{"id":119323,"date":"2026-10-29T11:24:45","date_gmt":"2026-10-29T03:24:45","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119323.html"},"modified":"2026-10-29T11:24:45","modified_gmt":"2026-10-29T03:24:45","slug":"%e6%99%ba%e5%ad%a6%e6%96%87%e6%9e%a2%ef%bc%9a%e8%af%be%e5%a0%82%e6%95%99%e5%ad%a6%e5%bc%95%e6%93%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119323.html","title":{"rendered":"\u667a\u5b66\u6587\u67a2\uff1a\u8bfe\u5802\u6559\u5b66\u5f15\u64ce"},"content":{"rendered":"

\u8bfe\u5802\u6559\u5b66\u5f15\u64ce：\u628a\u5206\u6790\u7ed3\u679c\u7ffb\u8bd1\u6210"\u8bb2\u7ed9\u4eba\u542c"\u7684\u8bdd<\/h2>\n

\u4e00\u53e5\u8bdd\u6458\u8981：TeachingEngine \u4e0d\u8d70 JSON \u89e3\u6790\u8def\u7ebf，\u800c\u662f\u628a AI \u5206\u6790\u7ed3\u679c\u3001\u5b66\u751f\u59d3\u540d\u3001VARK \u5b66\u4e60\u98ce\u683c\u3001\u8bb2\u89e3\u8bed\u6c14\u9010\u5c42\u7ffb\u8bd1\u6210\u81ea\u7136\u8bed\u8a00\u8bb2\u89e3\u8bcd，\u5e76\u5728 System \u6d88\u606f\u4e2d\u5f3a\u5236\u6ce8\u5165 LaTeX \u4e66\u5199\u89c4\u8303，\u89e3\u51b3"\u6a21\u578b\u4f1a\u505a\u9898\u4f46\u4e0d\u4f1a\u8bb2\u9898"\u7684\u95ee\u9898\u3002<\/p>\n

\u4e00\u3001\u5f15\u8a00<\/h3>\n

\u5206\u6790\u5f15\u64ce\u56de\u7b54"\u5b66\u751f\u9519\u5728\u54ea"，\u8bb2\u89e3\u5f15\u64ce\u56de\u7b54"\u8001\u5e08\u8be5\u600e\u4e48\u8bb2"\u2014\u2014\u8fd9\u662f\u4e24\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/p>\n

\u7b2c\u4e00\u6027\u539f\u7406："\u4f1a\u505a\u9898"\u548c"\u4f1a\u8bb2\u9898"\u662f\u4e24\u79cd\u80fd\u529b\u3002\u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u628a\u4e00\u9053\u51fd\u6570\u9898\u7b97\u5f97\u660e\u660e\u767d\u767d，\u4f46\u8ba9\u5b83"\u50cf\u8001\u5e08\u4e00\u6837\u8bb2\u7ed9\u5b66\u751f\u542c"，\u5b83\u53ef\u80fd\u4f1a：\u5f00\u5934\u5c31\u6765\u4e00\u53e5"\u663e\u7136\u53ef\u5f97"（\u5b66\u751f\u4e00\u8138\u61f5）\u3001\u5168\u7a0b\u62bd\u8c61\u672f\u8bed\u8f70\u70b8（\u89c6\u89c9\u578b\u5b66\u751f\u5b8c\u5168\u6293\u4e0d\u4f4f）\u3001\u516c\u5f0f\u5199\u5f97\u4e03\u96f6\u516b\u843d（\u524d\u7aef LaTeX \u6e32\u67d3\u76f4\u63a5\u5d29）\u3002<\/p>\n

\u300c\u667a\u5b66\u6587\u67a2\u300d\u7684\u8bfe\u5802\u6559\u5b66\u5f15\u64ce services\/ai\/teaching_engine.py \u662f\u4e94\u4e2a\u5f15\u64ce\u91cc\u6700"\u4eba\u683c\u5316"\u7684\u4e00\u4e2a\u2014\u2014\u5b83\u7684\u8f93\u5165\u4e0d\u4ec5\u662f\u9898\u76ee，\u8fd8\u5305\u62ec\u5b66\u751f\u662f\u8c01（\u59d3\u540d）\u3001\u5b66\u751f\u600e\u4e48\u5b66（VARK \u5b66\u4e60\u98ce\u683c）\u3001\u8001\u5e08\u600e\u4e48\u8bb2（\u8bed\u6c14\u7b56\u7565\u3001\u4e3e\u4f8b\u504f\u597d\u3001\u79c1\u6559\u5907\u6ce8），\u8f93\u51fa\u5219\u662f\u4e00\u6bb5\u53ef\u4ee5\u7167\u7740\u8bfb\u7684\u8bb2\u89e3\u8bcd\u3002\u5b83\u6709\u4e09\u70b9\u4e0e\u5176\u4ed6\u5f15\u64ce\u7684\u663e\u8457\u5206\u91ce：<\/p>\n

  • \u4e0d\u89e3\u6790 JSON：\u8bb2\u89e3\u8bcd\u662f\u7ed9\u4eba\u770b\u7684，chat \u76f4\u63a5\u8fd4\u56de\u6587\u672c，\u65e0\u9700 extract_json；<\/li>\n
  • \u914d\u7f6e\u5373\u4eba\u8bbe：\u8bed\u6c14\u3001\u4e3e\u4f8b\u3001\u5b66\u4e60\u98ce\u683c\u4e09\u5957\u7b56\u7565\u8868，\u628a\u79bb\u6563\u914d\u7f6e\u503c\u7ffb\u8bd1\u6210\u8fde\u7eed\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4；<\/li>\n
  • \u516c\u5f0f\u89c4\u8303\u786c\u6ce8\u5165：System \u6d88\u606f\u91cc\u8ffd\u52a0\u4e00\u6bb5"\u516c\u5f0f\u4e66\u5199\u89c4\u8303"，\u4ece\u6e90\u5934\u7ea6\u675f\u6a21\u578b\u8f93\u51fa\u53ef\u6e32\u67d3\u7684 LaTeX\u3002<\/li>\n

    \u4e8c\u3001\u6838\u5fc3\u539f\u7406<\/h3>\n

    2.1 \u4e09\u5c42\u7ffb\u8bd1：\u4ece\u914d\u7f6e\u5230\u8bb2\u89e3\u7b56\u7565<\/h4>\n

    _translate_preferences(config) \u662f\u8bb2\u89e3\u5f15\u64ce\u7684"\u4eba\u8bbe\u7ffb\u8bd1\u5668"：\u914d\u7f6e\u5b57\u5178\u91cc\u7684\u79bb\u6563\u503c（\u5982 teaching_tone="encouraging"）\u7ecf\u4e09\u5f20\u7b56\u7565\u8868\u6620\u5c04\u4e3a\u5177\u4f53\u7684\u8bb2\u89e3\u6307\u4ee4：<\/p>\n

    #mermaid-svg-nTYyOKADQzXdIWci{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-nTYyOKADQzXdIWci .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-nTYyOKADQzXdIWci .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-nTYyOKADQzXdIWci .error-icon{fill:#552222;}#mermaid-svg-nTYyOKADQzXdIWci .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-nTYyOKADQzXdIWci .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-nTYyOKADQzXdIWci .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-nTYyOKADQzXdIWci .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-nTYyOKADQzXdIWci .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-nTYyOKADQzXdIWci .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-nTYyOKADQzXdIWci .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-nTYyOKADQzXdIWci .marker{fill:#333333;stroke:#333333;}#mermaid-svg-nTYyOKADQzXdIWci .marker.cross{stroke:#333333;}#mermaid-svg-nTYyOKADQzXdIWci svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-nTYyOKADQzXdIWci p{margin:0;}#mermaid-svg-nTYyOKADQzXdIWci .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-nTYyOKADQzXdIWci .cluster-label text{fill:#333;}#mermaid-svg-nTYyOKADQzXdIWci .cluster-label span{color:#333;}#mermaid-svg-nTYyOKADQzXdIWci .cluster-label span p{background-color:transparent;}#mermaid-svg-nTYyOKADQzXdIWci .label text,#mermaid-svg-nTYyOKADQzXdIWci span{fill:#333;color:#333;}#mermaid-svg-nTYyOKADQzXdIWci .node rect,#mermaid-svg-nTYyOKADQzXdIWci .node circle,#mermaid-svg-nTYyOKADQzXdIWci .node ellipse,#mermaid-svg-nTYyOKADQzXdIWci .node polygon,#mermaid-svg-nTYyOKADQzXdIWci .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-nTYyOKADQzXdIWci .rough-node .label text,#mermaid-svg-nTYyOKADQzXdIWci .node .label text,#mermaid-svg-nTYyOKADQzXdIWci .image-shape .label,#mermaid-svg-nTYyOKADQzXdIWci .icon-shape .label{text-anchor:middle;}#mermaid-svg-nTYyOKADQzXdIWci .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-nTYyOKADQzXdIWci .rough-node .label,#mermaid-svg-nTYyOKADQzXdIWci .node .label,#mermaid-svg-nTYyOKADQzXdIWci .image-shape .label,#mermaid-svg-nTYyOKADQzXdIWci .icon-shape .label{text-align:center;}#mermaid-svg-nTYyOKADQzXdIWci .node.clickable{cursor:pointer;}#mermaid-svg-nTYyOKADQzXdIWci .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-nTYyOKADQzXdIWci .arrowheadPath{fill:#333333;}#mermaid-svg-nTYyOKADQzXdIWci .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-nTYyOKADQzXdIWci .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-nTYyOKADQzXdIWci .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-nTYyOKADQzXdIWci .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-nTYyOKADQzXdIWci .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-nTYyOKADQzXdIWci .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-nTYyOKADQzXdIWci .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-nTYyOKADQzXdIWci .cluster text{fill:#333;}#mermaid-svg-nTYyOKADQzXdIWci .cluster span{color:#333;}#mermaid-svg-nTYyOKADQzXdIWci div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-nTYyOKADQzXdIWci .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-nTYyOKADQzXdIWci rect.text{fill:none;stroke-width:0;}#mermaid-svg-nTYyOKADQzXdIWci .icon-shape,#mermaid-svg-nTYyOKADQzXdIWci .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-nTYyOKADQzXdIWci .icon-shape p,#mermaid-svg-nTYyOKADQzXdIWci .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-nTYyOKADQzXdIWci .icon-shape .label rect,#mermaid-svg-nTYyOKADQzXdIWci .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-nTYyOKADQzXdIWci .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-nTYyOKADQzXdIWci .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-nTYyOKADQzXdIWci :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

    encouraging<\/p>\n

    <\/span><\/p>\n

    strict<\/p>\n

    <\/span><\/p>\n

    humorous<\/p>\n

    <\/span><\/span><\/p>\n

    daily_life<\/p>\n

    <\/span><\/p>\n

    past_exam<\/p>\n

    <\/span><\/p>\n

    tech_frontier<\/p>\n

    <\/span><\/span><\/p>\n

    visual<\/p>\n

    <\/span><\/p>\n

    auditory<\/p>\n

    <\/span><\/p>\n

    kinesthetic<\/p>\n

    <\/span><\/p>\n

    mixed<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u5408\u5e76\u914d\u7f6e dict<\/p>\n

    <\/span><\/p>\n

    tone?<\/p>\n

    <\/span><\/p>\n

    \u591a\u80af\u5b9a：\u8fd9\u4e00\u6b65\u4f60\u60f3\u5f97\u5f88\u5bf9\u2026<\/p>\n

    <\/span><\/p>\n

    \u4e25\u8c28：\u6ce8\u610f\u3001\u5173\u952e\u70b9\u5728\u4e8e\u2026<\/p>\n

    <\/span><\/p>\n

    \u5e7d\u9ed8：\u8f7b\u677e\u6bd4\u55bb\u4fcf\u76ae\u8bdd<\/p>\n

    <\/span><\/p>\n

    example?<\/p>\n

    <\/span><\/p>\n

    \u751f\u6d3b\u7c7b\u6bd4：\u51fd\u6570\u56fe\u50cf=\u8fc7\u5c71\u8f66\u8f68\u9053<\/p>\n

    <\/span><\/p>\n

    \u771f\u9898\u89c6\u89d2：\u4e0e\u67d0\u5e74\u9ad8\u8003\u9898\u601d\u8def\u4e00\u81f4<\/p>\n

    <\/span><\/p>\n

    \u79d1\u6280\u524d\u6cbf\u4e3e\u4f8b<\/p>\n

    <\/span><\/p>\n

    learning_style?<\/p>\n

    <\/span><\/p>\n

    \u89c6\u89c9\u578b：\u591a\u7528\u56fe\u50cf\/\u56fe\u793a\/\u753b\u56fe\u5f15\u5bfc<\/p>\n

    <\/span><\/p>\n

    \u542c\u89c9\u578b：\u53e3\u5934\u590d\u8ff0\/\u50cf\u8bb2\u6545\u4e8b\u4e00\u6837<\/p>\n

    <\/span><\/p>\n

    \u52a8\u89c9\u578b：\u8349\u7a3f\u7eb8\u4e0a\u8ddf\u7740\u5199<\/p>\n

    <\/span><\/p>\n

    \u6df7\u5408\u578b：\u56fe\u50cf+\u590d\u8ff0+\u6f14\u7ec3\u7ed3\u5408<\/p>\n

    <\/span><\/p>\n

    custom_notes \u79c1\u6559\u5907\u6ce8teaching_custom \u5b66\u79d1\u4e13\u5c5e\u8981\u6c42<\/p>\n

    <\/span><\/p>\n

    \u62fc\u63a5\u4e3a\u8bb2\u89e3\u7b56\u7565\u6587\u672c<\/p>\n

    <\/span><\/p>\n

    \u6ce8\u610f _TONE_STRATEGY \/ _EXAMPLE_STRATEGY \/ _LEARNING_STYLE_STRATEGY \u4e09\u5f20\u8868\u662f\u6a21\u5757\u7ea7\u5e38\u91cf（\u5199\u6b7b\u5728\u4ee3\u7801\u91cc），\u800c teaching_tone \u7b49\u503c\u6765\u81ea\u7b2c 30 \u7bc7\u5408\u5e76\u7684\u914d\u7f6e\u2014\u2014\u914d\u7f6e\u51b3\u5b9a\u9009\u54ea\u5957\u7b56\u7565，\u4ee3\u7801\u51b3\u5b9a\u7b56\u7565\u957f\u4ec0\u4e48\u6837，\u4e24\u8005\u89e3\u8026\u3002<\/p>\n

    2.2 VARK \u5b66\u4e60\u98ce\u683c\u7684\u6ce8\u5165<\/h4>\n

    learning_style \u5b57\u6bb5\u6765\u81ea\u5b66\u751f\u5206\u79d1\u914d\u7f6e（\u7b2c 30 \u7bc7 L2 \u5c42\u628a teaching_learning_style \u5408\u5e76\u4e3a learning_style），\u53d6\u503c\u8303\u56f4 visual \/ auditory \/ kinesthetic \/ mixed \u5bf9\u5e94 VARK \u6a21\u578b\u3002\u5b83\u89e3\u51b3\u4e86\u6559\u5b66\u6cd5\u7684\u6838\u5fc3\u95ee\u9898：\u540c\u4e00\u4e2a\u77e5\u8bc6\u70b9，\u7ed9\u4e0d\u540c\u8ba4\u77e5\u901a\u9053\u7684\u5b66\u751f\u8bb2，\u65b9\u5f0f\u5fc5\u987b\u4e0d\u540c\u2014\u2014\u89c6\u89c9\u578b\u8981"\u60f3\u8c61\u8fd9\u4e2a\u56fe\u5f62"，\u52a8\u89c9\u578b\u8981"\u5728\u8349\u7a3f\u7eb8\u4e0a\u8ddf\u7740\u5199"\u3002<\/p>\n

    2.3 LaTeX \u89c4\u8303\u786c\u6ce8\u5165<\/h4>\n

    _LATEX_FORMATTING_RULES \u662f\u4e00\u6bb5\u4e13\u95e8\u7ea6\u675f\u516c\u5f0f\u4e66\u5199\u7684\u89c4\u5219\u6587\u672c，\u8ffd\u52a0\u5230 System \u6d88\u606f\u672b\u5c3e（\u82e5\u5df2\u6709\u5219\u4e0d\u91cd\u590d\u8ffd\u52a0）\u3002\u5b83\u9488\u5bf9\u5b9e\u6218\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u56db\u7c7b\u516c\u5f0f\u75c5：\u5f00\u6807\u7b7e\u635f\u574f（\\\\( \u5199\u6210 \\\\2）\u3001\u62ec\u53f7\u9519\u4e71（(2-x) \u6f0f\u53f3\u62ec\u53f7）\u3001\u516c\u5f0f\u5185\u6362\u884c\u3001\u516c\u5f0f\u5185\u6df7\u4e2d\u6587\u6807\u70b9\u3002\u628a\u6e32\u67d3\u5c42\u7684\u7ea6\u675f\u524d\u7f6e\u5230\u751f\u6210\u5c42，\u6bd4\u524d\u7aef\u5bb9\u9519\u66f4\u6cbb\u672c\u3002<\/p>\n

    \u4e09\u3001\u4ee3\u7801\u5b9e\u73b0<\/h3>\n

    3.1 \u4e3b\u6d41\u7a0b：\u7ec4\u88c5\u4e0e\u8c03\u7528<\/h4>\n

    # \u6e90\u7801\u4f4d\u7f6e：services\/ai\/teaching_engine.py L45-L91<\/span>
    \ndef<\/span> generate<\/span>(<\/span>self,<\/span> question,<\/span> analysis,<\/span> grade:<\/span> str<\/span> =<\/span> ""<\/span>,<\/span>
    \n student_id:<\/span> str<\/span> =<\/span> None<\/span>,<\/span> config:<\/span> dict<\/span> =<\/span> None<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u751f\u6210\u8bb2\u89e3\u8bcd<\/p>\n

    Args:
    \n question: Question ORM\u5bf9\u8c61
    \n analysis: AIAnalysis \u5bf9\u8c61（\u7528\u4e8e\u63d0\u53d6\u5206\u6790\u6458\u8981）
    \n grade: \u5b66\u751f\u5e74\u7ea7
    \n student_id: \u5b66\u751fID（\u7528\u4e8e\u53d6\u59d3\u540d\u4e0e\u504f\u597d）
    \n config: \u5df2\u5408\u5e76\u7684Prompt\u914d\u7f6e（\u542b tone\/example_preference\/custom_notes\/custom_prompt）
    \n """<\/span>
    \n config =<\/span> config or<\/span> {<\/span>}<\/span>
    \n student_name =<\/span> self.<\/span>_get_student_name(<\/span>student_id)<\/span><\/p>\n

    strategy =<\/span> self.<\/span>_translate_preferences(<\/span>config)<\/span>
    \n summary =<\/span> self.<\/span>_extract_summary(<\/span>analysis)<\/span><\/p>\n

    # \u8bb2\u89e3\u914d\u7f6e\u6765\u6e90：config(\u5168\u5c40\u2192\u5b66\u751f\u00b7\u5b66\u79d1 \u5408\u5e76) \u4f18\u5148，\u7a7a\u5219\u56de\u9000\u4ee3\u7801\u5e38\u91cf<\/span>
    \n user_template =<\/span> config.<\/span>get(<\/span>"teaching_user"<\/span>)<\/span> or<\/span> TEACHING_USER_DEFAULT
    \n user_prompt =<\/span> self.<\/span>_safe_format(<\/span>
    \n user_template,<\/span>
    \n grade=<\/span>grade or<\/span> "\u672a\u77e5"<\/span>,<\/span>
    \n subject=<\/span>question.<\/span>subject or<\/span> ""<\/span>,<\/span>
    \n question_text=<\/span>question.<\/span>question_text or<\/span> ""<\/span>,<\/span>
    \n correct_answer=<\/span>question.<\/span>correct_answer or<\/span> ""<\/span>,<\/span>
    \n student_preferences=<\/span>strategy,<\/span>
    \n analysis_summary=<\/span>summary,<\/span>
    \n )<\/span>
    \n if<\/span> student_name:<\/span>
    \n user_prompt =<\/span> f"\u3010\u5b66\u751f\u59d3\u540d\u3011<\/span>{<\/span>student_name}<\/span><\/span>\\\\n"<\/span><\/span> +<\/span> user_prompt<\/p>\n

    system_prompt =<\/span> config.<\/span>get(<\/span>"teaching_system"<\/span>)<\/span> or<\/span> TEACHING_SYSTEM_DEFAULT
    \n if<\/span> _LATEX_FORMATTING_RULES not<\/span> in<\/span> system_prompt:<\/span>
    \n system_prompt =<\/span> (<\/span>system_prompt.<\/span>rstrip(<\/span>)<\/span> +<\/span> "\\\\n\\\\n"<\/span> +<\/span> _LATEX_FORMATTING_RULES)<\/span>.<\/span>strip(<\/span>)<\/span><\/p>\n

    messages =<\/span> [<\/span>
    \n {<\/span>"role"<\/span>:<\/span> "system"<\/span>,<\/span> "content"<\/span>:<\/span> system_prompt}<\/span>,<\/span>
    \n {<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> user_prompt}<\/span>,<\/span>
    \n ]<\/span>
    \n # \u8c03\u7528AI\u524d，\u8bb0\u5f55\u5b8c\u6574\u63d0\u793a\u8bcd\u4f9b\u6838\u5bf9\u7ec4\u6210<\/span>
    \n log_prompts(<\/span>"AI\u8bb2\u89e3"<\/span>,<\/span> messages,<\/span> temperature=<\/span>TEACHING_TEMPERATURE)<\/span>
    \n return<\/span> self.<\/span>client.<\/span>chat(<\/span>
    \n messages,<\/span> temperature=<\/span>TEACHING_TEMPERATURE
    \n )<\/span>.<\/span>strip(<\/span>)<\/span><\/p>\n

    \u4e94\u4e2a\u7ec6\u8282：_get_student_name \u67e5\u5e93\u62ff\u59d3\u540d（\u8bb2\u89e3\u8bcd\u91cc"\u5c0f\u660e，\u8fd9\u4e00\u6b65\u4f60\u60f3\u5f97\u5f88\u5bf9"\u6bd4\u51b7\u51b0\u51b0\u7684"\u4f60"\u66f4\u6709\u6e29\u5ea6）；strategy \u662f\u504f\u597d\u7ffb\u8bd1\u7ed3\u679c\u3001summary \u662f\u5206\u6790\u6458\u8981（\u4e24\u8005\u90fd\u63d2\u8fdb user \u6a21\u677f\u7684\u5360\u4f4d\u7b26）；if student_name: \u628a\u59d3\u540d\u62fc\u5728 user \u6d88\u606f\u6700\u524d\u9762；_LATEX_FORMATTING_RULES not in system_prompt \u9632\u91cd\u590d\u6ce8\u5165；\u6700\u540e .strip() \u88c1\u6389\u6a21\u578b\u7231\u52a0\u7684\u524d\u540e\u7a7a\u884c\u3002<\/p>\n

    3.2 \u7b56\u7565\u7ffb\u8bd1\u5668\u4e0e\u6458\u8981\u63d0\u53d6<\/h4>\n

    # \u6e90\u7801\u4f4d\u7f6e：services\/ai\/teaching_engine.py L112-L157<\/span>
    \ndef<\/span> _translate_preferences<\/span>(<\/span>self,<\/span> config:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u628a\u504f\u597d\u7ffb\u8bd1\u4e3a\u53ef\u6267\u884c\u7684\u8bb2\u89e3\u7b56\u7565"""<\/span>
    \n lines =<\/span> [<\/span>]<\/span>
    \n tone =<\/span> config.<\/span>get(<\/span>"teaching_tone"<\/span>)<\/span> or<\/span> config.<\/span>get(<\/span>"tone"<\/span>,<\/span> ""<\/span>)<\/span>
    \n if<\/span> tone in<\/span> _TONE_STRATEGY:<\/span>
    \n lines.<\/span>append(<\/span>f"\u3010\u8bb2\u89e3\u8bed\u6c14\u3011<\/span>{<\/span>_TONE_STRATEGY[<\/span>tone]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    example =<\/span> config.<\/span>get(<\/span>"teaching_example"<\/span>)<\/span> or<\/span> config.<\/span>get(<\/span>"example_preference"<\/span>,<\/span> ""<\/span>)<\/span>
    \n if<\/span> example in<\/span> _EXAMPLE_STRATEGY:<\/span>
    \n lines.<\/span>append(<\/span>f"\u3010\u4e3e\u4f8b\u65b9\u5f0f\u3011<\/span>{<\/span>_EXAMPLE_STRATEGY[<\/span>example]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    style =<\/span> config.<\/span>get(<\/span>"learning_style"<\/span>,<\/span> ""<\/span>)<\/span>
    \n if<\/span> style in<\/span> _LEARNING_STYLE_STRATEGY:<\/span>
    \n lines.<\/span>append(<\/span>f"\u3010\u5b66\u4e60\u98ce\u683c\u3011<\/span>{<\/span>_LEARNING_STYLE_STRATEGY[<\/span>style]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    notes =<\/span> (<\/span>config.<\/span>get(<\/span>"custom_notes"<\/span>)<\/span> or<\/span> ""<\/span>)<\/span>.<\/span>strip(<\/span>)<\/span>
    \n if<\/span> notes:<\/span>
    \n lines.<\/span>append(<\/span>f"\u3010\u79c1\u6559\u5907\u6ce8\u3011<\/span>{<\/span>notes}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    teaching_custom =<\/span> (<\/span>config.<\/span>get(<\/span>"teaching_custom"<\/span>)<\/span> or<\/span> ""<\/span>)<\/span>.<\/span>strip(<\/span>)<\/span>
    \n if<\/span> teaching_custom:<\/span>
    \n lines.<\/span>append(<\/span>f"\u3010\u5b66\u751f\u00b7\u5b66\u79d1\u4e13\u5c5e\u8981\u6c42\u3011<\/span>{<\/span>teaching_custom}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    return<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>lines)<\/span> if<\/span> lines else<\/span> "\u6309\u6807\u51c6\u65b9\u5f0f\u8bb2\u89e3\u5373\u53ef\u3002"<\/span><\/p>\n

    config.get("teaching_tone") or config.get("tone", "") \u662f"\u65b0\u952e\u4f18\u5148\u3001\u65e7\u952e\u515c\u5e95"\u7684\u53cc\u5411\u517c\u5bb9：\u65b0\u7248\u672c\u914d\u7f6e\u8d70 teaching_tone，\u8001\u6570\u636e\u53ea\u6709 tone，\u4e24\u8005\u90fd\u80fd\u751f\u6548\u3002if tone in _TONE_STRATEGY \u7528 in \u800c\u975e\u76f4\u63a5\u53d6\u503c\u2014\u2014\u914d\u7f6e\u91cc\u82e5\u662f\u672a\u77e5\u503c（\u5982\u7528\u6237\u624b\u6539\u914d\u7f6e），\u76f4\u63a5\u8df3\u8fc7\u8be5\u7b56\u7565\u800c\u4e0d\u662f\u62a5\u9519\u3002<\/p>\n

    3.3 \u6458\u8981\u63d0\u53d6\u5668<\/h4>\n

    # \u6e90\u7801\u4f4d\u7f6e：services\/ai\/teaching_engine.py L137-L157<\/span>
    \ndef<\/span> _extract_summary<\/span>(<\/span>self,<\/span> analysis)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u4ece\u5206\u6790\u7ed3\u679c\u63d0\u53d6\u5bf9\u8bb2\u89e3\u6709\u7528\u7684\u6458\u8981"""<\/span>
    \n parts =<\/span> [<\/span>]<\/span>
    \n core =<\/span> getattr<\/span>(<\/span>analysis,<\/span> "core_concept"<\/span>,<\/span> None<\/span>)<\/span>
    \n if<\/span> core:<\/span>
    \n parts.<\/span>append(<\/span>f"\u6838\u5fc3\u6982\u5ff5\/\u516c\u5f0f：<\/span>{<\/span>core}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    gap =<\/span> getattr<\/span>(<\/span>analysis,<\/span> "knowledge_gap"<\/span>,<\/span> None<\/span>)<\/span>
    \n if<\/span> gap:<\/span>
    \n parts.<\/span>append(<\/span>f"\u5b66\u751f\u53ef\u80fd\u7684\u77e5\u8bc6\u65ad\u5c42：<\/span>{<\/span>gap}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    steps =<\/span> getattr<\/span>(<\/span>analysis,<\/span> "step_by_step"<\/span>,<\/span> None<\/span>)<\/span> or<\/span> [<\/span>]<\/span>
    \n if<\/span> isinstance<\/span>(<\/span>steps,<\/span> list<\/span>)<\/span> and<\/span> steps:<\/span>
    \n preview =<\/span> " \u2192 "<\/span>.<\/span>join(<\/span>str<\/span>(<\/span>s)<\/span> for<\/span> s in<\/span> steps[<\/span>:<\/span>3<\/span>]<\/span>)<\/span>
    \n parts.<\/span>append(<\/span>f"\u89e3\u9898\u5173\u952e\u6b65\u9aa4：<\/span>{<\/span>preview}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    remediation =<\/span> getattr<\/span>(<\/span>analysis,<\/span> "remediation_suggestion"<\/span>,<\/span> None<\/span>)<\/span>
    \n if<\/span> remediation:<\/span>
    \n parts.<\/span>append(<\/span>f"\u8865\u6f0f\u5efa\u8bae：<\/span>{<\/span>remediation}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    return<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>parts)<\/span> if<\/span> parts else<\/span> "（\u65e0\u5206\u6790\u6458\u8981）"<\/span><\/p>\n

    getattr(analysis, …, None) \u800c\u975e\u76f4\u63a5 analysis.core_concept\u2014\u2014analysis \u53ef\u80fd\u4e3a None（\u6ca1\u5206\u6790\u8fc7\u5c31\u70b9\u8bb2\u89e3），getattr \u4fdd\u8bc1\u7a7a\u5bf9\u8c61\u4e5f\u4e0d\u5d29；steps[:3] \u53ea\u6458\u524d 3 \u6b65，\u7528 \u2192 \u8fde\u63a5\u6210\u4e00\u884c\u9884\u89c8，\u907f\u514d\u628a\u6574\u6bb5\u5206\u6790\u539f\u6587\u585e\u7ed9\u6a21\u578b（\u63a7\u5236 token\u3001\u805a\u7126\u91cd\u70b9）\u3002<\/p>\n

    \u56db\u3001\u8bbe\u8ba1\u6743\u8861 \/ \u8e29\u5751\u8bb0\u5f55<\/h3>\n

    1. \u4e3a\u4ec0\u4e48\u8bb2\u89e3\u5f15\u64ce\u4e0d\u89e3\u6790 JSON？ \u5206\u6790\/\u53d8\u5f0f\u8f93\u51fa\u7684\u662f"\u6570\u636e"（\u8981\u843d\u5e93\u3001\u8981\u7ed3\u6784\u5316\u5c55\u793a），\u8bb2\u89e3\u8f93\u51fa\u7684\u662f"\u8bdd\u8bed"（\u8981\u6717\u8bfb\u3001\u8981\u611f\u53d7\u8bed\u6c14）\u3002\u82e5\u5f3a\u884c\u8ba9\u8bb2\u89e3\u4e5f\u8f93\u51fa JSON，\u6a21\u578b\u4f1a\u628a\u6ce8\u610f\u529b\u5206\u7ed9\u683c\u5f0f\u800c\u727a\u7272\u81ea\u7136\u5ea6\u2014\u2014\u5b9e\u6d4b\u8bb2\u89e3\u8bcd\u8d28\u91cf\u660e\u663e\u4e0b\u964d\u3002\u9762\u5411\u4eba\u7684\u8f93\u51fa\u7528 chat，\u9762\u5411\u673a\u5668\u7684\u8f93\u51fa\u7528 chat_json，\u8fd9\u662f\u5f15\u64ce\u9009\u578b\u7684\u6839\u672c\u4f9d\u636e\u3002<\/p>\n

    2. _LATEX_FORMATTING_RULES \u4e3a\u4ec0\u4e48\u6ce8\u5165 System \u800c\u4e0d\u662f User？ System \u6d88\u606f\u51b3\u5b9a"\u6a21\u578b\u5982\u4f55\u8868\u73b0"，\u516c\u5f0f\u89c4\u8303\u662f\u8de8\u9898\u76ee\u3001\u8de8\u5b66\u751f\u7684\u5168\u5c40\u7ea6\u675f，\u653e System \u6700\u5408\u9002；User \u6d88\u606f\u627f\u8f7d\u5177\u4f53\u9898\u76ee\u5185\u5bb9，\u82e5\u628a\u89c4\u5219\u653e User，\u6bcf\u6b21\u7ec4\u88c5\u90fd\u8981\u91cd\u590d\u62fc\u63a5\u3001\u4e14\u7528\u6237\u81ea\u5b9a\u4e49 user \u6a21\u677f\u65f6\u4f1a\u5f04\u4e22\u89c4\u5219\u3002not in system_prompt \u7684\u5224\u65ad\u9632\u6b62\u7528\u6237\u81ea\u5df1\u5199\u4e86\u7c7b\u4f3c\u89c4\u5219\u65f6\u91cd\u590d\u6ce8\u5165\u3002<\/p>\n

    3. teaching_tone \u4e0e tone \u7684\u53cc\u952e\u517c\u5bb9\u662f\u8fc7\u6e21\u671f\u4ea7\u7269\u3002 \u914d\u7f6e\u5b57\u6bb5\u4ece tone \u6f14\u8fdb\u5230 teaching_tone（\u4e3a\u4e86\u533a\u5206"\u5206\u6790\u8bed\u6c14"\u4e0e"\u8bb2\u89e3\u8bed\u6c14"），\u5b58\u91cf\u6570\u636e\u5e93\u91cc\u8fd8\u6709\u65e7\u952e\u3002\u7528 or \u517c\u5bb9\u4e24\u4ee3，\u7b49\u6570\u636e\u8fc1\u79fb\u5b8c\u6210\u540e\u518d\u5220\u65e7\u952e\u2014\u2014\u517c\u5bb9\u4ee3\u7801\u53ef\u4ee5\u4e11，\u4f46\u4e0d\u80fd\u8ba9\u7528\u6237\u6570\u636e\u5931\u6548\u3002<\/p>\n

    4. \u59d3\u540d\u6ce8\u5165\u7684\u65f6\u673a\u3002 \u628a \u3010\u5b66\u751f\u59d3\u540d\u3011xxx \u62fc\u5728 user \u6d88\u606f\u6700\u524d\u9762\u800c\u4e0d\u662f\u653e\u8fdb\u6a21\u677f，\u662f\u4e3a\u4e86\u517c\u5bb9\u7528\u6237\u81ea\u5b9a\u4e49\u7684 teaching_user \u6a21\u677f\u2014\u2014\u81ea\u5b9a\u4e49\u6a21\u677f\u91cc\u6ca1\u6709 {student_name} \u5360\u4f4d\u7b26，\u82e5\u4f9d\u8d56\u6a21\u677f\u6ce8\u5165\u4f1a\u76f4\u63a5\u4e22\u5931；\u524d\u7f6e\u62fc\u63a5\u4fdd\u8bc1"\u65e0\u8bba\u6a21\u677f\u957f\u4ec0\u4e48\u6837，\u59d3\u540d\u90fd\u5728\u573a"\u3002<\/p>\n

    \u4e94\u3001\u5c0f\u7ed3<\/h3>\n\n\u673a\u5236\u5b9e\u73b0\u89e3\u51b3\u7684\u95ee\u9898<\/tr>\n\n\n\n\n\n\n
    \u7b56\u7565\u7ffb\u8bd1<\/td>\n\u4e09\u5f20\u7b56\u7565\u8868 + if in \u5224\u65ad<\/td>\n\u914d\u7f6e\u503c \u2192 \u81ea\u7136\u8bed\u8a00\u6307\u4ee4<\/td>\n<\/tr>\n
    VARK \u6ce8\u5165<\/td>\nlearning_style \u2192 \u5b66\u4e60\u98ce\u683c\u6bb5\u843d<\/td>\n\u6309\u8ba4\u77e5\u901a\u9053\u5b9a\u5236\u8bb2\u89e3\u65b9\u5f0f<\/td>\n<\/tr>\n
    \u516c\u5f0f\u7ea6\u675f<\/td>\nSystem \u6ce8\u5165 _LATEX_FORMATTING_RULES<\/td>\n\u6a21\u578b\u8f93\u51fa\u53ef\u6e32\u67d3\u7684 LaTeX<\/td>\n<\/tr>\n
    \u6458\u8981\u63d0\u53d6<\/td>\ngetattr + steps[:3] \u62fc\u9884\u89c8<\/td>\n\u628a\u5206\u6790\u7ed3\u679c\u538b\u7f29\u6210\u8bb2\u89e3\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n
    \u8f93\u51fa\u901a\u9053<\/td>\nchat \u800c\u975e chat_json<\/td>\n\u81ea\u7136\u8bed\u8a00\u8bb2\u89e3\u8bcd，\u4e0d\u89e3\u6790<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    TeachingEngine \u5c55\u793a\u4e86 AI \u670d\u52a1\u5c42\u7684\u53e6\u4e00\u79cd\u5f62\u6001：\u6ca1\u6709\u6d41\u6c34\u7ebf\u5f0f\u7684"\u7ec4\u88c5-\u8c03\u7528-\u89e3\u6790-\u843d\u5e93"，\u53ea\u6709"\u7ffb\u8bd1\u4eba\u8bbe \u2192 \u62fc\u88c5\u4e0a\u4e0b\u6587 \u2192 \u751f\u6210\u8bdd\u8bed"\u3002\u5b83\u8bc1\u660e\u4e86\u7edf\u4e00\u67b6\u6784\u7684\u5f39\u6027\u2014\u2014\u4e94\u6761\u5f15\u64ce\u5171\u4eab\u5ba2\u6237\u7aef\u4e0e\u914d\u7f6e\u5e95\u5ea7，\u4f46\u5404\u81ea\u6309\u4e1a\u52a1\u5f62\u6001\u751f\u957f\u51fa\u5b8c\u5168\u4e0d\u540c\u7684\u5185\u90e8\u7ed3\u6784\u3002\u6700\u540e\u4e00\u7bc7\u7684\u8ffd\u95ee\u5f15\u64ce（\u7b2c 36 \u7bc7）\u5c06\u628a"\u4e0a\u4e0b\u6587\u62fc\u88c5"\u63a8\u5411\u6781\u81f4：\u8ba9\u6a21\u578b\u5e26\u7740\u6574\u6bb5\u5bf9\u8bdd\u5386\u53f2\u56de\u7b54\u5b66\u751f\u7684\u8ffd\u95ee\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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