{"id":29302,"date":"2026-05-08T08:42:29","date_gmt":"2026-05-08T00:42:29","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29302"},"modified":"2026-05-08T08:42:29","modified_gmt":"2026-05-08T00:42:29","slug":"%e4%bb%8e%e5%8a%9f%e8%83%bd%e5%88%b0%e8%83%bd%e5%8a%9b%ef%bc%9aai-%e7%b3%bb%e7%bb%9f%e7%9a%84-skill-%e5%8c%96%e9%87%8d%e6%9e%84%e4%b9%8b%e8%b7%af","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/05\/08\/29302\/","title":{"rendered":"\u4ece\u201c\u529f\u80fd\u201d\u5230\u201c\u80fd\u529b\u201d\uff1aAI \u7cfb\u7edf\u7684 Skill \u5316\u91cd\u6784\u4e4b\u8def"},"content":{"rendered":"<div class=\"article-desc\">\u5f53\u4f60\u8fd9\u6837\u8bbe\u8ba1\u7cfb\u7edf\u4e4b\u540e\uff0c\u6570\u636e API \u4e0d\u518d\u53ea\u662f\u201c\u63d0\u4f9b\u6570\u636e\u201d\uff0cAI \u4e5f\u4e0d\u518d\u53ea\u662f\u201c\u8c03\u7528\u6a21\u578b\u201d\u3002\u5b83\u4eec\u4e4b\u95f4\uff0c\u591a\u4e86\u4e00\u5c42\u771f\u6b63\u6709\u4ef7\u503c\u7684\u4e1c\u897f\uff1a\u53ef\u7ec4\u5408\u3001\u53ef\u8c03\u5ea6\u3001\u53ef\u6f14\u5316\u7684\u80fd\u529b\u5c42\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<blockquote><p>\ud83d\udc49 \u771f\u6b63\u6709\u4ef7\u503c\u7684\uff0c\u4ece\u6765\u4e0d\u662f\u4f60\u505a\u4e86\u4e00\u4e2a AI \u529f\u80fd\uff0c\u800c\u662f\u4f60\u662f\u5426\u628a\u5b83\u53d8\u6210\u522b\u4eba\u4e5f\u80fd\u590d\u7528\u7684\u80fd\u529b\u3002<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<h4>\u4e00\u3001\u8d77\u70b9\uff1a\u4e00\u4e2a\u770b\u4f3c\u7b80\u5355\u7684\u95ee\u9898<\/h4>\n<p>\u6211\u4eec\u6700\u521d\u7684\u76ee\u6807\u5f88\u76f4\u63a5\uff1a<\/p>\n<blockquote><p>\u5229\u7528 AI \u5b9e\u73b0\u4f5c\u4e1a\u6279\u9605\uff0c\u6211\u4eec\u5e0c\u671b\u501f\u6b64\u8282\u7701\u8001\u5e08\u7684\u65f6\u95f4\uff0c\u63d0\u5347\u6279\u9605\u8d28\u91cf\uff0c\u8ba9\u53cd\u9988\u66f4\u201c\u50cf\u8001\u5e08\u201d\u3002<\/p><\/blockquote>\n<p>\u521d\u7248\u5b9e\u73b0\u975e\u5e38\u5178\u578b\uff0c\u4ec5\u4ec5\u6574\u5408\u4e86\u4e00\u4e2a AI \u6279\u9605\u63a5\u53e3\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def generate_feedback(answer: str, question: str) -&gt; str:\r\n    prompt = f\"\"\"\r\n    \u8bf7\u6279\u6539\u5b66\u751f\u4f5c\u4e1a\uff1a\r\n    \u9898\u76ee\uff1a{question}\r\n    \u5b66\u751f\u7b54\u6848\uff1a{answer}\r\n    \u8bf7\u7ed9\u51fa\u8bc4\u4ef7\u548c\u5efa\u8bae\uff1a\r\n    \"\"\"\r\n    return llm.generate(prompt)<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e0a\u7ebf\u540e\u7684\u95ee\u9898\u4e5f\u5f88\u5178\u578b\uff1a<\/p>\n<ul data-id=\"u738a58b-4pYSVoej\">\n<li data-id=\"ld70c578-tHQTq4T5\">\u8bc4\u4ef7\u201c\u6b63\u786e\u4f46\u6ca1\u7528\u201d\uff1a\u6cdb\u6cdb\u800c\u8c08\uff0c\u6ca1\u6709\u9488\u5bf9\u6027\u3002<\/li>\n<li data-id=\"ld70c578-0vNFrdyx\">\u7f3a\u4e4f\u4e2a\u6027\u5316\uff1a\u6ca1\u6709\u7ed3\u5408\u5b66\u751f\u4e2a\u4eba\u60c5\u51b5\u3002<\/li>\n<li data-id=\"ld70c578-prclFKpH\">\u65e0\u89c6\u5386\u53f2\uff1a\u591a\u6b21\u9519\u8bef\u6ca1\u6709\u88ab\u8bc6\u522b\u3002<\/li>\n<li data-id=\"ld70c578-m0BGyYhG\">\u5272\u88c2\u611f\u5f3a\uff1a\u5b8c\u5168\u4e0d\u50cf\u201c\u8fde\u7eed\u6559\u5b66\u201d\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u4e0d\u7f3a\u6570\u636e\uff08\u5386\u53f2\u4f5c\u4e1a\u3001\u9519\u9898\u8f68\u8ff9\u3001\u77e5\u8bc6\u70b9\u6807\u7b7e\uff09\uff0c\u4f46\u8fd9\u4e9b\u6570\u636e\u5b58\u5728\uff0c\u5374\u6ca1\u6709\u53c2\u4e0e\u5230 AI \u6279\u9605\u63a8\u7406\u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u4e8c\u3001\u8bc6\u522b\u201c\u9f99\u867e\u573a\u666f\u201d\uff1a\u590d\u6742\u5ea6\u7684\u89c9\u9192<\/h4>\n<p>\u5728\u4e0d\u65ad\u4f18\u5316\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u610f\u8bc6\u5230\uff1aAI \u6279\u9605\u5176\u5b9e\u4e0d\u662f\u4e00\u4e2a\u201c\u5355\u70b9\u8c03\u7528\u6a21\u578b\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u4e00\u4e2a\u5178\u578b\u7684\u590d\u6742\u573a\u666f\u3002<\/p>\n<p>\u6211\u4eec\u5728\u5185\u90e8\u5c06\u5176\u5b9a\u4e49\u4e3a\u201c\u9f99\u867e\u573a\u666f\u201d\uff1a<\/p>\n<blockquote><p>\u5b9a\u4e49\uff1a\u00a0\u4e00\u4e2a\u7531\u591a\u4e2a\u6570\u636e\u6e90\u3001\u591a\u4e2a\u5904\u7406\u6b65\u9aa4\u3001\u591a\u4e2a\u51b3\u7b56\u70b9\u7ec4\u6210\u7684\u9ad8\u4ef7\u503c\u573a\u666f\uff0c\u96be\u4ee5\u901a\u8fc7\u5355\u6b21\u6a21\u578b\u8c03\u7528\u5b8c\u6210\u3002<\/p><\/blockquote>\n<p><img data-dominant-color=\"e4e3e0\" data-has-transparency=\"false\" style=\"--dominant-color: #e4e3e0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-29303\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a.jpg\" width=\"1080\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a-300x169.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a-1024x576.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/14dc920006cad43bcd4860d8bdc78a89ee174a-768x432.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b83\u901a\u5e38\u5177\u5907\u4e09\u4e2a\u7279\u5f81\uff1a<\/p>\n<ul data-id=\"u738a58b-dCdGporH\">\n<li data-id=\"ld70c578-MmsGioGT\">\u591a\u8df3\uff08Multi-step\uff09\uff1a\u4e0d\u662f\u4e00\u6b21\u8c03\u7528\u80fd\u5b8c\u6210<\/li>\n<li data-id=\"ld70c578-ftaAjF7H\">\u591a\u6e90\uff08Multi-source\uff09\uff1a\u4f9d\u8d56\u591a\u4e2a\u6570\u636e\u7cfb\u7edf<\/li>\n<li data-id=\"ld70c578-C0VmNLyA\">\u9ad8\u4ef7\u503c\uff08High-impact\uff09\uff1a\u76f4\u63a5\u5f71\u54cd\u6838\u5fc3\u4f53\u9a8c<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u4e09\u3001\u62c6\u89e3\u201c\u9f99\u867e\u573a\u666f\u201d\uff1a\u4ece Prompt \u5de5\u7a0b\u5230\u6570\u636e\u7f16\u6392<\/h4>\n<p>AI \u6279\u9605\u5230\u5e95\u5728\u505a\u4ec0\u4e48\uff1f<\/p>\n<p>\u6211\u4eec\u628a\u6574\u4e2a\u94fe\u8def\u5b8c\u6574\u62c6\u89e3\u540e\u53d1\u73b0\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">1. \u62c9\u53d6\u5b66\u751f\u5386\u53f2\u6570\u636e\r\n2. \u8bc6\u522b\u4e0e\u5f53\u524d\u9898\u76ee\u76f8\u5173\u7684\u6570\u636e\r\n3. \u63d0\u53d6\u9519\u8bef\u6a21\u5f0f \/ \u5b66\u4e60\u8d8b\u52bf\r\n4. \u538b\u7f29\u4e3a\u6a21\u578b\u53ef\u63a5\u53d7\u7684\u4e0a\u4e0b\u6587\r\n5. \u6784\u5efa\u5e26\u201c\u6559\u5b66\u610f\u56fe\u201d\u7684 Prompt\r\n6. \u8c03\u7528\u6a21\u578b\u751f\u6210\u53cd\u9988<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u8ba4\u77e5\u8f6c\u53d8\uff1a<\/p>\n<p>\u8fd9\u4e0d\u662f\u4e00\u4e2a\u201cPrompt \u4f18\u5316\u95ee\u9898\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6570\u636e\u5904\u7406 + \u63a8\u7406\u7f16\u6392\u95ee\u9898\u201d<\/p>\n<p>&nbsp;<\/p>\n<p>\u590d\u76d8\u521d\u7248\u4ee3\u7801\u7684\u201c\u5927\u6ce5\u7403\u201d\u67b6\u6784\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def generate_feedback(student_id, question, answer):\r\n    # \u903b\u8f91\u8026\u5408\uff1a\u6570\u636e\u83b7\u53d6\u3001\u8fc7\u6ee4\u3001\u538b\u7f29\u3001Prompt \u6df7\u5728\u4e00\u8d77\r\n    history = db.get_history(student_id)\r\n    relevant = [h for h in history if h[\"kp\"] in question]\r\n    history_text = \"\\n\".join([h[\"content\"] for h in relevant[:10]])\r\n    prompt = f\"\"\"\r\n    \u5386\u53f2\u8868\u73b0\uff1a{history_text}\r\n    \u5f53\u524d\u9898\u76ee\uff1a{question}\r\n    \u5b66\u751f\u7b54\u6848\uff1a{answer}\r\n    \u8bf7\u8bc4\u4ef7\uff1a\r\n    \"\"\"\r\n    return llm.generate(prompt)<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><img data-dominant-color=\"d2d0c3\" data-has-transparency=\"true\" style=\"--dominant-color: #d2d0c3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29304\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1.png\" width=\"1080\" height=\"596\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1-300x166.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1-1024x565.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/a1bfa2a1265d951ef92752ce485ad9f12987b1-768x424.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u8fd9\u79cd\u5199\u6cd5\u5bfc\u81f4\u4e86\u4e09\u5927\u95ee\u9898\uff1a<\/p>\n<ul data-id=\"u738a58b-D9GHZO0H\">\n<li data-id=\"ld70c578-P3OUijzg\">\u903b\u8f91\u8026\u5408\uff1a\u00a0\u65e0\u6cd5\u590d\u7528\u4efb\u4f55\u4e00\u6bb5\u903b\u8f91<\/li>\n<li data-id=\"ld70c578-OAdHOjG1\">\u4e0d\u53ef\u6269\u5c55\uff1a\u00a0\u6362\u4e2a\u573a\u666f\uff08\u5982\u5b66\u60c5\u5206\u6790\uff09\u5c31\u8981\u91cd\u5199\u4e00\u904d<\/li>\n<li data-id=\"ld70c578-Tbgsyu8C\">\u4e0d\u53ef\u8c03\u8bd5\uff1a\u00a0\u5f88\u96be\u5b9a\u4f4d\u662f\u8fc7\u6ee4\u6709\u95ee\u9898\uff0c\u8fd8\u662f Prompt \u6709\u95ee\u9898<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u56db\u3001\u5173\u952e\u8f6c\u6298\uff1a\u80fd\u529b\u62c6\u89e3\u4e0e Skill \u5316<\/h4>\n<p>\u6211\u4eec\u505a\u4e86\u4e00\u4e2a\u201c\u53cd\u76f4\u89c9\u201d\u7684\u51b3\u5b9a\uff1a\u7981\u6b62\u518d\u5199\u201c\u5927\u51fd\u6570\u201d\uff0c\u5fc5\u987b\u62c6\u6210\u6700\u5c0f\u80fd\u529b\u5355\u5143\uff08Skill\uff09\u3002<\/p>\n<p><img data-dominant-color=\"d5e0f3\" data-has-transparency=\"true\" style=\"--dominant-color: #d5e0f3;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29305\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d.png\" width=\"1080\" height=\"490\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d-300x136.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d-1024x465.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d-150x68.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/22416b40914f286cb0b946fc83fe54c5501e5d-768x348.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Skill \u8bbe\u8ba1\u539f\u5219\uff1a\u00a0\u4e0d\u662f\u5c01\u88c5\u51fd\u6570\uff0c\u800c\u662f\u5b9a\u4e49\u80fd\u529b\u8fb9\u754c<\/p>\n<p>\u6240\u6709\u80fd\u529b\u5fc5\u987b\u6ee1\u8db3\uff1a<\/p>\n<ul data-id=\"u738a58b-7g90WYAz\">\n<li data-id=\"ld70c578-7zpOOhLL\">\u8f93\u5165\u660e\u786e\uff08\u4e0d\u9690\u5f0f\u4f9d\u8d56\u4e0a\u4e0b\u6587\uff09<\/li>\n<li data-id=\"ld70c578-H1iTFbFy\">\u8f93\u51fa\u7a33\u5b9a\uff08\u7ed3\u6784\u5316\uff09<\/li>\n<li data-id=\"ld70c578-ByekMfdv\">\u65e0\u526f\u4f5c\u7528\uff08\u53ef\u590d\u7528\uff09<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u6838\u5fc3 Skill \u8bbe\u8ba1\u793a\u4f8b\uff1a<\/p>\n<p>1.\u6570\u636e\u68c0\u7d22<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">class GetStudentHistorySkill(Skill):\r\n    def __call__(self, student_id: str, question_type: str):\r\n        return db.query(\"SELECT ...\") # \u83b7\u53d6\u7eaf\u51c0\u6570\u636e<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>2.\u76f8\u5173\u6027\u8fc7\u6ee4<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">class FilterRelevantRecordsSkill(Skill):\r\n    def __call__(self, records, question):\r\n        # \u5b9e\u6218\u7ecf\u9a8c\uff1a\u89c4\u5219\u8fc7\u6ee4 + \u7ed3\u6784\u5316\u6807\u7b7e\u8fdc\u6bd4 Embedding \u7a33\u5b9a\r\n        kp_set = extract_kp(question)\r\n        return [r for r in records if r[\"knowledge_point\"] in kp_set]<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>3.\u4e0a\u4e0b\u6587\u538b\u7f29<\/p>\n<p>\u8fd9\u662f\u6548\u679c\u63d0\u5347\u6700\u5927\u7684\u4e00\u4e2a\u70b9\uff0c\u4e0d\u8981\u628a\u6570\u636e\u76f4\u63a5\u5582\u7ed9\u6a21\u578b\uff0c\u8981\u5148\u201c\u53d8\u6210\u77e5\u8bc6\u201d<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">class SummarizeHistorySkill(Skill):\r\n    def __call__(self, records):\r\n        # \u5229\u7528 LLM \u5c06\u957f\u6587\u672c\u538b\u7f29\u4e3a\u9ad8\u5bc6\u5ea6\u7684\u201c\u5b66\u751f\u753b\u50cf\u201d\r\n        prompt = \"\u603b\u7ed3\u5b66\u751f\u5386\u53f2\u8868\u73b0\uff0c\u91cd\u70b9\uff1a\u9ad8\u9891\u9519\u8bef\u3001\u8fdb\u6b65\u8d8b\u52bf...\"\r\n        return self.llm.generate(prompt)<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>4.\u610f\u56fe\u6784\u5efa<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">class BuildPromptSkill(Skill):\r\n    def __call__(self, question, answer, history_summary):\r\n        # \u6ce8\u5165\u6559\u5b66\u610f\u56fe\r\n        return f\"\u4f60\u662f\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8001\u5e08...\u7ed3\u5408\u5386\u53f2\u8868\u73b0{history_summary}...\u8bc4\u4ef7{answer}\"<\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>\u4e94\u3001Skill \u5347\u7ea7\uff1a\u4ece\u201c\u4ee3\u7801\u5c01\u88c5\u201d\u5230\u201cAgent \u53ef\u7406\u89e3\u201d<\/h4>\n<p>\u5f53 Skill \u5316\u8bbe\u8ba1\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u9047\u5230\u4e86\u65b0\u95ee\u9898\uff1aSkill \u867d\u7136\u62c6\u51fa\u6765\u4e86\uff0c\u4f46\u53ea\u6709\u4eba\u80fd\u770b\u61c2\uff0cAgent \u770b\u4e0d\u61c2\u3002<\/p>\n<p>\u51fd\u6570\u4ee3\u7801\u5bf9\u5de5\u7a0b\u5e08\u5f88\u6e05\u6670\uff0c\u4f46\u5bf9 Agent \u6765\u8bf4\u662f\u4e0d\u53ef\u611f\u77e5\u7684\u9ed1\u76d2\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848\uff1a\u5f15\u5165 Skill \u63cf\u8ff0\u89c4\u8303<\/p>\n<p>\u6211\u4eec\u4e3a\u6bcf\u4e00\u4e2a Skill \u589e\u52a0\u4e86\u4e00\u4efd\u7ed3\u6784\u5316\u63cf\u8ff0\u6587\u4ef6\uff08skill.md\uff09\uff0c\u5b9e\u73b0\u201c\u4ee3\u7801 + \u63cf\u8ff0\u201d\u7684\u53cc\u7ed3\u6784\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\"># skill.md\r\nname: filter_relevant_records\r\ndescription: |\r\n  \u4ece\u5b66\u751f\u5386\u53f2\u8bb0\u5f55\u4e2d\u7b5b\u9009\u4e0e\u5f53\u524d\u9898\u76ee\u76f8\u5173\u7684\u8bb0\u5f55\uff0c\r\n  \u57fa\u4e8e\u77e5\u8bc6\u70b9\u5339\u914d\u8fdb\u884c\u8fc7\u6ee4\r\ninputs:\r\n  - name: records\r\n    type: List[Record]\r\n    description: \u5b66\u751f\u5386\u53f2\u8bb0\u5f55\u5217\u8868\r\n  - name: question\r\n    type: String\r\n    description: \u5f53\u524d\u9898\u76ee\u5185\u5bb9\r\ndependencies:\r\n  - get_student_history<\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e3a\u4ec0\u4e48\u00a0skill.md\u00a0\u662f\u5173\u952e\uff1f<\/p>\n<ul data-id=\"u738a58b-BEOPAEdi\">\n<li data-id=\"ld70c578-RDQsqHfK\">\u6ca1\u6709\u5b83\uff1a\u00a0Skill \u53ea\u662f\u4ee3\u7801\uff0c\u5fc5\u987b\u4eba\u6765\u5199\u6d41\u7a0b\uff0cAgent \u65e0\u6cd5\u53c2\u4e0e\u3002<\/li>\n<li data-id=\"ld70c578-xrJ2Ho13\">\u6709\u4e86\u5b83\uff1a\u00a0Agent \u53ef\u4ee5\u6839\u636e description \u7406\u89e3\u80fd\u529b\uff0c\u6839\u636e inputs \u81ea\u52a8\u8865\u53c2\u6570\uff0c\u6839\u636e dependencies \u6784\u5efa\u8c03\u7528\u94fe\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u6218\u4e2d\u7684\u5751\uff1a<\/p>\n<ul data-id=\"u738a58b-xfLRgewP\">\n<li data-id=\"ld70c578-klhpyyif\">\u63cf\u8ff0\u592a\u6280\u672f\uff1a\u00a0\u8981\u5199\u7ed9\u6a21\u578b\u770b\uff0c\u800c\u4e0d\u662f\u5199\u7ed9\u5de5\u7a0b\u5e08\u770b\u3002<\/li>\n<li data-id=\"ld70c578-SHG6r5FT\">\u7c92\u5ea6\u8fc7\u5927\uff1a\u00a0\u5bfc\u81f4 Agent \u65e0\u6cd5\u62c6\u89e3\uff0c\u5176\u4ed6\u6d41\u7a0b\u65e0\u6cd5\u590d\u7528\u3002<\/li>\n<li data-id=\"ld70c578-CjXAJvuC\">\u5ffd\u7565\u4f9d\u8d56\uff1a\u00a0\u5bfc\u81f4 Agent \u4e0d\u77e5\u9053\u8c03\u7528\u987a\u5e8f\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u516d\u3001Skill Flow\uff1a\u8ba9\u7cfb\u7edf\u201c\u8dd1\u8d77\u6765\u201d<\/h4>\n<p>\u5f53 Skill \u6807\u51c6\u5316\u540e\uff0c\u6211\u4eec\u5e76\u6ca1\u6709\u5199\u6b7b\u6d41\u7a0b\uff0c\u800c\u662f\u505a\u4e86\u4e00\u5c42\u7f16\u6392\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def run_pipeline(ctx):\r\n    # 1. \u83b7\u53d6\r\n    ctx[\"history\"] = GetStudentHistorySkill()(ctx[\"student_id\"])\r\n    # 2. \u8fc7\u6ee4\r\n    ctx[\"filtered\"] = FilterRelevantRecordsSkill()(ctx[\"history\"], ctx[\"question\"])\r\n    # 3. \u538b\u7f29\r\n    ctx[\"summary\"] = SummarizeHistorySkill()(ctx[\"filtered\"])\r\n    # 4. \u6784\u5efa\r\n    ctx[\"prompt\"] = BuildPromptSkill()(ctx[\"question\"], ctx[\"answer\"], ctx[\"summary\"])\r\n    # 5. \u751f\u6210\r\n    return GenerateFeedbackSkill()(ctx[\"prompt\"])<\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><img data-dominant-color=\"edeff4\" data-has-transparency=\"true\" style=\"--dominant-color: #edeff4;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-29306\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859.png\" width=\"1080\" height=\"233\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859-300x65.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859-1024x221.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859-150x32.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/05\/f96eae271e98e07d6449402f133279d8ca1859-768x166.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5347\u7ea7\u4e4b\u540e\uff0c\u7cfb\u7edf\u5f00\u59cb\u5177\u5907\u201c\u6f14\u5316\u80fd\u529b\u201d\uff1a<\/p>\n<ul data-id=\"u738a58b-v16ihQ7u\">\n<li data-id=\"ld70c578-f4qfpuJy\">\u65b0\u573a\u666f\u6781\u901f\u4e0a\u7ebf\uff1a\u00a0\u4ece\u201c\u91cd\u5199\u201d\u53d8\u6210\u201c\u7ec4\u5408\u201d\u3002\u5b66\u60c5\u5206\u6790\u590d\u7528 70%\uff0c\u5b66\u4e60\u62a5\u544a\u590d\u7528 80%\u3002<\/li>\n<li data-id=\"ld70c578-hxVlO03G\">\u4f18\u5316\u8def\u5f84\u6e05\u6670\uff1a\u00a0\u8c03\u6574\u8fc7\u6ee4\u7b56\u7565\u3001\u8c03\u6574\u538b\u7f29\u65b9\u5f0f\uff0c\u6bcf\u4e00\u6b65\u90fd\u53ef\u72ec\u7acb\u4f18\u5316\uff0c\u4e0d\u518d\u662f\u201c\u7384\u5b66\u8c03\u53c2\u201d\u3002<\/li>\n<li data-id=\"ld70c578-VZqhPH7a\">Agent \u81ea\u7136\u63a5\u5165\uff1a\u00a0Agent \u4e0d\u518d\u662f\u7a7a\u58f3\uff0c\u800c\u662f\u53ef\u4ee5\u57fa\u4e8e Skill \u63cf\u8ff0\u8fdb\u884c\u89c4\u5212\u548c\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u4e03\u3001\u843d\u5730\u7ecf\u9a8c\u603b\u7ed3<\/h4>\n<p>\u9f99\u867e\u573a\u666f\u843d\u5730\u56db\u6b65\u6cd5\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-aAlZ2LZ1\">\n<li data-id=\"ld70c578-jSt8stmj\">\u8bc6\u522b\uff1a\u00a0\u627e\u9ad8\u4ef7\u503c\u3001\u9ad8\u590d\u6742\u3001\u9ad8\u9891\u7684\u573a\u666f<\/li>\n<li data-id=\"ld70c578-R1eHFLSi\">\u62c6\u89e3\uff1a\u00a0\u5f3a\u5236\u62c6\u89e3\u5230\u6570\u636e\u83b7\u53d6\u3001\u5904\u7406\u3001\u538b\u7f29\u3001\u610f\u56fe\u6784\u5efa\u3001\u751f\u6210<\/li>\n<li data-id=\"ld70c578-h6Bx2Q4y\">Skill \u5316\uff1a\u00a0\u5355\u4e00\u804c\u8d23\uff0c\u8f93\u5165\u8f93\u51fa\u660e\u786e<\/li>\n<li data-id=\"ld70c578-qw7kjay0\">Flow \u7f16\u6392\uff1a\u00a0\u5148\u56fa\u5b9a\u6d41\u7a0b\uff0c\u518d\u9010\u6b65\u653e\u5f00\u52a8\u6001\u51b3\u7b56<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>\u53cd\u5e38\u8bc6\u7684\u5b9e\u6218\u7ecf\u9a8c\uff1a<\/p>\n<ul data-id=\"u738a58b-Fl7SXsYB\">\n<li data-id=\"ld70c578-Hy6UYdmL\">\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u505a\u5411\u91cf\u68c0\u7d22\uff1a\u00a0\u6210\u672c\u9ad8\u3001\u4e0d\u7a33\u5b9a\u3002\u7ed3\u6784\u5316\u6570\u636e + \u89c4\u5219\u8fc7\u6ee4\u66f4\u53ef\u9760<\/li>\n<li data-id=\"ld70c578-SREctAlO\">\u4e0a\u4e0b\u6587\u538b\u7f29\u6bd4 Prompt \u66f4\u91cd\u8981\uff1a\u00a080% 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