba\u5207\u4f86\u8aaa\uff0c\u4e0b\u4e00\u500b token)\uff0c\u56e0\u70ba\u5b83\u7684\u8f38\u51fa\u662f\u6839\u64da\u5b83\u6240\u5438\u6536\u7684\u8a13\u7df4\u8cc7\u6599\u6b78\u7d0d\u51fa\u4f86\u7684\u6a21\u5f0f\/\u898f\u5f8b\u800c\u7522\u751f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"351\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18-1024x351.png\" alt=\"\" class=\"wp-image-88305\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18-1024x351.png 1024w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18-300x103.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18-768x263.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18-30x10.png 30w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-18.png 1419w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 1\uff1aChatGPT \u900f\u904e Python \u7a0b\u5f0f\u78bc\u4f86\u8a08\u7b97\u51fa\u4e00\u6bb5\u6578\u5b78\u67e5\u8a62\u6558\u8ff0\u7684\u7d50\u679c\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig01-180ogC4G.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig01-2QJUG2f6.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7684\u5be6\u4f5c<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">AI \u4ee3\u7406\u6703\u904b\u7528\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5728\u9694\u96e2\u7684\u74b0\u5883\u4e2d\u57f7\u884c\u7a0b\u5f0f\u78bc\uff0c\u4ee5\u78ba\u4fdd\u5b89\u5168\u7684\u60c5\u6cc1\u4e0b\u5be6\u73fe\u5176\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u76ee\u524d\u5e38\u898b\u7684\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u6709\u5169\u7a2e\uff1a\u7b2c\u4e00\u7a2e\u662f\u5bb9\u5668\u5316\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\uff0c\u4e5f\u5c31\u662f OpenAI \u7684&nbsp; <a href=\"https:\/\/chatgpt.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT Data Analyst<\/a> AI \u4ee3\u7406 (\u539f Code Interpreter) \u6240\u7528\u7684\uff0c\u5b83\u5011\u63d0\u4f9b\u4e86\u4f5c\u696d\u7cfb\u7d71 (OS) \u5c64\u6b21\u7684\u9694\u96e2\uff0c\u4e26\u4e14\u53ef\u57f7\u884c\u591a\u500b\u8655\u7406\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7b2c\u4e8c\u7a2e\u662f\u57fa\u65bc WASM (WebAssembly) \u7684\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\uff0c\u5b83\u5011\u5728\u700f\u89bd\u5668\u7576\u4e2d\u63d0\u4f9b\u8f15\u91cf\u5316\u7684\u865b\u64ec\u74b0\u5883\uff0c\u4e26\u6709\u6a94\u6848\u5b58\u53d6\u9650\u5236\u3002<a href=\"https:\/\/chatgpt.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT \u7684 Canvas<\/a>&nbsp; \u5c31\u662f\u4e00\u500b\u57fa\u65bc WASM \u7684\u5be6\u4f5c\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">ChatGPT Data Analyst \u63a1\u7528\u7531 Kubernetes \u7ba1\u7406\u7684 Docker \u5bb9\u5668\u4f86\u5be6\u4f5c\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u3002\u5728 ChatGPT \u7684\u5c0d\u8a71\u6703\u4e2d\uff0c\u82e5\u4f7f\u7528\u8005\u7684\u67e5\u8a62\u5c0e\u81f4\u7cfb\u7d71\u5fc5\u9808\u7528\u5230\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\uff0c\u5c31\u6703\u555f\u52d5\u4e00\u500b\u57f7\u884c Debian GNU\/Linux 12 (bookworm) \u4f5c\u696d\u7cfb\u7d71\u7684 Docker \u5bb9\u5668\uff0c\u4f8b\u5982\uff1a\u7576\u9700\u8981\u57f7\u884c\u4e00\u6bb5\u7a0b\u5f0f\u78bc\u6216\u4e0a\u50b3\u6a94\u6848\u6642\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9019\u500b\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u6703\u900f\u904e uvicorn \u4f86\u57f7\u884c\u4e00\u500b FastAPI \u7db2\u7ad9\u4f3a\u670d\u5668\uff0c\u4ee5\u4fbf\u8ddf ChatGPT \u7684\u5f8c\u7aef\u4f3a\u670d\u5668\u6e9d\u901a\u3002\u5b83\u8ca0\u8cac\u4e0a\u50b3\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u6a94\u6848\u3001\u5f9e\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4e0b\u8f09\u6a94\u6848\u3001\u7d93\u7531 WebSocket \u4ea4\u63db\u4f7f\u7528\u8005\u63d0\u4f9b\u7684 Python \u7a0b\u5f0f\u78bc\u548c\u57f7\u884c\u7d50\u679c\uff0c\u4ee5\u53ca\u5728 Jupyter \u6838\u5fc3 (Kernel) \u7576\u4e2d\u57f7\u884c\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4ee5\u4e0b ChatGPT \u5c0d\u8a71\u986f\u793a uvicorn \u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4e2d\u57f7\u884c\u7684 FastAPI \u7db2\u7ad9\u61c9\u7528\u7a0b\u5f0f\u8655\u7406\u7a0b\u5e8f\u6e05\u55ae\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17-1024x439.png\" alt=\"\" class=\"wp-image-88304\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17-1024x439.png 1024w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17-300x129.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17-768x329.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17-30x13.png 30w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-17.png 1321w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 2\uff1auvicorn \u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4e2d\u57f7\u884c\u7684 FastAPI \u8655\u7406\u7a0b\u5e8f\u6e05\u55ae\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig02Hs9k91v.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6839\u64da API \u4f3a\u670d\u5668\u7684\u529f\u80fd\uff0c\u6211\u5011\u53ef\u63a8\u6e2c\u51fa ChatGPT \u7684\u5167\u90e8\u67b6\u69cb\u61c9\u8a72\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16.png\"><img loading=\"lazy\" decoding=\"async\" width=\"926\" height=\"550\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16.png\" alt=\"\" class=\"wp-image-88303\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16.png 926w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16-300x178.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16-768x456.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-16-30x18.png 30w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 3\uff1a\u6839\u64da API \u4f3a\u670d\u5668\u529f\u80fd\u63a8\u6e2c\u51fa\u4f86\u7684 ChatGPT \u5167\u90e8\u67b6\u69cb\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig03-017S7p5na.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4f7f\u7528\u8005\u4e0a\u50b3\u7684\u6a94\u6848 (\u7531 Dall-E \u6240\u5efa\u7acb\uff0c\u6216\u8005\u70ba\u4e86\u56de\u61c9\u4f7f\u7528\u8005\u800c\u5efa\u7acb) \u9810\u8a2d\u6703\u5132\u5b58\u5728 &nbsp;<em>\/mnt\/data<\/em>&nbsp; \u76ee\u9304\u4e2d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6ce8\u5165\u6f0f\u6d1e\u653b\u64ca\u7a0b\u5f0f\u78bc\uff1a\u50b3\u9001\u672a\u7d93\u6aa2\u67e5\u7684\u8cc7\u6599<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">LLM \u9a45\u52d5\u7684 AI \u4ee3\u7406\u6700\u56b4\u91cd\u7684\u6f0f\u6d1e\u4e4b\u4e00\u5c31\u662f\u50b3\u9001\u672a\u7d93\u6aa2\u67e5\u7684\u8cc7\u6599\u3002\u6211\u5011\u5728 2024 \u5e74 6 \u6708\u6e2c\u8a66\u6587\u4ef6\u4e0a\u50b3\u6642\u5c31\u89aa\u81ea\u9047\u5230\u4e86\u9019\u6a23\u7684\u554f\u984c\uff1a\u4e00\u500b\u542b\u6709\u8d85\u9023\u7d50\u7684 Excel \u6a94\u6848\u8b93 LLM \u7684\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u767c\u751f\u932f\u8aa4\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9019\u8868\u793a\u99ed\u5ba2\u53ef\u4ee5\u6545\u610f\u88fd\u4f5c\u51fa\u9019\u985e\u6a94\u6848\u4f86\u907f\u958b\u8cc7\u5b89\u6aa2\u67e5\uff0c\u9032\u800c\u5c0e\u81f4\u57f7\u884c\u932f\u8aa4\u6216\u8cc7\u6599\u5916\u50b3\u3002\u7576\u6a94\u6848\u4e0a\u50b3\u6642\uff0cJupyter \u6838\u5fc3\u6703\u8a66\u5716\u89e3\u6790\u5b83\uff0c\u9032\u800c\u767c\u751f\u672a\u8655\u7406\u7684\u932f\u8aa4\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u7531\u65bc\u8ca0\u8cac\u7ba1\u7406\u8a72\u8acb\u6c42\u7684 FastAPI \u7db2\u7ad9\u61c9\u7528\u7a0b\u5f0f\u672a\u6b63\u78ba\u8655\u7406\u9019\u9805\u932f\u8aa4\uff0c\u9032\u800c\u5c0e\u81f4 API \u4f3a\u670d\u5668\u50b3\u56de\u4e86\u4e0d\u9810\u671f\u7684\u56de\u61c9\u3002\u6700\u5f8c\u5728\u524d\u7aef\u4f7f\u7528\u8005\u4ecb\u9762 (UI) \u4e0a\u986f\u793a\u4e86\u4e00\u500b\u901a\u7528\u7684\u932f\u8aa4\u8a0a\u606f (\u5982\u4e0b\u6240\u793a)\uff0c\u63a9\u84cb\u4e86\u771f\u6b63\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"756\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15-1024x756.png\" alt=\"\" class=\"wp-image-88302\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15-1024x756.png 1024w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15-300x222.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15-768x567.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15-30x22.png 30w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-15.png 1378w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 4\uff1a\u4e0a\u50b3\u4e00\u500b\u7279\u88fd\u7684 Excel \u8a66\u7b97\u8868\u5f8c\u5f97\u5230\u7684\u932f\u8aa4\u8a0a\u606f\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig04zMKiOb4.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9019\u9805\u6f0f\u6d1e\u5728 2024 \u5e74 12 \u6708\u5df2\u7d93\u4fee\u88dc\uff0c\u6539\u6b63\u4e86\u932f\u8aa4\u8655\u7406\u7a0b\u5e8f\u4ee5\u53ca\u6aa2\u67e5\u6a5f\u5236\u4f86\u9632\u6b62\u985e\u4f3c\u7684\u6f0f\u6d1e\u767c\u751f\uff0c\u6240\u4ee5\u554f\u984c\u4f3c\u4e4e\u5df2\u7d93\u89e3\u6c7a\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6b64\u4e00\u653b\u64ca\u8def\u5f91\u793a\u7bc4\u4e86\u4e00\u500b\u55ae\u7d14\u7684\u6a94\u6848\u4e0a\u50b3\u5982\u4f55\u5c0e\u81f4\u6d41\u7a0b\u7576\u4e2d\u51fa\u73fe\u6f0f\u6d1e\uff0c\u99ed\u5ba2\u53ef\u5229\u7528\u9019\u985e\u5f31\u9ede\u4f86\u7671\u7613\u670d\u52d9\u3001\u64cd\u5f04\u932f\u8aa4\u8655\u7406\u6a5f\u5236\uff0c\u6216\u8005\u6ce8\u5165\u60e1\u610f\u7684\u5167\u5bb9\u3002\u8f38\u5165\u8cc7\u6599\u5982\u679c\u6c92\u6709\u52a0\u4ee5\u6aa2\u67e5\u6216\u6de8\u5316\uff0c\u5f88\u53ef\u80fd\u8b93\u99ed\u5ba2\u5229\u7528\u7cfb\u7d71\u4e0d\u540c\u5c64\u6b21\u4e4b\u9593\u7684\u4e0d\u4e00\u81f4\u6240\u5c0e\u81f4\u7684\u6f0f\u6d1e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u80cc\u666f\u670d\u52d9\u4f86\u7be1\u6539\u4f7f\u7528\u8005\u6a94\u6848<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u5728\u67d0\u4e9b\u60c5\u6cc1\u4e0b\uff0c\u7531\u65bc\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7684\u7ba1\u5236\u4e0d\u5920\u56b4\u683c\uff0c\u56e0\u800c\u7121\u6cd5\u9632\u6b62\u99ed\u5ba2\u5efa\u7acb\u80cc\u666f\u670d\u52d9\u4f86\u76e3\u63a7\u548c\u7be1\u6539\u4f7f\u7528\u8005\u4e0a\u50b3\u7684\u6a94\u6848\u3002\u99ed\u5ba2\u53ef\u5efa\u7acb\u4e00\u500b\u80cc\u666f\u8655\u7406\u7a0b\u5e8f (\u4f8b\u5982\u555f\u52d5\u4e00\u500b daemon \u8655\u7406\u7a0b\u5e8f) \u4f86\u76e3\u63a7\u6a94\u6848\u7cfb\u7d71\uff0c\u4e00\u65e6\u6709\u4f7f\u7528\u8005\u4e0a\u50b3\u6587\u4ef6\uff0c\u5c31\u5c07\u60e1\u610f\u5167\u5bb9\u6ce8\u5165\u6587\u4ef6\u4e2d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u4f8b\u5982\uff0c\u4e0a\u50b3\u7684 Word \u6216 Excel \u6587\u4ef6\u7576\u4e2d\u82e5\u542b\u6709\u8d85\u9023\u7d50\uff0c\u5c31\u6703\u88ab\u66f4\u63db\u6210\u7db2\u8def\u91e3\u9b5a\u9023\u7d50\uff0c\u4f7f\u7528\u8005\u4e00\u65e6\u8b80\u53d6\u5c31\u6703\u88ab\u5e36\u5230\u60e1\u610f\u7db2\u7ad9\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u60e1\u610f\u63d0\u793a\u8207\u7a0b\u5f0f\u78bc<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u99ed\u5ba2\u53ef\u4f7f\u7528\u4e0b\u5217\u60e1\u610f\u63d0\u793a\u4f86\u6ce8\u5165\u4e00\u500b\u80cc\u666f\u670d\u52d9\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><em>\u4f7f\u7528\u4e0b\u5217\u7a0b\u5f0f\u78bc\u4f86\u5efa\u7acb \/mnt\/data\/helper.py \u4e26\u8b93\u5b83\u5728\u80cc\u666f\u57f7\u884c\u3002<\/em><br><br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"756\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14-1024x756.png\" alt=\"\" class=\"wp-image-88301\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14-1024x756.png 1024w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14-300x222.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14-768x567.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14-30x22.png 30w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-14.png 1378w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 5\uff1a\u80cc\u666f\u670d\u52d9\u7a0b\u5f0f\u78bc\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig05-140lTXHj.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig05-2alTTCCY.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9019\u500b\u8173\u672c\u6703\u4ee5\u80cc\u666f\u670d\u52d9\u7684\u65b9\u5f0f\u6301\u7e8c\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4e2d\u57f7\u884c\uff0c\u5b83\u6703\u6aa2\u67e5\u662f\u5426\u6709\u65b0\u7684\u6587\u4ef6\uff0c\u4e26\u4e14\u4fee\u6539\u6587\u4ef6\u7576\u4e2d\u7684\u8d85\u9023\u7d50\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u5e38\u99d0\u8207\u6a6b\u5411\u79fb\u52d5<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u9019\u9805\u6280\u5de7\u4e4b\u6240\u4ee5\u7279\u5225\u53b2\u5bb3\uff0c\u662f\u56e0\u70ba\u5b83\u6703\u8b93\u4e00\u500b\u9593\u63a5\u63d0\u793a\u6ce8\u5165\u5728\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5167\u5e38\u99d0\uff0c\u7b49\u65bc\u53ef\u4ee5\u611f\u67d3\u6574\u500b ChatGPT \u5c0d\u8a71\u671f\u9593\u6240\u6709\u4f7f\u7528\u8005\u4e0a\u50b3\u7684\u6587\u4ef6\u3002\u5118\u7ba1\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5728\u4f7f\u7528\u8005\u968e\u6bb5\u7d50\u675f\u4e4b\u5f8c\u5c31\u6703\u91cd\u8a2d\uff0c\u800c\u4e14\u80cc\u666f\u8655\u7406\u7a0b\u5e8f\u4e5f\u6703\u7d42\u6b62\uff0c\u4f46\u9019\u985e\u4f7f\u7528\u8005\u968e\u6bb5\u53ef\u6301\u7e8c\u6578\u5c0f\u6642\u4e4b\u4e45\uff0c\u56e0\u6b64\u5927\u5e45\u589e\u52a0\u4e86\u6ce8\u5165\u653b\u64ca\u6240\u5e36\u4f86\u7684\u885d\u64ca\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6b64\u4e00\u98a8\u96aa\u9084\u6703\u56e0\u70ba\u4f7f\u7528\u8005 (\u5c24\u5176\u662f ChatGPT \u4ed8\u8cbb\u670d\u52d9\u7684\u4f7f\u7528\u8005) \u6703\u70ba\u4e86\u5fb9\u5e95\u767c\u63ee\u670d\u52d9\u7684\u50f9\u503c\uff0c\u6240\u4ee5\u66f4\u5bb9\u6613\u5c07\u5df2\u611f\u67d3\u7684\u6587\u4ef6\u50b3\u7d66\u5225\u4eba\u3002\u9019\u4e9b\u6587\u4ef6\u901a\u5e38\u662f\u7d93\u7531\u96fb\u5b50\u90f5\u4ef6\u5206\u4eab\uff0c\u6216\u4e0a\u50b3\u5230\u5354\u540c\u4f5c\u696d\u5e73\u53f0 (\u5982 wiki \u9801\u9762)\uff0c\u56e0\u800c\u8b93\u611f\u67d3\u64f4\u5927\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u52d5\u614b\u63d0\u793a\u52a0\u5bc6\u7de8\u78bc\u8207\u57f7\u884c<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u80cc\u666f\u670d\u52d9\u7684\u7a0b\u5f0f\u78bc\u53ef\u80fd\u906d\u4eba\u4ee5\u5404\u7a2e\u65b9\u5f0f\u7be1\u6539\uff0c\u4f8b\u5982\u50b3\u7d71\u60e1\u610f\u7a0b\u5f0f\u5e38\u7528\u7684\u300c\u591a\u5f62\u300d(polymorphism) \u548c\u300c\u8b8a\u5f62\u300d(metamorphism) \u6280\u5de7\uff0c\u5c31\u80fd\u7528\u4f86\u4fee\u6539\u6bcf\u4e00\u4ee3\u7a0b\u5f0f\u78bc\u7684\u9577\u76f8\uff0c\u8b93\u5075\u6e2c\u548c\u5206\u6790\u8b8a\u5f97\u66f4\u52a0\u56f0\u96e3\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u6bd4\u65b9\u8aaa\uff0c\u99ed\u5ba2\u53ef\u4ee5\u5728\u7cfb\u7d71\u690d\u5165\u4e00\u6bb5 base64 \u7de8\u78bc\u7684 Python \u7a0b\u5f0f\u78bc\uff0c\u7136\u5f8c\u5728\u9700\u8981\u6642\u624d\u5c07\u5b83\u89e3\u958b\u4f86\u57f7\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2025\/06\/image-13.png\"><img decoding=\"async\" src=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig06HBe3T29.png\" alt=\"\"\/><\/a><figcaption class=\"wp-element-caption\"><em>\u5716 6\uff1aBase64 \u7de8\u78bc\u7684 Python \u7a0b\u5f0f\u78bc\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><strong><a href=\"https:\/\/documents.trendmicro.com\/images\/TEx\/articles\/LLM-Service-fig06HBe3T29.png\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6\u8207\u5efa\u8b70<\/h2>\n\n\n\n<p class=\"has-medium-font-size\">\u5149\u662f\u5728\u9694\u96e2\u7684\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7576\u4e2d\u57f7\u884c Python \u7a0b\u5f0f\u78bc\uff0c\u4e26\u4e0d\u8db3\u4ee5\u78ba\u4fdd\u7a0b\u5f0f\u78bc\u57f7\u884c\u7684\u5b89\u5168\u3002\u4e3b\u8981\u539f\u56e0\u5728\u65bc\uff0c\u6f0f\u6d1e\u53ef\u80fd\u4f86\u81ea\u591a\u500b\u5c64\u9762\uff0c\u5305\u62ec\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u3001\u7db2\u7ad9\u670d\u52d9\uff0c\u4ee5\u53ca\u652f\u63f4\u7684\u61c9\u7528\u7a0b\u5f0f\u3002\u82e5\u4e0d\u59a5\u5584\u5f37\u5316\u9019\u4e9b\u5143\u4ef6\u7684\u5b89\u5168\uff0c\u6574\u500b AI \u4ee3\u7406\u90fd\u5c07\u66b4\u9732\u51fa\u53ef\u653b\u64ca\u7684\u5f31\u9ede\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5f9e\u9019\u9ede\u4f86\u770b\uff0c\u4ee5\u4e0b\u662f\u5e7e\u500b\u95dc\u6ce8\u7684\u91cd\u9ede\uff1a<\/p>\n\n\n\n<ul>\n<li class=\"has-medium-font-size\"><strong>\u9593\u63a5\u63d0\u793a\u6ce8\u5165\u3002<\/strong>\u99ed\u5ba2\u53ef\u80fd\u900f\u904e\u63d0\u793a\u6ce8\u5165\u4f86\u64cd\u63a7\u7cfb\u7d71\u7684\u884c\u70ba\uff0c\u5c0e\u81f4\u6f0f\u6d1e\u5e38\u99d0\u3001\u6a94\u6848\u906d\u7be1\u6539\uff0c\u4e26\u4e14\u8b93\u99ed\u5ba2\u6a6b\u5411\u79fb\u52d5\u3002<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u8cc7\u6e90\u9650\u5236\u8207\u5b58\u53d6\u7ba1\u7406\u3002<\/strong>\u9650\u5236\u7cfb\u7d71\u8cc7\u6e90\u7684\u7528\u91cf\u3001\u7ba1\u5236\u6a94\u6848\u5b58\u53d6\uff0c\u4e26\u4e14\u9650\u5236\u7db2\u969b\u7db2\u8def\u9023\u7dda\uff0c\u662f\u7e2e\u5c0f\u653b\u64ca\u9762\u5fc5\u8981\u7684\u63aa\u65bd\u3002<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u76e3\u63a7\u8207\u6aa2\u67e5\u3002<\/strong>\u5c0d\u65bc\u6703\u900f\u904e\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u4f86\u57f7\u884c\u7a0b\u5f0f\u78bc\u7684 AI \u4ee3\u7406\u4f86\u8aaa\uff0c\u6301\u7e8c\u7684\u6d3b\u52d5\u76e3\u63a7\u3001\u8f38\u5165\u6aa2\u67e5\u4ee5\u53ca\u6a94\u6848\u5b8c\u6574\u6027\u6aa2\u67e5\uff0c\u90fd\u662f\u767c\u6398\u53ca\u9632\u7bc4\u5a01\u8105\u7684\u91cd\u8981\u624b\u6bb5\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size\">\u89e3\u6c7a\u4e86\u9019\u4e9b\u95dc\u9375\u9818\u57df\u4e4b\u5f8c\uff0c\u5c31\u80fd\u5927\u5e45\u63d0\u5347\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7684\u5b89\u5168\uff0c\u4e0d\u50c5\u80fd\u66f4\u5b89\u5168\u5730\u57f7\u884c\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u7a0b\u5f0f\u78bc\uff0c\u540c\u6642\u9084\u80fd\u964d\u4f4e\u6f5b\u5728\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size\">\u5efa\u8b70\u4f01\u696d\u63a1\u53d6\u4ee5\u4e0b\u63aa\u65bd\u4f86\u89e3\u6c7a\u9019\u4efd\u6280\u8853\u6458\u8981\u6240\u9ede\u51fa\u7684\u6f0f\u6d1e\uff1a<\/p>\n\n\n\n<ul>\n<li class=\"has-medium-font-size\"><strong>\u9650\u5236\u7cfb\u7d71\u529f\u80fd<\/strong><ul><li>\u505c\u7528\u80cc\u666f\u8655\u7406\u7a0b\u5e8f\uff0c\u6216\u9650\u5236\u5b83\u5011\u7684\u67d0\u4e9b\u4f5c\u696d\u3002<\/li><\/ul>\n<ul>\n<li>\u5f37\u5236\u5be6\u65bd\u66f4\u56b4\u683c\u7684\u6a94\u6848\u7cfb\u7d71\u5b58\u53d6\u6b0a\u9650\u7ba1\u5236\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u9650\u5236\u8cc7\u6e90\u7684\u7528\u91cf<\/strong>\n<ul>\n<li>\u9650\u5236\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u7684\u8cc7\u6e90\u7528\u91cf (\u5982\uff1a\u8a18\u61b6\u9ad4\u3001CPU\u3001\u57f7\u884c\u6642\u9593) \u4f86\u9632\u6b62\u8cc7\u6e90\u6feb\u7528\u6216\u8017\u76e1\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u7ba1\u5236\u7db2\u969b\u7db2\u8def\u5b58\u53d6<\/strong>\n<ul>\n<li>\u7ba1\u5236\u5f9e\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5167\u90e8\u5b58\u53d6\u5916\u90e8\u7db2\u8def\uff0c\u85c9\u6b64\u7e2e\u5c0f\u653b\u64ca\u9762\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u76e3\u63a7\u60e1\u610f\u6d3b\u52d5<\/strong><ul><li>\u8ffd\u8e64\u5e33\u865f\u6d3b\u52d5\u3001\u5931\u6557\u60c5\u6cc1\u4ee5\u53ca\u7570\u5e38\u884c\u70ba\u4f86\u767c\u6398\u6f5b\u5728\u5a01\u8105\u3002<\/li><\/ul>\n<ul>\n<li>\u4f7f\u7528\u884c\u70ba\u5206\u6790\u5de5\u5177\u4f86\u767c\u6398\u53ef\u7591\u7684\u4f5c\u696d\uff0c\u4f8b\u5982\uff1a\u6a94\u6848\u76e3\u63a7\u53ca\u7be1\u6539\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u6aa2\u67e5\u8f38\u5165<\/strong>\n<ul>\n<li>\u6aa2\u67e5\u53ca\u6de8\u5316\u96d9\u5411\u6d41\u52d5\u7684\u8cc7\u6599 (\u5f9e\u4f7f\u7528\u8005\u5230\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u3001\u5f9e\u6c99\u76d2\u6a21\u64ec\u74b0\u5883\u5230\u4f7f\u7528\u8005)\uff0c\u4ee5\u78ba\u4fdd\u8cc7\u6599\u7b26\u5408\u898f\u683c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u78ba\u4fdd\u683c\u5f0f\u6b63\u78ba<\/strong>\n<ul>\n<li>\u78ba\u4fdd\u6240\u6709\u8f38\u51fa\u90fd\u7b26\u5408\u9810\u671f\u7684\u683c\u5f0f\u624d\u5c07\u8cc7\u6599\u50b3\u7d66\u4e0b\u6e38\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>\u78ba\u5be6\u7684\u932f\u8aa4\u8655\u7406<\/strong>\n<ul>\n<li>\u64f7\u53d6\u3001\u6de8\u5316\u3001\u8a18\u9304\u6bcf\u4e00\u968e\u6bb5\u7684\u932f\u8aa4\u4f86\u9632\u6b62\u554f\u984c\u610f\u5916\u64f4\u6563\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><br>\u25ce\u539f\u6587\u51fa\u8655\uff1a<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/cybercrime-and-digital-threats\/unveiling-ai-agent-vulnerabilities-code-execution\">Unveiling AI Agent Vulnerabilities Part II:Code Execution<\/a> \u4f5c\u8005\uff1aSean Park (\u9996\u5e2d\u5a01\u8105\u7814\u7a76\u54e1)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8da8\u52e2\u79d1\u6280\u6df1\u5165\u7814\u7a76\u4e86\u5177\u5099\u57f7\u884c\u7a0b\u5f0f\u78bc\u3001\u4e0a\u50b3\u6587\u4ef6\u4ee5\u53ca\u5b58\u53d6\u7db2\u969b\u7db2\u8def\u80fd\u529b\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u9a45\u52d5\u7684 AI \u4ee3\u7406\u6240 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"default","_twitter_share_type":"default","_linkedin_share_type":"default","_pinterest_share_type":"default","_linkedin_share_type_page":"default","_instagram_share_type":"default","_medium_share_type":"default","_threads_share_type":"default","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[6084,6085,1268],"tags":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/88292"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=88292"}],"version-history":[{"count":3,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/88292\/revisions"}],"predecessor-version":[{"id":88321,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/88292\/revisions\/88321"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=88292"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=88292"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=88292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}