{"id":97039,"date":"2026-11-10T09:27:37","date_gmt":"2026-11-10T01:27:37","guid":{"rendered":"https:\/\/hongtronics.com\/?p=97039"},"modified":"2026-11-10T09:27:39","modified_gmt":"2026-11-10T01:27:39","slug":"llm-evaluation-ai-assistant","status":"publish","type":"post","link":"https:\/\/hongtronics.com\/en\/llm-evaluation-ai-assistant\/","title":{"rendered":"LLM\u8a55\u4f30\u5be6\u52d9\uff1aRAG\u8a55\u4f30\u6307\u6a19\u3001\u932f\u8aa4\u6392\u67e5\u8207\u6301\u7e8c\u8a55\u4f30\u6d41\u7a0b"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"97039\" class=\"elementor elementor-97039\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55b075c e-flex e-con-boxed e-con e-parent\" data-id=\"55b075c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58636fb elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"58636fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n\/* \u672c\u6587\u5c08\u7528\u6a23\u5f0f *\/\n.hh-seo-article.hh-llm-evaluation {\n  --hh-brand: #0d274d;\n  --hh-text: #24354a;\n  --hh-link: #14548a;\n  --hh-panel: #f2f6fb;\n  --hh-border: #cedbeb;\n  --hh-space: clamp(18px, 3vw, 26px);\n  --hh-anchor-offset: 112px;\n  box-sizing: border-box;\n  width: 100%;\n  min-width: 0;\n  max-width: 760px;\n  margin-inline: auto;\n  color: var(--hh-text);\n  font-family: \"Noto Sans TC\", \"Microsoft JhengHei\", sans-serif;\n  font-size: 17px;\n  font-weight: 400;\n  line-height: 1.85;\n  text-align: start;\n  overflow-wrap: anywhere;\n}\n.hh-seo-article.hh-llm-evaluation *,\n.hh-seo-article.hh-llm-evaluation *::before,\n.hh-seo-article.hh-llm-evaluation *::after {\n  box-sizing: inherit;\n}\n\n\/* 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2px;\n}\n.hh-seo-article.hh-llm-evaluation a:focus-visible,\n.hh-seo-article.hh-llm-evaluation .hh-table-scroll:focus-visible {\n  outline: 3px solid #1a65a2;\n  outline-offset: 3px;\n}\n\n\/* \u76ee\u9304\u8207\u6848\u4f8b\u6846 *\/\n.hh-seo-article.hh-llm-evaluation .hh-toc,\n.hh-seo-article.hh-llm-evaluation .hh-example {\n  margin-block: var(--hh-space);\n  padding: var(--hh-space);\n  border: 1px solid var(--hh-border);\n  border-radius: 12px;\n  background: var(--hh-panel);\n}\n.hh-seo-article.hh-llm-evaluation .hh-toc p,\n.hh-seo-article.hh-llm-evaluation .hh-example p,\n.hh-seo-article.hh-llm-evaluation .hh-example dt {\n  color: var(--hh-brand);\n}\n.hh-seo-article.hh-llm-evaluation .hh-toc p {\n  margin-block-end: 10px;\n}\n.hh-seo-article.hh-llm-evaluation .hh-example dt {\n  margin-block-end: 4px;\n  font-weight: 700;\n}\n.hh-seo-article.hh-llm-evaluation .hh-example dd {\n  margin: 0 0 16px;\n}\n.hh-seo-article.hh-llm-evaluation .hh-toc 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18px;\n  border: 0;\n  border-block-start: 1px solid var(--hh-border);\n  font-size: inherit;\n  line-height: inherit;\n  text-align: start;\n  vertical-align: top;\n}\n.hh-seo-article.hh-llm-evaluation thead th {\n  background: var(--hh-brand);\n  color: #fff;\n  font-weight: 700;\n}\n.hh-seo-article.hh-llm-evaluation tbody th {\n  width: 32%;\n  color: var(--hh-brand);\n  font-weight: 600;\n}\n.hh-seo-article.hh-llm-evaluation tbody tr:nth-child(even) {\n  background: var(--hh-panel);\n}\n\n\/* \u6b65\u9a5f\u3001\u5716\u7247\u8207\u7a0b\u5f0f\u6b04\u4f4d *\/\n.hh-seo-article.hh-llm-evaluation .hh-steps li + li {\n  margin-block-start: 0.85em;\n}\n.hh-seo-article.hh-llm-evaluation .hh-figure {\n  margin: 28px 0;\n}\n.hh-seo-article.hh-llm-evaluation .hh-figure img {\n  display: block;\n  max-width: 100%;\n  height: auto;\n  margin-inline: auto;\n  border: 1px solid var(--hh-border);\n  border-radius: 12px;\n}\n.hh-seo-article.hh-llm-evaluation .hh-figure figcaption {\n  margin-block-start: 10px;\n  color: var(--hh-text);\n  font-size: 15px;\n  line-height: 1.65;\n}\n.hh-seo-article.hh-llm-evaluation code {\n  padding: 2px 5px;\n  border-radius: 4px;\n  background: var(--hh-panel);\n  color: var(--hh-brand);\n  font-family: ui-monospace, SFMono-Regular, Consolas, monospace;\n  font-size: 15px;\n  line-height: inherit;\n  white-space: normal;\n  overflow-wrap: anywhere;\n}\n\n\/* FAQ *\/\n.hh-seo-article.hh-llm-evaluation .hh-faq {\n  padding-block: 22px;\n  border-block-start: 1px solid var(--hh-border);\n}\n.hh-seo-article.hh-llm-evaluation .hh-faq h3 {\n  margin-block-start: 0;\n}\n.hh-seo-article.hh-llm-evaluation .hh-faq p,\n.hh-seo-article.hh-llm-evaluation .hh-cta p:last-child {\n  margin-block-end: 0;\n}\n\n\/* \u6587\u672b\u8aee\u8a62\u5340 *\/\n.hh-seo-article.hh-llm-evaluation .hh-cta {\n  padding: var(--hh-space);\n  border-radius: 12px;\n  background: var(--hh-brand);\n  color: #fff;\n}\n.hh-seo-article.hh-llm-evaluation .hh-cta h2 {\n  color: #fff;\n}\n.hh-seo-article.hh-llm-evaluation .hh-cta-link {\n  display: inline-block;\n  max-width: 100%;\n  padding: 12px 18px;\n  border: 1px solid transparent;\n  border-radius: 8px;\n  background: #fff;\n  color: var(--hh-brand);\n  font-weight: 700;\n  line-height: 1.6;\n  text-align: center;\n  text-decoration: none;\n}\n.hh-seo-article.hh-llm-evaluation .hh-cta-link:hover {\n  background: #e7f0fc;\n  color: var(--hh-brand);\n}\n.hh-seo-article.hh-llm-evaluation .hh-cta-link:focus-visible {\n  outline-color: #fff;\n}\n\n\/* \u624b\u6a5f\u7248 *\/\n@media (max-width: 640px) {\n  .hh-seo-article.hh-llm-evaluation {\n    --hh-anchor-offset: 80px;\n    --hh-space: 18px;\n    font-size: 16px;\n    line-height: 1.8;\n  }\n  .hh-seo-article.hh-llm-evaluation .hh-lead {\n    font-size: 17px;\n  }\n  .hh-seo-article.hh-llm-evaluation h2 {\n    font-size: 22px;\n  }\n  .hh-seo-article.hh-llm-evaluation h3 {\n    font-size: 19px;\n  }\n  .hh-seo-article.hh-llm-evaluation th,\n  .hh-seo-article.hh-llm-evaluation td {\n    padding: 12px 14px;\n  }\n  .hh-seo-article.hh-llm-evaluation .hh-table-hint {\n    display: block;\n    margin-block-end: 8px;\n  }\n  .hh-seo-article.hh-llm-evaluation .hh-table-scroll {\n    margin-block-start: 0;\n  }\n  .hh-seo-article.hh-llm-evaluation .hh-cta-link {\n    display: block;\n    width: 100%;\n  }\n}\n<\/style>\n\n<article class=\"hh-seo-article hh-llm-evaluation\" lang=\"zh-Hant-TW\">\n  <p class=\"hh-lead\"><strong>LLM \u8a55\u4f30<\/strong>\u662f\u7528\u660e\u78ba\u7684\u6a19\u6e96\u6aa2\u67e5 AI \u52a9\u7406\u662f\u5426\u7b54\u5c0d\u554f\u984c\u3001\u662f\u5426\u4f9d\u64da\u6b63\u78ba\u8cc7\u6599\uff0c\u4ee5\u53ca\u9047\u5230\u8cc7\u8a0a\u4e0d\u8db3\u6642\u662f\u5426\u63a1\u53d6\u9069\u7576\u884c\u52d5\u3002\u4f01\u696d\u53ef\u5148\u7528\u4e00\u7d44\u6709\u696d\u52d9\u9a57\u6536\u6a19\u6e96\u7684\u984c\u76ee\u5efa\u7acb\u57fa\u6e96\uff0c\u4e0a\u7dda\u5f8c\u518d\u62bd\u67e5\u771f\u5be6\u5c0d\u8a71\uff0c\u5c07\u5931\u6557\u6a23\u672c\u52a0\u5165\u56de\u6b78\u6e2c\u8a66\u3002<\/p>\n  <p>\u4ee5\u77e5\u8b58\u5eab\u5ba2\u670d\u70ba\u4f8b\uff0c\u6a21\u578b\u547c\u53eb\u5373\u4f7f\u56de\u50b3 HTTP 200\uff0c\u56de\u7b54\u4ecd\u53ef\u80fd\u6f0f\u6389\u9000\u8ca8\u9650\u5236\u3002\u8981\u627e\u51fa\u539f\u56e0\uff0c\u81f3\u5c11\u9700\u8981\u540c\u6642\u6aa2\u8996\u4f7f\u7528\u8005\u539f\u59cb\u554f\u984c\u3001\u7576\u6b21\u5be6\u969b\u63d0\u4f9b\u7d66\u6a21\u578b\u7684\u6aa2\u7d22\u7247\u6bb5\uff0c\u4ee5\u53ca\u4f7f\u7528\u8005\u770b\u5230\u7684\u6700\u7d42\u56de\u7b54\u3002<\/p>\n\n  <nav class=\"hh-toc\" aria-labelledby=\"hh-llm-toc\">\n    <p id=\"hh-llm-toc\"><strong>\u6587\u7ae0\u76ee\u9304<\/strong><\/p>\n    <ol>\n      <li><a href=\"#hh-llm-case\">\u9000\u8ca8\u6848\u4f8b\u8207\u932f\u8aa4\u6392\u67e5<\/a><\/li>\n      <li><a href=\"#hh-llm-metrics\">\u4e09\u9805 LLM \u8a55\u4f30\u6307\u6a19<\/a><\/li>\n      <li><a href=\"#hh-llm-workflow\">\u6301\u7e8c\u8a55\u4f30\u7684\u4e94\u500b\u6b65\u9a5f<\/a><\/li>\n      <li><a href=\"#hh-llm-integration\">TrueFoundry \u8207 Confident AI \u4e32\u63a5<\/a><\/li>\n      <li><a href=\"#hh-llm-data\">\u8ffd\u8e64\u8cc7\u6599\u8207\u654f\u611f\u8cc7\u8a0a\u7ba1\u7406<\/a><\/li>\n      <li><a href=\"#hh-llm-faq\">Frequently Asked Questions<\/a><\/li>\n      <li><a href=\"#hh-llm-cta\">\u8a55\u4f30\u4f01\u696d AI \u9598\u9053\u5668<\/a><\/li>\n    <\/ol>\n  <\/nav>\n\n  <section aria-labelledby=\"hh-llm-case\">\n    <h2 id=\"hh-llm-case\">AI \u52a9\u7406\u7b54\u932f\u6642\uff0c\u5982\u4f55\u627e\u51fa\u662f\u54ea\u4e00\u6b65\u51fa\u554f\u984c\uff1f<\/h2>\n    <p>\u5148\u6bd4\u5c0d\u6a21\u578b\u6536\u5230\u7684\u77e5\u8b58\u7247\u6bb5\u8207\u6700\u7d42\u56de\u7b54\u3002\u5982\u679c\u7247\u6bb5\u5df2\u6709\u5b8c\u6574\u689d\u4ef6\uff0c\u512a\u5148\u6aa2\u67e5\u63d0\u793a\u8a5e\u8207\u751f\u6210\u904e\u7a0b\u3002\u5982\u679c\u7247\u6bb5\u7f3a\u5c11\u95dc\u9375\u9650\u5236\u6216\u5f15\u7528\u820a\u7248\u653f\u7b56\uff0c\u5c31\u5148\u8ffd\u67e5\u6aa2\u7d22\u6d41\u7a0b\u6216\u8cc7\u6599\u7248\u672c\u3002<\/p>\n    <div class=\"hh-example\">\n      <p><strong>\u5047\u8a2d\u6848\u4f8b\uff5c\u552e\u5f8c\u653f\u7b56\u554f\u7b54<\/strong><\/p>\n      <dl>\n        <dt>\u77e5\u8b58\u5eab\u653f\u7b56<\/dt>\n        <dd>\u7c3d\u6536\u5f8c\u4e03\u5929\u5167\uff0c\u5546\u54c1\u9808\u672a\u62c6\u5c01\u4e14\u7b26\u5408\u54c1\u985e\u898f\u5247\uff0c\u624d\u53ef\u7533\u8acb\u6b64\u9000\u8ca8\u65b9\u6848\u3002<\/dd>\n        <dt>\u4f7f\u7528\u8005\u554f\u984c<\/dt>\n        <dd>\u5546\u54c1\u5df2\u7d93\u62c6\u5c01\uff0c\u9084\u80fd\u76f4\u63a5\u7533\u8acb\u9019\u9805\u9000\u8ca8\u65b9\u6848\u55ce\uff1f<\/dd>\n        <dt>AI \u52a9\u7406\u56de\u7b54<\/dt>\n        <dd>\u53ef\u4ee5\uff0c\u7c3d\u6536\u5f8c\u4e03\u5929\u5167\u90fd\u80fd\u7533\u8acb\u3002<\/dd>\n      <\/dl>\n    <\/div>\n    <p>\u9019\u53e5\u56de\u7b54\u6709\u56de\u61c9\u9000\u8ca8\u554f\u984c\uff0c\u4f46\u628a\u4e03\u5929\u671f\u9650\u7576\u6210\u552f\u4e00\u689d\u4ef6\u3002\u4f9d\u984c\u76ee\u63d0\u4f9b\u7684\u653f\u7b56\uff0c\u52a9\u7406\u61c9\u8aaa\u660e\u5df2\u62c6\u5c01\u5546\u54c1\u4e0d\u7b26\u5408\u9019\u9805\u65b9\u6848\u7684\u689d\u4ef6\u3002\u82e5\u5ba2\u6236\u60f3\u78ba\u8a8d\u5176\u4ed6\u65b9\u6848\u6216\u4f8b\u5916\uff0c\u5247\u4f9d\u696d\u52d9\u898f\u5247\u8ffd\u554f\u6216\u8f49\u4ea4\u5ba2\u670d\u3002<\/p>\n    <p id=\"hh-llm-table-note\">\u76f8\u540c\u7684\u932f\u8aa4\u56de\u7b54\u53ef\u80fd\u4f86\u81ea\u4e0d\u540c\u74b0\u7bc0\u3002\u53ef\u4f9d\u4e0b\u8868\u9078\u64c7\u512a\u5148\u6aa2\u67e5\u9805\u76ee\uff0c\u518d\u7528\u76f8\u540c\u984c\u76ee\u91cd\u8dd1\uff0c\u78ba\u8a8d\u4fee\u6b63\u662f\u5426\u6709\u6548\u3002<\/p>\n    <p class=\"hh-table-hint\" id=\"hh-llm-table-hint\">\u5c0f\u87a2\u5e55\u53ef\u6a6b\u5411\u6ed1\u52d5\u8868\u683c\uff0c\u67e5\u770b\u4fee\u6b63\u8207\u9a57\u8b49\u65b9\u5f0f\u3002<\/p>\n    <div class=\"hh-table-scroll\" role=\"region\" aria-label=\"RAG \u554f\u7b54\u932f\u8aa4\u6392\u67e5\u5c0d\u7167\u8868\" aria-describedby=\"hh-llm-table-note hh-llm-table-hint\" tabindex=\"0\">\n      <table>\n        <caption>RAG \u554f\u7b54\u932f\u8aa4\u6392\u67e5\u5c0d\u7167\u8868<\/caption>\n        <thead>\n          <tr>\n            <th scope=\"col\">\u89c0\u5bdf\u5230\u7684\u73fe\u8c61<\/th>\n            <th scope=\"col\">\u512a\u5148\u6aa2\u67e5<\/th>\n            <th scope=\"col\">\u4fee\u6b63\u8207\u9a57\u8b49\u65b9\u5f0f<\/th>\n          <\/tr>\n        <\/thead>\n        <tbody>\n          <tr>\n            <th scope=\"row\">\u5df2\u53d6\u5f97\u5b8c\u6574\u653f\u7b56\uff0c\u56de\u7b54\u4ecd\u6f0f\u6389\u9650\u5236<\/th>\n            <td>\u63d0\u793a\u8a5e\u3001\u56de\u7b54\u751f\u6210<\/td>\n            <td>\u660e\u78ba\u8981\u6c42\u4fdd\u7559\u9069\u7528\u689d\u4ef6\u8207\u4f8b\u5916\uff0c\u518d\u91cd\u8dd1\u6f0f\u7b54\u984c\u3002<\/td>\n          <\/tr>\n          <tr>\n            <th scope=\"row\">\u6aa2\u7d22\u7247\u6bb5\u53ea\u6709\u4e03\u5929\u671f\u9650<\/th>\n            <td>\u6587\u4ef6\u5207\u5206\u3001\u6aa2\u7d22\u3001\u4e0a\u4e0b\u6587\u7d44\u88dd<\/td>\n            <td>\u8abf\u6574\u689d\u4ef6\u8207\u4e3b\u898f\u5247\u7684\u5207\u5206\u65b9\u5f0f\uff0c\u78ba\u8a8d\u9001\u5165\u6a21\u578b\u7684\u7247\u6bb5\u5305\u542b\u5b8c\u6574\u898f\u5247\u3002<\/td>\n          <\/tr>\n          <tr>\n            <th scope=\"row\">\u56de\u7b54\u7b26\u5408\u6aa2\u7d22\u8cc7\u6599\uff0c\u4f46\u653f\u7b56\u5df2\u904e\u671f<\/th>\n            <td>\u6587\u4ef6\u7248\u672c\u3001\u7d22\u5f15\u8207\u5feb\u53d6<\/td>\n            <td>\u66f4\u65b0\u6838\u51c6\u7248\u653f\u7b56\uff0c\u91cd\u5efa\u53d7\u5f71\u97ff\u7684\u7d22\u5f15\u4e26\u6aa2\u67e5\u5feb\u53d6\u3002<\/td>\n          <\/tr>\n          <tr>\n            <th scope=\"row\">\u7f3a\u5c11\u5fc5\u8981\u8cc7\u8a0a\uff0c\u4ecd\u7d66\u51fa\u78ba\u5b9a\u7d50\u8ad6<\/th>\n            <td>\u696d\u52d9\u898f\u5247\u3001\u6f84\u6e05\u8207\u8f49\u63a5\u6d41\u7a0b<\/td>\n            <td>\u5b9a\u7fa9\u5fc5\u554f\u6b04\u4f4d\u548c\u4eba\u5de5\u8f49\u63a5\u689d\u4ef6\uff0c\u65b0\u589e\u8cc7\u6599\u4e0d\u8db3\u7684\u6e2c\u8a66\u984c\u3002<\/td>\n          <\/tr>\n        <\/tbody>\n      <\/table>\n    <\/div>\n  <\/section>\n\n  <section aria-labelledby=\"hh-llm-metrics\">\n    <h2 id=\"hh-llm-metrics\">LLM \u8a55\u4f30\u61c9\u8a72\u770b\u54ea\u4e9b\u6307\u6a19\uff1f<\/h2>\n    <p>\u4f01\u696d\u77e5\u8b58\u5eab\u554f\u7b54\u53ef\u5148\u6aa2\u67e5\u56de\u7b54\u76f8\u95dc\u6027\u3001\u5fe0\u5be6\u5ea6\u8207\u696d\u52d9\u9a57\u6536\u3002\u82e5\u61c9\u7528\u63a1\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\uff0c\u53ef\u5c07\u6aa2\u7d22\u8207\u56de\u7b54\u5206\u958b\u8a55\u4f30\uff0c\u78ba\u8a8d\u6a21\u578b\u662f\u5426\u53d6\u5f97\u8db3\u5920\u8cc7\u6599\uff0c\u4ee5\u53ca\u662f\u5426\u6b63\u78ba\u4f7f\u7528\u90a3\u4e9b\u8cc7\u6599\u3002<\/p>\n    <h3>\u56de\u7b54\u76f8\u95dc\u6027\uff08Answer Relevancy\uff09<\/h3>\n    <p>\u6aa2\u67e5\u56de\u7b54\u6709\u6c92\u6709\u56de\u61c9\u4f7f\u7528\u8005\u771f\u6b63\u554f\u7684\u4e8b\u3002\u53ea\u4ecb\u7d39\u9000\u8ca8\u7533\u8acb\u5165\u53e3\uff0c\u537b\u6c92\u8aaa\u660e\u62c6\u5c01\u5f8c\u662f\u5426\u9069\u7528\uff0c\u5c31\u6c92\u6709\u7b54\u5230\u91cd\u9ede\u3002\u81ea\u52d5\u8a55\u4f30\u901a\u5e38\u9700\u8981\u539f\u59cb\u554f\u984c\u8207\u5be6\u969b\u56de\u7b54\u3002<\/p>\n    <h3>\u5fe0\u5be6\u5ea6\uff08Faithfulness\uff09<\/h3>\n    <p>\u6aa2\u67e5\u56de\u7b54\u4e2d\u7684\u9673\u8ff0\u80fd\u5426\u7531\u7576\u6b21\u63d0\u4f9b\u7d66\u6a21\u578b\u7684\u6aa2\u7d22\u7247\u6bb5\u652f\u6301\u3002\u4f8b\u5982\uff0c\u8cc7\u6599\u50c5\u5141\u8a31\u672a\u62c6\u5c01\u5546\u54c1\u7533\u8acb\uff0c\u56de\u7b54\u537b\u627f\u8afe\u6240\u6709\u5546\u54c1\u90fd\u53ef\u7533\u8acb\uff0c\u5c31\u8d85\u51fa\u4e86\u8cc7\u6599\u652f\u6301\u7684\u7bc4\u570d\u3002\u653f\u7b56\u662f\u5426\u4ecd\u6709\u6548\uff0c\u9084\u8981\u4f9d\u6587\u4ef6\u7248\u672c\u8207\u696d\u52d9\u898f\u5247\u53e6\u884c\u6838\u5c0d\u3002<\/p>\n    <h3>\u696d\u52d9\u9a57\u6536\uff08Business Acceptance\uff09<\/h3>\n    <p>\u7531\u696d\u52d9\u5718\u968a\u5b9a\u7fa9\u5408\u683c\u7684\u8655\u7406\u65b9\u5f0f\uff0c\u4f8b\u5982\u56de\u7b54\u9808\u8aaa\u660e\u9069\u7528\u689d\u4ef6\u3001\u7f3a\u5c11\u54c1\u985e\u6642\u8981\u5148\u8ffd\u554f\u3001\u9047\u5230\u672a\u660e\u5b9a\u7684\u4f8b\u5916\u8981\u8f49\u4eba\u5de5\u3002\u932f\u8aa4\u627f\u8afe\u6216\u907a\u6f0f\u95dc\u9375\u9650\u5236\u53ef\u55ae\u7368\u5217\u70ba\u4e0d\u901a\u904e\u9805\u76ee\uff0c\u907f\u514d\u88ab\u5e73\u5747\u5206\u6578\u63a9\u84cb\u3002<\/p>\n  <\/section>\n\n  <section aria-labelledby=\"hh-llm-workflow\">\n    <h2 id=\"hh-llm-workflow\">\u5982\u4f55\u5efa\u7acb\u6301\u7e8c\u8a55\u4f30\uff1f\u5f9e\u4e94\u500b\u6b65\u9a5f\u958b\u59cb<\/h2>\n    <p>\u5148\u9078\u4e00\u500b\u898f\u5247\u660e\u78ba\u3001\u6709\u4eba\u80fd\u5224\u65b7\u5c0d\u932f\u7684\u5834\u666f\uff0c\u5efa\u7acb\u53ef\u91cd\u8907\u57f7\u884c\u7684\u9a57\u6536\u96c6\u3002\u78ba\u8a8d\u8a55\u5206\u53ef\u4fe1\u5f8c\uff0c\u518d\u628a\u4e0a\u7dda\u62bd\u6a23\u8207\u7248\u672c\u56de\u6b78\u6e2c\u8a66\u63a5\u8d77\u4f86\u3002<\/p>\n    <ol class=\"hh-steps\">\n      <li><strong>\u5efa\u7acb\u9a57\u6536\u984c\u5eab\u3002<\/strong>\u6db5\u84cb\u4e00\u822c\u67e5\u8a62\u3001\u8cc7\u8a0a\u4e0d\u8db3\u3001\u898f\u5247\u4f8b\u5916\u53ca\u61c9\u8f49\u4eba\u5de5\u7684\u60c5\u5883\u3002\u70ba\u6bcf\u984c\u8a18\u9304\u5fc5\u8981\u689d\u4ef6\u3001\u53ef\u63a5\u53d7\u7684\u8655\u7406\u65b9\u5f0f\u8207\u7981\u6b62\u627f\u8afe\u3002<\/li>\n      <li><strong>\u4fdd\u7559\u80fd\u91cd\u73fe\u554f\u984c\u7684\u8cc7\u6599\u3002<\/strong>\u4ee5\u6e2c\u8a66\u6216\u53bb\u8b58\u5225\u6a23\u672c\u6838\u5c0d\u539f\u59cb\u554f\u984c\u3001\u6700\u7d42\u56de\u7b54\u3001\u7576\u6b21\u6aa2\u7d22\u7247\u6bb5\uff0c\u4ee5\u53ca\u77e5\u8b58\u5eab\u3001\u6a21\u578b\u548c\u63d0\u793a\u8a5e\u7248\u672c\u662f\u5426\u53ef\u8ffd\u6eaf\u3002<\/li>\n      <li><strong>\u7528\u4eba\u5de5\u6a19\u8a3b\u6821\u6e96\u81ea\u52d5\u8a55\u5206\u3002<\/strong>\u8b93\u696d\u52d9\u4eba\u54e1\u5148\u6a19\u8a3b\u4e00\u6279\u4ee3\u8868\u6027\u6a23\u672c\uff0c\u6bd4\u8f03\u81ea\u52d5\u8a55\u5206\u7684\u7d50\u679c\u548c\u7406\u7531\u3002\u51fa\u73fe\u843d\u5dee\u6642\uff0c\u5148\u6aa2\u67e5\u8a55\u4f30\u898f\u5247\u3001\u8a55\u5206\u6a21\u578b\u8207\u8f38\u5165\u6b04\u4f4d\uff0c\u518d\u8abf\u6574\u9580\u6abb\u3002<\/li>\n      <li><strong>\u6309\u932f\u8aa4\u539f\u56e0\u4fee\u6b63\u4e26\u8907\u6e2c\u3002<\/strong>\u4f9d\u539f\u56e0\u8abf\u6574\u77e5\u8b58\u5eab\u3001\u6aa2\u7d22\u3001\u63d0\u793a\u8a5e\u6216\u696d\u52d9\u6d41\u7a0b\u3002\u6bd4\u8f03\u7248\u672c\u6642\u56fa\u5b9a\u984c\u5eab\u8207\u8a55\u5206\u8a2d\u5b9a\uff0c\u4e26\u9010\u984c\u6aa2\u67e5\u95dc\u9375\u932f\u8aa4\u662f\u5426\u518d\u767c\u751f\u3002<\/li>\n      <li><strong>\u62bd\u6a23\u8a55\u4f30\u6b63\u5f0f\u74b0\u5883\u7684\u8acb\u6c42\u3002<\/strong>\u5148\u5f9e\u53ef\u8ca0\u64d4\u7684\u6a23\u672c\u91cf\u958b\u59cb\uff0c\u512a\u5148\u7d0d\u5165\u5bb9\u6613\u8aa4\u7b54\u7684\u60c5\u5883\uff0c\u5b9a\u671f\u5c07\u65b0\u5931\u6557\u6a23\u672c\u52a0\u56de\u984c\u5eab\u3002\u64f4\u5927\u62bd\u6a23\u524d\uff0c\u4f30\u7b97\u8a55\u5206\u6a21\u578b\u3001\u8cc7\u6599\u5132\u5b58\u8207\u4eba\u5de5\u8907\u6838\u6210\u672c\u3002<\/li>\n    <\/ol>\n  <\/section>\n\n  <section aria-labelledby=\"hh-llm-integration\">\n    <h2 id=\"hh-llm-integration\">TrueFoundry \u8207 Confident AI \u5982\u4f55\u4e32\u63a5\uff1f<\/h2>\n    <p>TrueFoundry AI \u9598\u9053\u5668\u53ef\u5c07\u6a21\u578b\u8acb\u6c42\u7684\u8ffd\u8e64\u8cc7\u6599\u900f\u904e OpenTelemetry \u532f\u51fa\uff0cConfident AI \u5247\u4f9d\u8a2d\u5b9a\u7684\u8a55\u4f30\u898f\u5247\u3001\u6307\u6a19\u8207\u62bd\u6a23\u7387\uff0c\u5728\u80cc\u666f\u5c0d\u6536\u5230\u7684\u8ffd\u8e64\u8cc7\u6599\u8a55\u5206\u3002\u61c9\u7528\u7a0b\u5f0f\u5148\u56de\u50b3\u56de\u7b54\uff0c\u8a55\u4f30\u5206\u6578\u96a8\u5f8c\u9644\u5728\u8ffd\u8e64\u7d00\u9304\u4e0a\u3002<\/p>\n    <figure class=\"hh-figure\">\n      <img loading=\"lazy\"\n        src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2026\/11\/cf17dfbe-50a0-472f-a60d-2f76dbba63ae.webp\"\n        alt=\"\u4e32\u63a5\u67b6\u69cb\u5716\u3002\u61c9\u7528\u7a0b\u5f0f\u7d93 TrueFoundry AI \u9598\u9053\u5668\u547c\u53eb\u6a21\u578b\uff0c\u9598\u9053\u5668\u53e6\u900f\u904e OpenTelemetry \u5c07\u8ffd\u8e64\u8cc7\u6599\u532f\u51fa\u81f3 Confident AI\u3002\"\n        width=\"1280\"\n        height=\"768\"\n        decoding=\"async\"\n      >\n      <figcaption>\u5716 1\uff5c\u5be6\u7dda\u662f\u6a21\u578b\u8acb\u6c42\u8def\u5f91\uff0c\u865b\u7dda\u662f\u975e\u540c\u6b65\u8ffd\u8e64\u532f\u51fa\u8def\u5f91\u3002\u539f\u5716\u4f86\u6e90\u70ba TrueFoundry\u3002<\/figcaption>\n    <\/figure>\n    <ol>\n      <li>\u5728 TrueFoundry \u7684 <strong>AI Gateway \u2192 Controls \u2192 Settings \u2192 OTEL Config<\/strong> \u555f\u7528\u8ffd\u8e64\u532f\u51fa\uff0c\u9078\u64c7 HTTP \u8207 JSON\u3002<\/li>\n      <li>\u4f9d Confident AI \u5c08\u6848\u90e8\u7f72\u5340\u57df\u586b\u5165\u5c0d\u61c9\u7684\u8ffd\u8e64\u63a5\u6536\u7aef\u9ede\uff0c\u8a2d\u5b9a <code>Content-Type: application\/json<\/code>\uff0c\u4e26\u4ee5 <code>x-confident-api-key<\/code> \u50b3\u9001\u5c08\u6848 API \u91d1\u9470\u3002<\/li>\n      <li>\u9001\u51fa\u4e0d\u542b\u654f\u611f\u8cc7\u6599\u7684\u6e2c\u8a66\u8acb\u6c42\uff0c\u78ba\u8a8d Confident AI \u6536\u5230\u8ffd\u8e64\u7d00\u9304\u53ca\u6307\u6a19\u6240\u9700\u6b04\u4f4d\uff0c\u518d\u555f\u7528\u8a55\u4f30\u898f\u5247\u8207\u62bd\u6a23\u3002<\/li>\n    <\/ol>\n    <p><a href=\"https:\/\/www.truefoundry.com\/docs\/ai-gateway\/confident-ai\">TrueFoundry \u4e32\u63a5\u6587\u4ef6<\/a><\/p>\n    <h3>\u6a21\u578b\u547c\u53eb\u7d00\u9304\u5920\u7528\u55ce\uff1f<\/h3>\n    <p>\u8a55\u4f30 RAG \u56de\u7b54\u7684\u5fe0\u5be6\u5ea6\u9084\u9700\u8981\u6a21\u578b\u7576\u6b21\u4f7f\u7528\u7684\u6aa2\u7d22\u5167\u5bb9\u3002\u5373\u4f7f\u7247\u6bb5\u5df2\u62fc\u9032\u63d0\u793a\u8a5e\uff0c\u4e5f\u8981\u78ba\u8a8d\u8a55\u4f30\u5668\u80fd\u5426\u5c07\u5b83\u8fa8\u8b58\u70ba\u6240\u9700\u7684\u6aa2\u7d22\u4e0a\u4e0b\u6587\uff08\u4f8b\u5982 <code>retrieval_context<\/code>\uff09\u3002\u6587\u4ef6\u7248\u672c\u3001\u4f7f\u7528\u8005\u56de\u994b\u6216\u5de5\u55ae\u7d50\u679c\u901a\u5e38\u8981\u7531\u61c9\u7528\u7a0b\u5f0f\u53e6\u884c\u88dc\u5145\u3002\u82e5\u8981\u4e32\u8d77\u61c9\u7528\u7aef\u8207\u9598\u9053\u5668\u7684\u7d00\u9304\uff0c\u61c9\u9a57\u8b49\u8ffd\u8e64\u4e0a\u4e0b\u6587\u6709\u6b63\u78ba\u50b3\u905e\u3002<\/p>\n    <h3>\u4f55\u6642\u9700\u8981\u56de\u8986\u524d\u6aa2\u67e5\uff1f<\/h3>\n    <p>\u82e5\u932f\u8aa4\u627f\u8afe\u3001\u654f\u611f\u8cc7\u6599\u6216\u9055\u53cd\u653f\u7b56\u7684\u5167\u5bb9\u5fc5\u9808\u5728\u9001\u51fa\u524d\u6514\u622a\uff0c\u61c9\u5728\u8acb\u6c42\u8def\u5f91\u4e2d\u914d\u7f6e\u5373\u6642\u898f\u5247\u3001\u8b77\u6b04\u6216\u4eba\u5de5\u6838\u51c6\u3002\u80cc\u666f\u8a55\u4f30\u9069\u5408\u627e\u51fa\u554f\u984c\u6a23\u672c\u4e26\u56de\u994b\u5f8c\u7e8c\u4fee\u6b63\u3002<\/p>\n    <figure class=\"hh-figure\">\n      <img loading=\"lazy\"\n        src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2026\/11\/d914de62-9568-4c20-8f68-8e7d782bd6bd.webp\"\n        alt=\"\u975e\u540c\u6b65\u8a55\u4f30\u6642\u5e8f\u5716\u3002\u9598\u9053\u5668\u5148\u5c07\u6a21\u578b\u56de\u8986\u50b3\u56de\u61c9\u7528\u7a0b\u5f0f\uff0c\u63a5\u8457\u532f\u51fa\u8ffd\u8e64\u8cc7\u6599\uff0c\u7531 Confident AI \u8a55\u5206\u4e26\u628a\u5206\u6578\u9644\u5728\u8ffd\u8e64\u7d00\u9304\u4e0a\u3002\"\n        width=\"1280\"\n        height=\"1034\"\n        decoding=\"async\"\n      >\n      <figcaption>\u5716 2\uff5c\u865b\u7dda\u4e0a\u65b9\u662f\u8acb\u6c42\u8207\u56de\u8986\uff0c\u4e0b\u65b9\u662f\u8acb\u6c42\u5b8c\u6210\u5f8c\u7684\u8ffd\u8e64\u532f\u51fa\u8207\u80cc\u666f\u8a55\u5206\u3002\u539f\u5716\u4f86\u6e90\u70ba TrueFoundry\u3002<\/figcaption>\n    <\/figure>\n  <\/section>\n\n  <section aria-labelledby=\"hh-llm-data\">\n    <h2 id=\"hh-llm-data\">\u8ffd\u8e64\u8cc7\u6599\u5982\u4f55\u7ba1\u7406\uff0c\u624d\u80fd\u517c\u9867\u8a55\u4f30\u8207\u8cc7\u5b89\uff1f<\/h2>\n    <p>\u6b63\u5f0f\u555f\u7528\u524d\uff0c\u5148\u6c7a\u5b9a\u54ea\u4e9b\u6b04\u4f4d\u53ef\u532f\u51fa\u3001\u662f\u5426\u9700\u8981\u906e\u7f69\u3001\u8ab0\u80fd\u67e5\u95b1\u3001\u4fdd\u7559\u591a\u4e45\uff0c\u4ee5\u53ca\u8a55\u4f30\u670d\u52d9\u8207\u8a55\u5206\u6a21\u578b\u6703\u5728\u54ea\u88e1\u8655\u7406\u8cc7\u6599\u3002\u5ba2\u670d\u554f\u984c\u3001\u6700\u7d42\u56de\u7b54\u8207\u77e5\u8b58\u7247\u6bb5\u90fd\u53ef\u80fd\u5305\u542b\u5ba2\u6236\u8cc7\u8a0a\u6216\u5167\u90e8\u6587\u4ef6\u5167\u5bb9\u3002<\/p>\n    <p>TrueFoundry \u7684 <strong>Exclude Request Data<\/strong> \u53ef\u5728\u9598\u9053\u5668\u7684\u8ffd\u8e64\u532f\u51fa\u4e2d\u6392\u9664\u8acb\u6c42\u8207\u56de\u61c9\u6b63\u6587\u3002\u555f\u7528\u5f8c\uff0c\u61c9\u4ee5\u6e2c\u8a66\u6a23\u672c\u78ba\u8a8d\u63a5\u6536\u7aef\u5be6\u969b\u6536\u5230\u54ea\u4e9b\u6b04\u4f4d\u3002\u9700\u8981\u6b63\u6587\u624d\u80fd\u57f7\u884c\u7684\u6307\u6a19\uff0c\u53ef\u6539\u7528\u7d93\u6838\u51c6\u4e14\u53bb\u8b58\u5225\u7684\u6a23\u672c\uff0c\u6216\u5728\u7b26\u5408\u8cc7\u6599\u653f\u7b56\u7684\u74b0\u5883\u4e2d\u57f7\u884c\u3002<\/p>\n  <\/section>\n\n  <section aria-labelledby=\"hh-llm-faq\">\n    <h2 id=\"hh-llm-faq\">LLM \u8a55\u4f30\u5e38\u898b\u554f\u984c<\/h2>\n    <div class=\"hh-faq\">\n      <h3>\u505a LLM \u8a55\u4f30\u4e00\u5b9a\u8981\u5148\u6e96\u5099\u6a19\u6e96\u7b54\u6848\u55ce\uff1f<\/h3>\n      <p>\u8996\u6307\u6a19\u800c\u5b9a\u3002\u56de\u7b54\u76f8\u95dc\u6027\u53ef\u7528\u554f\u984c\u8207\u56de\u7b54\u8a55\u4f30\uff0c\u5fe0\u5be6\u5ea6\u9084\u9700\u8981\u7576\u6b21\u7684\u6aa2\u7d22\u5167\u5bb9\u3002\u82e5\u8981\u78ba\u8a8d\u56de\u7b54\u662f\u5426\u6db5\u84cb\u696d\u52d9\u5fc5\u9808\u8aaa\u660e\u7684\u689d\u4ef6\uff0c\u5efa\u8b70\u6e96\u5099\u53c3\u8003\u7b54\u6848\u6216\u5217\u660e\u9a57\u6536\u689d\u4ef6\u3002<\/p>\n    <\/div>\n    <div class=\"hh-faq\">\n      <h3>AI \u52a9\u7406\u7684\u5fe0\u5be6\u5ea6\u5f88\u9ad8\uff0c\u70ba\u4ec0\u9ebc\u9084\u662f\u53ef\u80fd\u7b54\u932f\uff1f<\/h3>\n      <p>\u5fe0\u5be6\u5ea6\u8861\u91cf\u56de\u7b54\u662f\u5426\u7b26\u5408\u7576\u6b21\u63d0\u4f9b\u7d66\u6a21\u578b\u7684\u8cc7\u6599\u3002\u82e5\u8cc7\u6599\u672c\u8eab\u904e\u671f\u3001\u4e0d\u5b8c\u6574\u6216\u9078\u932f\u7248\u672c\uff0c\u56de\u7b54\u5373\u4f7f\u5fe0\u5be6\u5f15\u7528\uff0c\u4ecd\u53ef\u80fd\u8207\u73fe\u884c\u653f\u7b56\u4e0d\u7b26\u3002<\/p>\n    <\/div>\n    <div class=\"hh-faq\">\n      <h3>TrueFoundry \u4e32\u63a5 Confident AI \u5f8c\uff0c\u80fd\u5728\u56de\u8986\u524d\u6514\u622a\u932f\u8aa4\u55ce\uff1f<\/h3>\n      <p>\u9019\u689d\u8ffd\u8e64\u532f\u51fa\u8207\u8a55\u5206\u6d41\u7a0b\u6703\u5728\u80cc\u666f\u57f7\u884c\u3002\u82e5\u8981\u5728\u4f7f\u7528\u8005\u6536\u5230\u56de\u8986\u524d\u6514\u622a\u5167\u5bb9\uff0c\u9700\u53e6\u884c\u914d\u7f6e\u8acb\u6c42\u8def\u5f91\u4e2d\u7684\u5373\u6642\u8b77\u6b04\u6216\u4eba\u5de5\u6838\u51c6\u3002<\/p>\n    <\/div>\n    <div class=\"hh-faq\">\n      <h3>\u66f4\u63db\u6a21\u578b\u3001\u63d0\u793a\u8a5e\u6216\u77e5\u8b58\u5eab\u6642\uff0c\u5982\u4f55\u78ba\u8a8d\u54c1\u8cea\u6c92\u6709\u9000\u6b65\uff1f<\/h3>\n      <p>\u7528\u540c\u4e00\u6279\u4ee3\u8868\u6027\u984c\u76ee\u8207\u540c\u4e00\u5957\u8a55\u5206\u8a2d\u5b9a\u6bd4\u8f03\u6539\u7248\u524d\u5f8c\u7d50\u679c\uff0c\u9010\u984c\u6aa2\u67e5\u932f\u8aa4\u627f\u8afe\u3001\u907a\u6f0f\u689d\u4ef6\u8207\u61c9\u8f49\u4eba\u5de5\u7684\u6848\u4f8b\u3002\u628a\u4e0a\u7dda\u5f8c\u65b0\u767c\u73fe\u7684\u5931\u6557\u6a23\u672c\u88dc\u9032\u56de\u6b78\u984c\u5eab\u3002<\/p>\n    <\/div>\n  <\/section>\n\n  <section class=\"hh-cta\" aria-labelledby=\"hh-llm-cta\">\n    <h2 id=\"hh-llm-cta\">\u898f\u5283\u4f01\u696d AI \u52a9\u7406\u7684\u6a21\u578b\u63a5\u5165\u8207\u8ffd\u8e64<\/h2>\n    <p>\u5982\u679c\u60a8\u7684\u5718\u968a\u6b63\u5728\u5efa\u7f6e\u77e5\u8b58\u5eab\u52a9\u7406\u6216\u667a\u6167\u5ba2\u670d\uff0c\u53ef\u5148\u76e4\u9ede\u6a21\u578b\u4f9b\u61c9\u5546\u3001\u9700\u8981\u8ffd\u8e64\u7684\u6b04\u4f4d\u8207\u8cc7\u6599\u532f\u51fa\u9650\u5236\uff0c\u518d\u8a55\u4f30\u7d71\u4e00\u6a21\u578b\u5165\u53e3\u3001\u8def\u7531\u8207\u6b0a\u9650\u7ba1\u7406\u5982\u4f55\u914d\u5408\u73fe\u6709\u7684\u54c1\u8cea\u8a55\u4f30\u6d41\u7a0b\u3002<\/p>\n    <p><a class=\"hh-cta-link\" href=\"https:\/\/hongtronics.com\/en\/ai-gateway\/\">\u4e86\u89e3 TrueFoundry \u4f01\u696d\u7d1a AI \u9598\u9053\u5668<\/a><\/p>\n  <\/section>\n<\/article>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>LLM \u8a55\u4f30\u662f\u7528\u660e\u78ba\u7684\u6a19\u6e96\u6aa2\u67e5 AI \u52a9\u7406\u662f\u5426\u7b54\u5c0d\u554f\u984c\u3001\u662f\u5426\u4f9d\u64da\u6b63\u78ba\u8cc7\u6599\uff0c\u4ee5\u53ca\u9047\u5230\u8cc7\u8a0a\u4e0d\u8db3\u6642\u662f\u5426\u63a1\u53d6\u9069\u7576\u884c\u52d5\u3002 [&hellip;]<\/p>\n","protected":false},"author":46,"featured_media":97008,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[2644,2362],"tags":[4404],"class_list":["post-97039","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-2362","tag-truefoundry","entry","has-media","owp-thumbs-layout-horizontal","owp-btn-normal","owp-tabs-layout-horizontal","has-no-thumbnails","has-product-nav"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"LLM \u8a55\u4f30\u5982\u4f55\u8861\u91cf AI \u52a9\u7406\u7684\u56de\u7b54\u54c1\u8cea\uff1f\u4ee5\u5ba2\u670d\u6f0f\u7b54\u9000\u8ca8\u689d\u4ef6\u70ba\u4f8b\uff0c\u7528\u56de\u7b54\u76f8\u95dc\u6027\u3001\u5fe0\u5be6\u5ea6\u8207\u696d\u52d9\u9a57\u6536\u4e09\u9805\u6307\u6a19\uff0c\u5224\u65b7\u554f\u984c\u51fa\u5728\u77e5\u8b58\u5eab\u7248\u672c\u3001\u6aa2\u7d22\u6216\u56de\u7b54\u751f\u6210\u3002\u5206\u4e94\u500b\u6b65\u9a5f\u5efa\u7acb\u9a57\u6536\u984c\u5eab\u3001\u6821\u6e96\u8a55\u5206\uff0c\u4e26\u4ee5\u56de\u6b78\u6e2c\u8a66\u6bd4\u8f03\u6539\u7248\u524d\u5f8c\u3002\u53e6\u8aaa\u660e TrueFoundry \u5982\u4f55\u4e32\u63a5 Confident AI\uff0c\u5728\u80cc\u666f\u62bd\u6a23\u8a55\u4f30\u7dda\u4e0a\u56de\u7b54\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n\t<meta name=\"author\" content=\"Sharon Chen\"\/>\n\t<meta name=\"google-site-verification\" content=\"SkpHtpSLB2vAUMP2DE82RvjkPkzsxboRb7ir9XnuNmQ\" \/>\n\t<meta name=\"msvalidate.01\" content=\"75F9DB4D5EFA19B04308C9BEC35BA06B\" \/>\n\t<meta name=\"p:domain_verify\" content=\"9b5f6acf70cc242e0a343b56495c9000\" \/>\n\t<meta name=\"keywords\" content=\"truefoundry\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/hongtronics.com\/en\/llm-evaluation-ai-assistant\/\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.5\" \/>\n\t\t<script type=\"application\/ld+json\" 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