{"id":788,"date":"2026-05-20T20:01:40","date_gmt":"2026-05-20T12:01:40","guid":{"rendered":"http:\/\/ai.taichi-maker.com\/?page_id=788"},"modified":"2026-06-28T03:53:57","modified_gmt":"2026-06-27T19:53:57","slug":"aid101-1-3-04-follow-up-tool-calls","status":"publish","type":"page","link":"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-04-follow-up-tool-calls\/","title":{"rendered":"AI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b \u2013AID101-1-3-04 \u2013 \u540e\u7eed\u5de5\u5177\u8c03\u7528\u5b9e\u4f8b"},"content":{"rendered":"\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\">\u5bfc\u822a\u680f\uff1a<a href=\"http:\/\/ai.taichi-maker.com\/\">\u9996\u9875<\/a> \/ <a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/\">AI\u6559\u7a0b\u76ee\u5f55<\/a> \/ <a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/\">AI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b\u76ee\u5f55<\/a> \/ <a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/\">\u7b2c1\u7bc7 \u57fa\u7840\u77e5\u8bc6\u7bc7<\/a> \/ AID101-1-3-04 \u2013 \u540e\u7eed\u5de5\u5177\u8c03\u7528\u5b9e\u4f8b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u8282\u5185\u5bb9\u7b80\u4ecb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u524d\u51e0\u8282\u7684\u8bfe\u7a0b\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf\u5b66\u4f1a\u4e86\u5982\u4f55\u901a\u8fc7 Tool Calls \u8ba9 AI \u6a21\u578b\u63a7\u5236 ESP32 \u7684 LED \u5f00\u5173\u548c\u4eae\u5ea6\u3002\u4f46\u7ec6\u5fc3\u7684\u670b\u53cb\u53ef\u80fd\u5df2\u7ecf\u53d1\u73b0\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a<strong>AI \u6a21\u578b\u53ea\u4f1a\u8fd4\u56de\u7ed3\u6784\u5316\u7684\u5de5\u5177\u8c03\u7528\u6307\u4ee4\uff0c\u800c\u4e0d\u4f1a\u7528\u81ea\u7136\u8bed\u8a00\u4e0e\u6211\u4eec\u4ea4\u6d41<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\u5f53\u7528\u6237\u8bf4&#8221;\u628aLED\u8c03\u5230\u4eae\u5ea6\u6700\u5927&#8221;\u65f6\uff0cAI \u667a\u80fd\u8fd4\u56de\u5305\u542b\u6709\u7528\u4e8e\u63a7\u5236LED\u4eae\u5ea6\u7684\u5de5\u5177\u51fd\u6570\u4fe1\u606f\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"name\": \"controlLEDBrightness\",\n  \"arguments\": \"{\\\"level\\\": 5}\"\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136 ESP32 \u80fd\u591f\u89e3\u6790\u5e76\u6267\u884c\u8fd9\u4e2ajson\u4fe1\u606f\u5e76\u4e14\u7528\u4e8e\u63a7\u5236LED\u4eae\u5ea6\uff0c\u4f46\u5bf9\u4e8e\u6211\u4eec\u4eba\u7c7b\u7528\u6237\u6765\u8bf4\uff0cAI\u5e76\u6ca1\u6709\u63d0\u4f9b\u4efb\u4f55\u50cf&#8221;\u597d\u7684\uff0c\u5df2\u7ecf\u628aLED\u8c03\u5230\u6700\u4eae\u4e86&#8221;\u8fd9\u6837\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u56de\u590d\u3002\u8fd9\u79cd&#8221;\u53ea\u505a\u4e8b\u3001\u4e0d\u8bf4\u8bdd&#8221;\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u5728\u667a\u80fd\u5bb6\u5c45\u7b49\u5e94\u7528\u573a\u666f\u4e2d\u663e\u5f97\u4e0d\u591f\u81ea\u7136\u548c\u4eba\u6027\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8282\u8bfe\u7a0b\u5c06\u8bb2\u89e3&nbsp;<strong>Follow-up Tool Calls\uff08\u540e\u7eed\u5de5\u5177\u8c03\u7528\uff09<\/strong>&nbsp;\u6280\u672f\uff0c\u8ba9 ESP32 \u5728\u6267\u884c\u5b8c\u5de5\u5177\u8c03\u7528\u540e\uff0c<strong>\u628a\u6267\u884c\u7ed3\u679c\u518d\u6b21\u53d1\u9001\u7ed9 AI \u6a21\u578b\uff0c\u7531 AI \u751f\u6210\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u7684\u53cd\u9988<\/strong>\u3002\u901a\u8fc7\u672c\u8282\u8bfe\u7a0b\uff0c\u60a8\u5c06\u5b66\u4f1a\u5982\u4f55\u8ba9 AI &#8220;\u65e2\u4f1a\u505a\u4e8b\uff0c\u4e5f\u4f1a\u8bf4\u8bdd&#8221;\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u4e48\u662f Follow-up Tool Calls\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6838\u5fc3\u6982\u5ff5<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Follow-up Tool Calls \u662f Tool Calls \u673a\u5236\u7684<strong>\u6269\u5c55\u6d41\u7a0b<\/strong>\u3002\u5b83\u5728\u6807\u51c6 Tool Calls \u7684\u4e09\u9636\u6bb5\uff08\u8bf7\u6c42 \u2192 \u5206\u6790\u54cd\u5e94 \u2192 \u6267\u884c\uff09\u57fa\u7840\u4e0a\uff0c\u589e\u52a0\u4e86<strong>\u7b2c\u56db\u9636\u6bb5\u2014\u2014\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/strong>\uff1a<br><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"523\" height=\"1180\" src=\"http:\/\/ai.taichi-maker.com\/wp-content\/uploads\/2026\/05\/AI-Follow-Up-Tool-Calls-Flow-Chart.jpg\" alt=\"AI-Follow-Up-Tool-Calls-Flow-Chart\" class=\"wp-image-794\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3a\u4ec0\u4e48\u9700\u8981 Follow-up\uff1f<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u573a\u666f<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4ec5\u6709 Tool Calls<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u52a0\u4e0a Follow-up<\/th><\/tr><\/thead><tbody><tr><td>\u7528\u6237\u8bf4&#8221;\u6253\u5f00LED&#8221;<\/td><td>\u65e0\u56de\u590d\uff0cLED\u76f4\u63a5\u4eae<\/td><td>&#8220;\u597d\u7684\uff0c\u5df2\u7ecf\u4e3a\u60a8\u6253\u5f00LED&#8221;<\/td><\/tr><tr><td>\u7528\u6237\u8bf4&#8221;\u628a\u706f\u8c03\u4eae&#8221;<\/td><td>\u65e0\u56de\u590d\uff0c\u4eae\u5ea6\u53d8\u5316<\/td><td>&#8220;\u5df2\u5e2e\u60a8\u628aLED\u8c03\u5230\u6700\u4eae&#8221;<\/td><\/tr><tr><td>\u6267\u884c\u5931\u8d25<\/td><td>\u7528\u6237\u4e0d\u77e5\u9053\u53d1\u751f\u4e86\u4ec0\u4e48<\/td><td>&#8220;\u62b1\u6b49\uff0cLED\u63a7\u5236\u5931\u8d25\uff0c\u8bf7\u91cd\u8bd5&#8221;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Follow-up \u8ba9 AI \u52a9\u624b\u66f4\u50cf\u4e00\u4e2a\u771f\u6b63\u7684&#8221;\u667a\u80fd\u7ba1\u5bb6&#8221;\u2014\u2014<strong>\u4e0d\u4ec5\u542c\u5f97\u61c2\u6307\u4ee4\u3001\u505a\u5f97\u5230\u64cd\u4f5c\uff0c\u8fd8\u80fd\u7ed9\u7528\u6237\u660e\u786e\u7684\u53cd\u9988<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd01 Follow-up Tool Calls \u5b8c\u6574\u6d41\u7a0b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u6d41\u7a0b\u5206\u4e3a\u56db\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u6b21\u8bf7\u6c42<\/strong>\uff1aESP32 \u53d1\u9001\u7528\u6237\u6307\u4ee4 + \u53ef\u7528\u5de5\u5177\u5217\u8868\uff0c\u83b7\u53d6 Tool Calls \u54cd\u5e94<\/li>\n\n\n\n<li><strong>\u6267\u884c Tool Calls<\/strong>\uff1aESP32 \u89e3\u6790 AI \u7684\u5de5\u5177\u8c03\u7528\u6307\u4ee4\uff0c\u6267\u884c\u5b9e\u9645\u7684\u786c\u4ef6\u64cd\u4f5c<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up\uff09<\/strong>\uff1aESP32 \u5c06<strong>\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2<\/strong>\uff08\u5305\u62ec Tool Calls \u548c\u6267\u884c\u7ed3\u679c\uff09\u518d\u6b21\u53d1\u9001\u7ed9 AI<\/li>\n\n\n\n<li><strong>\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/strong>\uff1aAI \u6839\u636e\u6267\u884c\u7ed3\u679c\u751f\u6210\u53cb\u597d\u7684\u4eba\u8bdd\u56de\u590d\u5728\u4e0b\u9762\u7684\u5185\u5bb9\u4e2d\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8bb2\u89e3\u8fd9\u56db\u4e2a\u9636\u6bb5\u7684\u8be6\u7ec6\u5185\u5bb9\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5728\u4e0b\u9762\u7684\u5185\u5bb9\u4e2d\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8bb2\u89e3\u8fd9\u56db\u4e2a\u9636\u6bb5\u7684\u8be6\u7ec6\u5185\u5bb9\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u9636\u6bb5\uff1a\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff08\u4e0e\u4e0a\u4e00\u8282\u76f8\u540c\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b21\u8bf7\u6c42\u4e0e\u4e0a\u4e00\u8282\u8bfe\u7a0b<a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-03-ai-tool-calls-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">AID101-1-3-03 \u2013 \u591a\u5de5\u5177\u5b9a\u4e49\u5b9e\u4f8b<\/a>&nbsp;\u4e2d\u7684\u793a\u4f8b\u7a0b\u5e8f\u4e2d\u6240\u53d1\u9001\u7684\u8bf7\u6c42Json\u5b8c\u5168\u4e00\u81f4\u3002ESP32 \u5411 AI \u5e73\u53f0\u53d1\u9001\u7528\u6237\u6307\u4ee4\u548c\u5de5\u5177\u5b9a\u4e49\uff0cAI \u5206\u6790\u540e\u8fd4\u56de\u9700\u8981\u8c03\u7528\u7684\u51fd\u6570\u548c\u53c2\u6570\u3002<\/p>\n\n\n\n<h3 id=\"\u8bf7\u6c42-json-\u7ed3\u6784\" class=\"wp-block-heading\"><strong>\u8bf7\u6c42 JSON <\/strong><\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"model\": \"qwen-flash\",\n  \"messages\": &#91;\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    }\n  &#93;,\n  \"tools\": &#91;\n    { \/* controlLEDOnOFF \u5de5\u5177\u5b9a\u4e49 *\/ },\n    { \/* controlLEDBrightness \u5de5\u5177\u5b9a\u4e49 *\/ }\n  &#93;,\n  \"tool_choice\": \"auto\",\n  \"temperature\": 0.1\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">messages<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">system<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">user<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tools<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #616E88\">\/* controlLEDOnOFF \u5de5\u5177\u5b9a\u4e49 *\/<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #616E88\">\/* controlLEDBrightness \u5de5\u5177\u5b9a\u4e49 *\/<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_choice<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">auto<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">temperature<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u90e8\u5206\u5185\u5bb9\u5728\u4e0a\u4e00\u8282\u5df2\u7ecf\u8be6\u7ec6\u8bb2\u89e3\u8fc7\uff0c\u6b64\u5904\u4e0d\u518d\u8d58\u8ff0\u3002\u5982\u679c\u60a8\u8fd8\u4e0d\u719f\u6089 Tool Calls \u7684\u57fa\u672c\u6d41\u7a0b\uff0c\u5efa\u8bae\u5148\u56de\u987e\u672c\u6559\u7a0b \u7b2c\u4e09\u7ae0 AI\u5927\u6a21\u578b\u5de5\u5177\u8c03\u7528(tools call) \u524d\u4e09\u8282\u8bfe\u7a0b\u5185\u5bb9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6267\u884c Tool Calls\uff08\u4e0e\u4e0a\u4e00\u8282\u76f8\u540c\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ESP32 \u6536\u5230 AI \u7684\u7b2c\u4e00\u6b21\u54cd\u5e94\u540e\uff0c\u89e3\u6790\u51fa\u51fd\u6570\u540d\u548c\u53c2\u6570\uff0c\u8c03\u7528\u76f8\u5e94\u7684\u51fd\u6570\u63a7\u5236 LED\u3002\u8fd9\u4e00\u6b65\u4e5f\u4e0e\u4e0a\u4e00\u8282\u5b8c\u5168\u76f8\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u5f53 AI \u8fd4\u56de\u8c03\u7528\u51fd\u6570&nbsp;<code>controlLEDBrightness<\/code>\u3001\u5e76\u4e14\u53c2\u6570\u4e3a&nbsp;<code>{\"level\": 5}<\/code>&nbsp;\u65f6\uff0cESP32 \u4f1a\u6267\u884c&nbsp;<code>controlLEDBrightness(5)<\/code>\uff0c\u5c06 LED \u8c03\u5230\u6700\u4eae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u53d8\u5316<\/strong>\uff1a\u4e3a\u4e86\u8fdb\u884c Follow-up tool calls\uff0cESP32 \u9700\u8981<strong>\u4fdd\u5b58 AI \u7684\u7b2c\u4e00\u6b21 Tool Calls \u54cd\u5e94\u4e2d\u7684\u4ee5\u4e0b\u4fe1\u606f<\/strong>\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>tool_calls_id<\/code>\uff1a\u5de5\u5177\u8c03\u7528\u7684\u552f\u4e00\u6807\u8bc6<\/li>\n\n\n\n<li><code>function_name<\/code>\uff1a\u8c03\u7528\u7684\u51fd\u6570\u540d\u79f0<\/li>\n\n\n\n<li><code>arguments<\/code>\uff1a\u8c03\u7528\u53c2\u6570<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u4fe1\u606f\u5c06\u5728\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e5f\u5c31\u662ffollow-up tool calls\u4e2d\u4f7f\u7528\u3002\u4e3a\u4e86\u4fbf\u4e8e\u60a8\u5b66\u4e60\uff0c\u6211\u4eec\u5c06\u7b2c\u4e00\u6b21 Tool Calls \u54cd\u5e94\u7684Json\u5185\u5bb9\u5217\u5728\u4e0b\u9762\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"choices\": [\n    {\n      \"finish_reason\": \"tool_calls\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\",\n        \"role\": \"assistant\",\n        \"tool_calls\": &#91;\n          {\n            \"function\": {\n              \"arguments\": \"{\\\"level\\\": 5}\",\n              \"name\": \"controlLEDBrightness\"\n            },\n            \"id\": \"call_a4b2372b98b1492681255a\",\n            \"index\": 0,\n            \"type\": \"function\"\n          }\n        &#93;\n      }\n    }\n  ],\n  \"created\": 1782587266,\n  \"id\": \"chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 21,\n    \"prompt_tokens\": 275,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 296\n  }\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">finish_reason<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">created<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1782587266<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chat.completion<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">usage<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">completion_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">21<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">275<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens_details<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">cached_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">total_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">296<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u9636\u6bb5\uff1a\u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up \u8bf7\u6c42\uff09\u2b50<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u672c\u8282\u8bfe\u7a0b\u7684<strong>\u6838\u5fc3\u5185\u5bb9<\/strong>\u3002\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684 JSON \u7ed3\u6784\u4e0e\u7b2c\u4e00\u6b21\u6709\u5f88\u5927\u4e0d\u540c\uff0c\u5b83\u4e0d\u518d\u5305\u542b&nbsp;<code>tools<\/code>&nbsp;\u5b57\u6bb5\uff0c\u800c\u662f\u5305\u542b<strong>\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2<\/strong>\uff0c\u5305\u62ec\u4e00\u4e2a\u7279\u6b8a\u7684&nbsp;<code>role: \"tool\"<\/code>&nbsp;\u6d88\u606f\u3002<\/p>\n\n\n\n<h3 id=\"\u7b2c\u4e8c\u6b21\u8bf7\u6c42-json-\u793a\u4f8b\" class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u6b21\u8bf7\u6c42 JSON \u793a\u4f8b<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"model\": \"qwen-flash\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"call_a4b2372b98b1492681255a\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"controlLEDBrightness\",\n            \"arguments\": \"{\\\"level\\\": 5}\"\n          }\n        }\n      &#93;\n    },\n    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"call_a4b2372b98b1492681255a\",\n      \"content\": \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\"\n    }\n  ],\n  \"temperature\": 0.1\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">messages<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">system<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">user<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      &#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_call_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  ]<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">temperature<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: <\/span><span style=\"color: #B48EAD\">0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 id=\"messages-\u6570\u7ec4\u7684\u56db\u4e2a\u89d2\u8272\" class=\"wp-block-heading\"><strong><code>messages<\/code>&nbsp;\u6570\u7ec4\u7684\u56db\u4e2a\u89d2\u8272<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684&nbsp;<code>messages<\/code>&nbsp;\u6570\u7ec4\u5305\u542b\u56db\u6761\u6d88\u606f\uff0c\u5b83\u4eec\u5171\u540c\u6784\u6210\u4e86<strong>\u5b8c\u6574\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u987a\u5e8f<\/th><th class=\"has-text-align-left\" data-align=\"left\">role<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4f5c\u7528<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td><code>system<\/code><\/td><td>\u8bbe\u5b9a AI \u7684\u89d2\u8272\uff0c\u5e76\u660e\u786e\u8981\u6c42\u5b83&#8221;\u6839\u636e\u6267\u884c\u7ed3\u679c\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988&#8221;<\/td><\/tr><tr><td>2<\/td><td><code>user<\/code><\/td><td>\u7528\u6237\u7684\u539f\u59cb\u6307\u4ee4\uff08\u4e0e\u7b2c\u4e00\u6b21\u8bf7\u6c42\u76f8\u540c\uff09<\/td><\/tr><tr><td>3<\/td><td><code>assistant<\/code><\/td><td><strong>AI \u7684\u7b2c\u4e00\u6b21\u54cd\u5e94<\/strong>\uff0c\u5305\u542b\u5b83\u8981\u6c42\u8c03\u7528\u7684 Tool Calls\u3002\u6ce8\u610f\u8fd9\u91cc\u4e0d\u662f&nbsp;<code>content<\/code>\uff0c\u800c\u662f&nbsp;<code>tool_calls<\/code><\/td><\/tr><tr><td>4<\/td><td><code>tool<\/code><\/td><td><strong>ESP32 \u7684\u6267\u884c\u7ed3\u679c\u53cd\u9988<\/strong>\uff0c\u544a\u8bc9 AI &#8220;\u6211\u5df2\u7ecf\u6267\u884c\u4e86\u64cd\u4f5c\uff0c\u8fd9\u662f\u7ed3\u679c&#8221;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"\u91cd\u70b9\u89e3\u6790role-tool-\u6d88\u606f\" class=\"wp-block-heading\"><strong>\u91cd\u70b9\u89e3\u6790\uff1a<code>role: \"tool\"<\/code>&nbsp;\u6d88\u606f<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"call_a4b2372b98b1492681255a\",\n      \"content\": \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\"\n    }<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_call_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f Follow-up \u673a\u5236\u4e2d<strong>\u6700\u5173\u952e<\/strong>\u7684\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>role<\/code>: &#8220;tool&#8221;<\/strong>\uff1a\u58f0\u660e\u8fd9\u662f\u4e00\u6761&#8221;\u5de5\u5177\u6267\u884c\u7ed3\u679c&#8221;\u6d88\u606f\u3002AI \u5e73\u53f0\u770b\u5230\u8fd9\u4e2a\u89d2\u8272\uff0c\u5c31\u77e5\u9053\u8fd9\u4e0d\u662f\u7528\u6237\u8bf4\u7684\u8bdd\uff0c\u800c\u662f\u67d0\u4e2a Tool Call \u7684\u6267\u884c\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong><code>tool_call_id<\/code><\/strong>\uff1a\u5fc5\u987b\u4e0e\u7b2c\u4e00\u6b21\u54cd\u5e94\u4e2d AI \u8fd4\u56de\u7684&nbsp;<code>tool_calls[0].id<\/code>&nbsp;<strong>\u5b8c\u5168\u4e00\u81f4<\/strong>\u3002\u8fd9\u662f AI \u5e73\u53f0\u5339\u914d&#8221;\u54ea\u4e2a\u5de5\u5177\u8c03\u7528\u5bf9\u5e94\u54ea\u4e2a\u7ed3\u679c&#8221;\u7684\u4f9d\u636e\u3002<\/li>\n\n\n\n<li><strong><code>content<\/code><\/strong>\uff1a\u6267\u884c\u7ed3\u679c\u7684\u63cf\u8ff0\u6587\u672c\u3002\u8fd9\u6bb5\u6587\u5b57\u4f1a\u88ab AI \u6a21\u578b\u8bfb\u53d6\uff0c\u5e76\u4f5c\u4e3a\u751f\u6210\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u7684\u53c2\u8003\u3002<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\ud83d\udca1&nbsp;<strong>\u4e3a\u4ec0\u4e48\u9700\u8981&nbsp;<code>tool_call_id<\/code>\uff1f<\/strong>&nbsp;\u56e0\u4e3a\u4e00\u6b21\u5bf9\u8bdd\u4e2d\u53ef\u80fd\u6709\u591a\u4e2a Tool Calls\uff08\u6bd4\u5982\u540c\u65f6\u5f00\u706f\u548c\u8c03\u8282\u4eae\u5ea6\uff09\uff0cAI \u9700\u8981\u901a\u8fc7 ID \u6765\u786e\u8ba4\u6bcf\u4e2a&nbsp;<code>tool<\/code>&nbsp;\u6d88\u606f\u5bf9\u5e94\u7684\u662f\u54ea\u4e2a\u5de5\u5177\u8c03\u7528\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"\u91cd\u70b9\u89e3\u6790role-assistant-\u4e2d\u7684-tool_calls\" class=\"wp-block-heading\"><strong>\u91cd\u70b9\u89e3\u6790\uff1a<code>role: \"assistant\"<\/code>&nbsp;\u4e2d\u7684&nbsp;<code>tool_calls<\/code><\/strong><\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"call_a4b2372b98b1492681255a\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"controlLEDBrightness\",\n            \"arguments\": \"{\\\"level\\\": 5}\"\n          }\n        }\n      &#93;\n    }<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6761\u6d88\u606f<strong>\u5b8c\u5168\u590d\u5236\u4e86 AI \u7b2c\u4e00\u6b21\u8fd4\u56de\u7684 Tool Calls \u5185\u5bb9<\/strong>\u3002\u5b83\u7684\u4f5c\u7528\u662f\u544a\u8bc9 AI\uff1a&#8221;\u8fd9\u662f\u4f60\u521a\u624d\u8981\u6c42\u6211\u6267\u884c\u7684\u64cd\u4f5c&#8221;\u3002\u8fd9\u6837 AI \u5c31\u80fd\u7406\u89e3\u4e0a\u4e0b\u6587\uff0c\u77e5\u9053&#8221;\u6211\u8981\u6c42\u8c03\u4eae\u5ea6\u52305\uff0c\u73b0\u5728 ESP32 \u544a\u8bc9\u6211\u5df2\u7ecf\u6267\u884c\u4e86&#8221;\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u9636\u6bb5\uff1a\u89e3\u6790 AI \u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u6536\u5230\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u540e\uff0c\u4f1a\u5206\u6790\u5bf9\u8bdd\u5386\u53f2\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528\u6237\u8981\u6c42&#8221;LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927&#8221;<\/li>\n\n\n\n<li>AI \u4e4b\u524d\u8981\u6c42\u8c03\u7528&nbsp;<code>controlLEDBrightness(level=5)<\/code><\/li>\n\n\n\n<li>ESP32 \u62a5\u544a&#8221;LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b&#8221;<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\uff0cAI \u4f1a\u751f\u6210\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\u56de\u590d\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">&#8220;\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01&#8221;<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"\u7b2c\u4e8c\u6b21\u54cd\u5e94-json-\u7ed3\u6784\" class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u6b21\u54cd\u5e94 JSON \u7ed3\u6784<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u4fbf\u4e8e\u60a8\u7684\u7406\u89e3\uff0c\u6211\u4eec\u5c06\u7b80\u5316\u540e\u7684<strong>\u7b2c\u4e8c\u6b21\u54cd\u5e94 JSON<\/strong>\u5c55\u793a\u5728\u4e0b\u9762\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"choices\": &#91;\n    {\n      \"finish_reason\": \"stop\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728\",\n        \"role\": \"assistant\"\n      }\n    }\n  &#93;,\n  \"created\": 1782587267,\n  \"id\": \"chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 16,\n    \"prompt_tokens\": 90,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 106\n  }\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">finish_reason<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">stop<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">created<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1782587267<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chat.completion<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">usage<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">completion_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">16<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">90<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens_details<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">cached_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">total_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">106<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u8fd9\u91cc\u7684&nbsp;<code>finish_reason<\/code>&nbsp;\u662f&nbsp;<code>\"stop\"<\/code>&nbsp;\u800c\u4e0d\u662f&nbsp;<code>\"tool_calls\"<\/code>\uff0c\u8bf4\u660e AI \u8fd9\u6b21\u6ca1\u6709\u8981\u6c42\u8c03\u7528\u5de5\u5177\uff0c\u800c\u662f\u76f4\u63a5\u7ed9\u51fa\u4e86\u6587\u672c\u56de\u590d\u3002ESP32 \u53ea\u9700\u8981\u63d0\u53d6&nbsp;<code>message.content<\/code>&nbsp;\u5e76\u663e\u793a\u51fa\u6765\u5373\u53ef\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u8282\u793a\u4f8b\u7a0b\u5e8f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u5e2e\u52a9\u60a8\u66f4\u597d\u7684\u7406\u89e3\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u4ee5\u4e0b\u793a\u4f8b\u7a0b\u5e8f\u5411\u60a8\u8bb2\u89e3 Follow-up Tool Calls\uff08\u540e\u7eed\u5de5\u5177\u8c03\u7528\uff09\u662f\u5982\u4f55\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"border-width:1px;border-top-left-radius:6px;border-top-right-radius:6px;border-bottom-left-radius:6px;border-bottom-right-radius:6px\"><strong>\u6ce8\u610f<\/strong><br><br>\u672c\u7a0b\u5e8f\u9700\u8981\u914d\u5408my_info.h\u4ee3\u7801\u4f7f\u7528\uff0c\u5426\u5219\u7a0b\u5e8f\u5c06\u65e0\u6cd5\u6b63\u5e38\u7f16\u8bd1\u3002<br>\u8bf7\u70b9\u51fb\u4ee5\u4e0b\u94fe\u63a5\u524d\u5f80\u8be5\u4ee3\u7801\u9875\u9762\uff0c\u590d\u5236\u4e0b\u8f7d\u8be5\u4ee3\u7801\uff1a<br><br><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/my_info_h-code-description\/\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/my_info_h-code-description\/<\/a><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#d8dee9ff;--cbp-line-number-width:calc(3 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\/* \n * ESP32 AI\u5e73\u53f0\u8c03\u7528 Follow-up Tool Calls \u793a\u4f8b\n * \n * \u529f\u80fd\u63cf\u8ff0\uff1a\n * \u672c\u7a0b\u5e8f\u4e13\u95e8\u4e3aESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u8bbe\u8ba1\uff0c\u6f14\u793a\u5982\u4f55\u5b9e\u73b0LLM\u6a21\u578b\u7684Follow-up Tool Calls\u529f\u80fd\u3002\n * \u7a0b\u5e8f\u9996\u5148\u901a\u8fc7Tool Calls\u63a7\u5236LED\uff0c\u7136\u540e\u5c06\u6267\u884c\u7ed3\u679c\u518d\u6b21\u53d1\u9001\u7ed9LLM\uff0c\u83b7\u53d6\u66f4\u81ea\u7136\u7684\u7528\u6237\u53cd\u9988\u3002\n * \n * Follow-up Tool Calls\u6d41\u7a0b\uff1a\n * 1. \u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001\u7528\u6237\u6307\u4ee4\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94\n * 2. \u6267\u884cTool Calls\uff1a\u63a7\u5236LED\u7684\u5f00\u5173\u6216\u4eae\u5ea6\n * 3. \u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff1a\u5c06Tool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\u53d1\u9001\u7ed9LLM\n * 4. \u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff1aLLM\u6839\u636e\u6267\u884c\u7ed3\u679c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u590d\n * \n * \u672c\u7a0b\u5e8f\u652f\u6301\u7684\u6307\u4ee4\u7c7b\u578b\uff1a\n * - \u6253\u5f00\/\u5173\u95edLED\uff08\u5982\"\u6253\u5f00LED\"\u3001\"\u5173\u95edLED\"\uff09\n * - \u8c03\u8282LED\u4eae\u5ea6\uff08\u5982\"\u628aLED\u8c03\u5230\u4eae\u5ea6\u6700\u5927\"\u3001\"\u5c06LED\u4eae\u5ea6\u8c03\u5230\u4e2d\u7b49\"\uff09\n * \n * \u4f5c\u8005\uff1aTaichi-Maker\n * \u4f5c\u8005\u5b98\u7f51\uff1ahttp:\/\/ai.taichi-maker.com\n * \u521b\u5efa\u65e5\u671f\uff1a2026\u5e7406\u670827\u65e5\n * \u7248\u672c\uff1a1.1.7\n * \n * \u786c\u4ef6\u8981\u6c42\uff1a\n * - ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\uff08\u5185\u7f6e\u4e00\u9897WS2812 LED\uff0c\u6570\u636e\u5f15\u811a\u8fde\u63a5\u5230GPIO 48\uff09\n * \n * \u6240\u9700\u8f6f\u4ef6\u5e93\uff1a\n * - FastLED\u5e93\n * - ArduinoJson\u5e93\uff08\u7248\u672c7.0.0\u6216\u66f4\u9ad8\uff09--\u7528\u4e8e\u5904\u7406JSON\u6570\u636e\n * \n * \u914d\u7f6e\u8bf4\u660e\uff1a\n * 1. \u8bf7\u5148\u901a\u8fc7Arduino IDE\u7684\u5e93\u7ba1\u7406\u5668\u5b89\u88c5FastLED\u3001ArduinoJson\u3002\n * 2. \u5728my_info.h\u6587\u4ef6\u4e2d\u586b\u5199\u60a8\u7684Wi-Fi\u540d\u79f0\uff08ssid\uff09\u548c\u5bc6\u7801\uff08password\uff09\u3002\n * 3. \u5728my_info.h\u6587\u4ef6\u4e2d\u5c06ai_api_key\u66ff\u6362\u4e3a\u60a8\u4eceAI\u5e73\u53f0\u83b7\u53d6\u7684\u6709\u6548API\u5bc6\u94a5\uff08\u5207\u52ff\u6cc4\u9732\uff01\uff09\u3002\n * 4. \u786e\u4fdd\u5f00\u53d1\u677f\u5df2\u6b63\u786e\u8fde\u63a5\u5230\u7535\u8111\uff0c\u5e76\u9009\u62e9\u6b63\u786e\u7684\u5f00\u53d1\u677f\u578b\u53f7\u4e0e\u7aef\u53e3\u3002\n * \n * \u4f7f\u7528\u65b9\u6cd5\uff1a\n * 1. \u5c06\u672c\u7a0b\u5e8f\u4e0a\u4f20\u81f3ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u3002\n * 2. \u6253\u5f00\u4e32\u53e3\u76d1\u89c6\u5668\uff08\u6ce2\u7279\u7387\u8bbe\u7f6e\u4e3a115200\uff09\u3002\n * 3. \u7a0b\u5e8f\u4f1a\u81ea\u52a8\u8fde\u63a5Wi-Fi\u5e76\u53d1\u9001\u7528\u6237\u6307\u4ee4\u7ed9AI\u5e73\u53f0\u3002\n * 4. \u89c2\u5bdf\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\u548cLED\u63a7\u5236\u6267\u884c\u8fc7\u7a0b\u3002\n * 5. \u89c2\u5bdf\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u548cLLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\n * \n * \u6ce8\u610f\u4e8b\u9879\uff1a\n * - \u672c\u4f8b\u4f7f\u7528client.setInsecure()\u8df3\u8fc7\u4e86SSL\u8bc1\u4e66\u9a8c\u8bc1\uff0c\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883\uff1b\n *   \u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5e94\u4f7f\u7528\u6709\u6548\u8bc1\u4e66\u4ee5\u786e\u4fdd\u901a\u4fe1\u5b89\u5168\u3002\n * - \u4eae\u5ea6\u7ea7\u522b\u4e3a1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae\u3002\n * \n * \u517c\u5bb9\u6027\u8bf4\u660e\uff1a\n * \u672c\u7a0b\u5e8f\u4e13\u4e3aESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u8bbe\u8ba1\uff0c\u5df2\u5728ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u4e0a\u6d4b\u8bd5\u901a\u8fc7\u3002\n * \n * \u8bb8\u53ef\u8bc1\uff1aMIT License\n * \n * \u7a0b\u5e8f\u6e90\uff1a\n * \u672c\u7a0b\u5e8f\u6e90\u81ea\u592a\u6781\u521b\u5ba2\u56e2\u961f\u7cbe\u5fc3\u5f00\u53d1\u7684\u300aAI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b\u300b\u3002\u8be5\u6559\u7a0b\u4e13\u4e3a\u70ed\u7231\u79d1\u6280\u521b\u65b0\u3001\u70ed\u8877\u4e8e\u52a8\u624b\u5b9e\u8df5\n * \u7684\u521b\u5ba2\u7231\u597d\u8005\u4e0e\u521d\u5b66\u8005\u91cf\u8eab\u6253\u9020\uff0c\u662f\u4e00\u5957\u5b8c\u5168\u514d\u8d39\u3001\u5f00\u6e90\u4e14\u6ce8\u91cd\u5b9e\u6218\u7684AIoT\uff08\u4eba\u5de5\u667a\u80fd\u7269\u8054\u7f51\uff09\u5165\u95e8\u5b66\u4e60\u8d44\u6e90\u3002\n * \n * \u901a\u8fc7\u672c\u6559\u7a0b\uff0c\u60a8\u53ef\u4ee5\u7cfb\u7edf\u5730\u638c\u63e1\u4ece\u9879\u76ee\u6784\u601d\u3001\u65b9\u6848\u8bbe\u8ba1\u3001\u8f6f\u786c\u4ef6\u9009\u578b\uff0c\u5230\u5b9e\u9645\u642d\u5efa\u3001\u7cfb\u7edf\u96c6\u6210\u4e0e\u8c03\u8bd5\u4f18\u5316\u7684\n * \u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\u3002\n * \u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u94fe\u63a5\u83b7\u5f97\u66f4\u591a\u5173\u4e8e\u672c\u6559\u7a0b\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a\n * http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial\/\n *\/\n#include &lt;WiFi.h>\n#include &lt;WiFiClientSecure.h>\n#include &lt;HTTPClient.h>\n#include &lt;ArduinoJson.h>\n#include \"my_info.h\"\n\n\/\/ \u5f15\u5165FastLED\u5e93\n#include &lt;FastLED.h>\n\n\/\/ LED\u914d\u7f6e\n#define DATA_PIN 48\n#define NUM_LEDS 1\nCRGB leds&#91;NUM_LEDS&#93;;\n\nString userCommand = \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\";\n\nconst char* ai_payload_first_template = R\"rawliteral({\n  \"model\": \"qwen-flash\",\n  \"messages\": &#91;\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"{{USER_COMMAND}}\"\n    }\n  &#93;,\n  \"tools\": [\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDOnOFF\",\n        \"description\": \"\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"action\": {\n              \"type\": \"string\",\n              \"description\": \"LED\u63a7\u5236\u52a8\u4f5c\",\n              \"enum\": &#91;\"on\", \"off\"&#93;\n            }\n          },\n          \"required\": &#91;\"action\"&#93;\n        }\n      }\n    },\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDBrightness\",\n        \"description\": \"\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"level\": {\n              \"type\": \"integer\",\n              \"description\": \"\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae\",\n              \"minimum\": 1,\n              \"maximum\": 5\n            }\n          },\n          \"required\": &#91;\"level\"&#93;\n        }\n      }\n    }\n  ],\n  \"tool_choice\": \"auto\",\n  \"temperature\": 0.1\n})rawliteral\";\n\nconst char* ai_payload_second_template = R\"rawliteral({\n  \"model\": \"qwen-flash\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"{{USER_COMMAND}}\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"{{TOOL_CALL_ID}}\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"{{TOOL_CALL_NAME}}\",\n            \"arguments\": \"{{TOOL_CALL_ARGUMENTS}}\"\n          }\n        }\n      &#93;\n    },\n    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"{{TOOL_CALL_ID}}\",\n      \"content\": \"{{EXECUTION_RESULT}}\"\n    }\n  ],\n  \"temperature\": 0.1\n})rawliteral\";\n\nWiFiClientSecure client;\nHTTPClient https;\n\nString firstToolCallResponse = \"\";\nString firstToolCallId = \"\";\nString firstToolCallName = \"\";\nString firstToolCallArguments = \"\";\nString toolExecutionResult = \"\";\n\nvoid setup() {\n  Serial.begin(115200);\n  delay(1000);\n\n  \/\/ \u521d\u59cb\u5316FastLED\n  FastLED.addLeds&lt;WS2812, DATA_PIN, GRB>(leds, NUM_LEDS);\n  FastLED.setBrightness(128);\n  leds&#91;0&#93; = CRGB::White;\n  FastLED.show();\n  Serial.println(\"FastLED initialized successfully!\");\n\n  WiFi.begin(ssid, password);\n  while (WiFi.status() != WL_CONNECTED) {\n    delay(500);\n    Serial.print(\".\");\n  }\n  Serial.println();\n\n  client.setInsecure();\n  client.setTimeout(15);\n\n  Serial.println();\n  Serial.println(\"---------- AI Platform Config ----------\");\n  Serial.print(\"AI Platform API Endpoint: \");\n  Serial.print(ai_host);\n  Serial.println(ai_endpoint);\n  Serial.println();\n  Serial.print(\"\u4e00\u5207\u5c31\u7eea\uff0c\u7b49\u5f85\u51e0\u79d2\u949f\uff0c\u4fbf\u4e8e\u60a8\u89c2\u5bdf\u677f\u4e0aLED\u72b6\u6001.\");\n  delay(5000);\n\n  Serial.println(\"========== Follow-up Tool Calls \u793a\u4f8b\u5f00\u59cb ==========\");\n  callAIPlatformFirst();\n  callAIPlatformSecond();\n  Serial.println(\"\\n========== Follow-up Tool Calls \u793a\u4f8b\u7ed3\u675f ==========\");\n}\n\nvoid loop() {\n  delay(10);\n}\n\n\/\/ ==================== LED\u63a7\u5236\u51fd\u6570\uff08FastLED\u7248\u672c\uff09 ====================\n\nString controlLEDOnOFF(String action) {\n  Serial.print(\"\u63a7\u5236LED\u5f00\u5173: \");\n  Serial.println(action);\n  \n  String resultDescription = \"\";\n  if (action == \"on\") {\n    leds&#91;0&#93; = CRGB::White;\n    FastLED.show();\n    resultDescription = \"LED\u5df2\u6210\u529f\u6253\u5f00\";\n  } else if (action == \"off\") {\n    leds&#91;0&#93; = CRGB::Black;\n    FastLED.show();\n    resultDescription = \"LED\u5df2\u6210\u529f\u5173\u95ed\";\n  } else {\n    resultDescription = \"LED\u63a7\u5236\u5931\u8d25\uff1a\u65e0\u6548\u7684\u63a7\u5236\u6307\u4ee4\";\n  }\n  return resultDescription;\n}\n\nString controlLEDBrightness(int level) {\n  Serial.print(\"\u63a7\u5236LED\u4eae\u5ea6: \u7ea7\u522b \");\n  Serial.println(level);\n  \n  String resultDescription = \"\";\n  if (level >= 1 &amp;&amp; level &lt;= 5) {\n    uint8_t brightness = map(level, 1, 5, 50, 255);\n    FastLED.setBrightness(brightness);\n    leds&#91;0&#93; = CRGB::White;\n    FastLED.show();\n    \n    String levelDescription;\n    switch (level) {\n      case 1: levelDescription = \"\u6700\u6697\"; break;\n      case 2: levelDescription = \"\u8f83\u6697\"; break;\n      case 3: levelDescription = \"\u4e2d\u7b49\"; break;\n      case 4: levelDescription = \"\u8f83\u4eae\"; break;\n      case 5: levelDescription = \"\u6700\u4eae\"; break;\n    }\n    resultDescription = \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\" + levelDescription + \"\u7ea7\u522b\";\n  } else {\n    resultDescription = \"\u4eae\u5ea6\u8c03\u8282\u5931\u8d25\uff1a\u65e0\u6548\u7684\u4eae\u5ea6\u7ea7\u522b\";\n  }\n  return resultDescription;\n}\n\n\n\/* \n * -------------- \u7b2c\u4e00\u6b21\u5411AI\u5e73\u53f0\u53d1\u9001HTTPS\u8bf7\u6c42\u7684\u51fd\u6570 --------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u6784\u9020\u5b8c\u6574\u7684HTTPS\u8bf7\u6c42URL\uff08\u57fa\u4e8emy_info.h\u4e2d\u5b9a\u4e49\u7684\u4e3b\u673a\u3001\u7aef\u53e3\u548c\u8def\u5f84\uff09\n * 2. \u8bbe\u7f6e\u8bf7\u6c42\u5934\uff1aContent-Type\u4e3aapplication\/json\uff0cAuthorization\u4e3aBearer + API\u5bc6\u94a5\n * 3. \u53d1\u9001POST\u8bf7\u6c42\uff0c\u643a\u5e26\u5305\u542bTool Call\u5b9a\u4e49\u7684JSON\u8bf7\u6c42\u4f53\n * 4. \u63a5\u6536\u5e76\u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\u548c\u54cd\u5e94\u5185\u5bb9\n * 5. \u89e3\u6790\u54cd\u5e94\u4e2d\u7684Tool Call\u53c2\u6570\u5e76\u6267\u884c\u76f8\u5e94\u64cd\u4f5c\n * 6. \u5b58\u50a8Tool Calls\u54cd\u5e94\u4fe1\u606f\uff0c\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42\n *\/\nvoid callAIPlatformFirst() {\n  Serial.println(\"\\n>>> \u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001\u7528\u6237\u6307\u4ee4\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94...\");\n\n  \/\/ \u6784\u9020Authorization\u8bf7\u6c42\u5934\uff1a\u683c\u5f0f\u4e3a\"Bearer &lt;your-api-key>\"\n  String auth = \"Bearer \";\n  auth += ai_api_key;\n\n  \/\/ \u6784\u9020\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684JSON\u4f53\n  String firstPayload = buildFirstPayload();\n  \n  Serial.println(\"----- \u7b2c\u4e00\u6b21\u8bf7\u6c42JSON -----\");\n  Serial.println(firstPayload);\n  Serial.println(\"----- \u8bf7\u6c42JSON\u7ed3\u675f -----\");\n\n  \/\/ \u521d\u59cb\u5316HTTPS\u8fde\u63a5\uff08\u4f7f\u7528client\u3001\u4e3b\u673a\u540d\u3001\u7aef\u53e3\u3001API\u8def\u5f84\uff09\n  if (https.begin(client, ai_host, ai_port, ai_endpoint)) {\n\n    \/\/ \u8bbe\u7f6e\u8d85\u65f6\u65f6\u95f4\uff08\u6beb\u79d2\uff09- \u589e\u52a0\u8d85\u65f6\u65f6\u95f4\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u8bf7\u6c42\n    https.setTimeout(20000); \/\/ 20\u79d2\u8d85\u65f6\n    https.setConnectTimeout(10000); \/\/ 10\u79d2\u8fde\u63a5\u8d85\u65f6\n\n    Serial.println(\"HTTPS\u8fde\u63a5\u5df2\u521d\u59cb\u5316\uff0c\u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42...\");\n\n    \/\/ \u6dfb\u52a0\u5fc5\u8981\u7684HTTP\u8bf7\u6c42\u5934\n    https.addHeader(\"Content-Type\", \"application\/json\");\n    https.addHeader(\"Authorization\", auth);\n\n    \/\/ \u53d1\u9001POST\u8bf7\u6c42\uff0c\u5e76\u83b7\u53d6HTTP\u72b6\u6001\u7801\n    int httpCode = https.POST(firstPayload);\n\n    if (httpCode > 0) {\n      \/\/ \u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\uff08\u5982200\u8868\u793a\u6210\u529f\uff09\n      Serial.printf(\"HTTP\u54cd\u5e94\u72b6\u6001\u7801: %d\\n\", httpCode);\n\n      \/\/ \u5982\u679c\u54cd\u5e94\u6210\u529f\uff08HTTP 200 OK\uff09\n      if (httpCode == HTTP_CODE_OK) {\n        \/\/ \u83b7\u53d6\u5b8c\u6574\u7684\u54cd\u5e94\u5b57\u7b26\u4e32\n        String resp = https.getString();\n        Serial.println(\"----- \u7b2c\u4e00\u6b21\u54cd\u5e94 -----\");\n        Serial.println(resp);  \/\/ \u6253\u5370AI\u8fd4\u56de\u7684\u5b8c\u6574JSON\n        Serial.println(\"----- \u54cd\u5e94\u7ed3\u675f -----\");\n        \n        \/\/ \u5b58\u50a8\u7b2c\u4e00\u6b21\u54cd\u5e94\uff0c\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42\n        firstToolCallResponse = resp;\n        \n        \/\/ \u89e3\u6790Tool Call\u54cd\u5e94\u5e76\u6267\u884c\u64cd\u4f5c\n        parseToolCallResponse(resp);\n      }\n    } else {\n      \/\/ \u6253\u5370HTTP\u9519\u8bef\u4fe1\u606f\uff08\u5982\u8fde\u63a5\u5931\u8d25\u3001\u8d85\u65f6\u7b49\uff09\n      Serial.printf(\"HTTP\u9519\u8bef: %s\\n\", https.errorToString(httpCode).c_str());\n      Serial.printf(\"\u9519\u8bef\u4ee3\u7801: %d\\n\", httpCode);\n    }\n\n    \/\/ \u7ed3\u675f\u672c\u6b21HTTP\u4f1a\u8bdd\uff0c\u91ca\u653e\u8d44\u6e90\n    https.end();\n  } else {\n    \/\/ \u5982\u679c\u65e0\u6cd5\u5efa\u7acbHTTPS\u8fde\u63a5\uff0c\u6253\u5370\u9519\u8bef\u63d0\u793a\n    Serial.println(\"\u65e0\u6cd5\u8fde\u63a5\u5230\u670d\u52a1\u5668\");\n  }\n}\n\n\/* \n * -------------- \u7b2c\u4e8c\u6b21\u5411AI\u5e73\u53f0\u53d1\u9001HTTPS\u8bf7\u6c42\u7684\u51fd\u6570 --------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u6784\u9020\u5305\u542bTool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\u7684JSON\u8bf7\u6c42\u4f53\n * 2. \u8bbe\u7f6e\u8bf7\u6c42\u5934\uff1aContent-Type\u4e3aapplication\/json\uff0cAuthorization\u4e3aBearer + API\u5bc6\u94a5\n * 3. \u53d1\u9001POST\u8bf7\u6c42\uff0c\u643a\u5e26\u5305\u542b\u5bf9\u8bdd\u5386\u53f2\u548c\u6267\u884c\u7ed3\u679c\u7684JSON\u8bf7\u6c42\u4f53\n * 4. \u63a5\u6536\u5e76\u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\u548c\u54cd\u5e94\u5185\u5bb9\n * 5. \u89e3\u6790\u5e76\u663e\u793aLLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n *\/\nvoid callAIPlatformSecond() {\n  Serial.println(\"\\n>>> \u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001Tool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\uff0c\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988...\");\n\n  \/\/ \u6784\u9020Authorization\u8bf7\u6c42\u5934\uff1a\u683c\u5f0f\u4e3a\"Bearer &lt;your-api-key>\"\n  String auth = \"Bearer \";\n  auth += ai_api_key;\n\n  \/\/ \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53\n  String secondPayload = buildSecondPayload();\n  \n  Serial.println(\"----- \u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON -----\");\n  Serial.println(secondPayload);\n  Serial.println(\"----- \u8bf7\u6c42JSON\u7ed3\u675f -----\");\n\n  \/\/ \u521d\u59cb\u5316HTTPS\u8fde\u63a5\uff08\u4f7f\u7528client\u3001\u4e3b\u673a\u540d\u3001\u7aef\u53e3\u3001API\u8def\u5f84\uff09\n  if (https.begin(client, ai_host, ai_port, ai_endpoint)) {\n\n    \/\/ \u8bbe\u7f6e\u8d85\u65f6\u65f6\u95f4\uff08\u6beb\u79d2\uff09\n    https.setTimeout(20000); \/\/ 20\u79d2\u8d85\u65f6\n    https.setConnectTimeout(10000); \/\/ 10\u79d2\u8fde\u63a5\u8d85\u65f6\n\n    Serial.println(\"HTTPS\u8fde\u63a5\u5df2\u521d\u59cb\u5316\uff0c\u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42...\");\n\n    \/\/ \u6dfb\u52a0\u5fc5\u8981\u7684HTTP\u8bf7\u6c42\u5934\n    https.addHeader(\"Content-Type\", \"application\/json\");\n    https.addHeader(\"Authorization\", auth);\n\n    \/\/ \u53d1\u9001POST\u8bf7\u6c42\uff0c\u5e76\u83b7\u53d6HTTP\u72b6\u6001\u7801\n    int httpCode = https.POST(secondPayload);\n\n    if (httpCode > 0) {\n      \/\/ \u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\uff08\u5982200\u8868\u793a\u6210\u529f\uff09\n      Serial.printf(\"HTTP\u54cd\u5e94\u72b6\u6001\u7801: %d\\n\", httpCode);\n\n      \/\/ \u5982\u679c\u54cd\u5e94\u6210\u529f\uff08HTTP 200 OK\uff09\n      if (httpCode == HTTP_CODE_OK) {\n        \/\/ \u83b7\u53d6\u5b8c\u6574\u7684\u54cd\u5e94\u5b57\u7b26\u4e32\n        String resp = https.getString();\n        Serial.println(\"----- \u7b2c\u4e8c\u6b21\u54cd\u5e94 -----\");\n        Serial.println(resp);  \/\/ \u6253\u5370AI\u8fd4\u56de\u7684\u5b8c\u6574JSON\n        Serial.println(\"----- \u54cd\u5e94\u7ed3\u675f -----\");\n        \n        \/\/ \u89e3\u6790\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n        parseSecondResponse(resp);\n      }\n    } else {\n      \/\/ \u6253\u5370HTTP\u9519\u8bef\u4fe1\u606f\uff08\u5982\u8fde\u63a5\u5931\u8d25\u3001\u8d85\u65f6\u7b49\uff09\n      Serial.printf(\"HTTP\u9519\u8bef: %s\\n\", https.errorToString(httpCode).c_str());\n      Serial.printf(\"\u9519\u8bef\u4ee3\u7801: %d\\n\", httpCode);\n    }\n\n    \/\/ \u7ed3\u675f\u672c\u6b21HTTP\u4f1a\u8bdd\uff0c\u91ca\u653e\u8d44\u6e90\n    https.end();\n  } else {\n    \/\/ \u5982\u679c\u65e0\u6cd5\u5efa\u7acbHTTPS\u8fde\u63a5\uff0c\u6253\u5370\u9519\u8bef\u63d0\u793a\n    Serial.println(\"\u65e0\u6cd5\u8fde\u63a5\u5230\u670d\u52a1\u5668\");\n  }\n}\n\n\/* \n * -------------- \u6784\u9020\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684JSON\u4f53 --------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u4f7f\u7528\u9884\u5b9a\u4e49\u7684JSON\u6a21\u677f\uff08ai_payload_first_template\uff09\n * 2. \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\u4e3a\u5b9e\u9645\u503c\n * 3. \u8fd4\u56de\u5b8c\u6574\u7684\u7b2c\u4e00\u6b21\u8bf7\u6c42JSON\u4f53\n * \n * \u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684\u7ed3\u6784\u66f4\u52a0\u76f4\u89c2\uff0c\u4fbf\u4e8e\u5b66\u4e60\u8005\u7406\u89e3Tool Calls\u7684\u5b9e\u73b0\n * \n * \u8fd4\u56de\u503c\uff1a\n * - String: \u6784\u9020\u597d\u7684\u7b2c\u4e00\u6b21\u8bf7\u6c42JSON\u4f53\n *\/\nString buildFirstPayload() {\n  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53\n  String payload = ai_payload_first_template;\n  \n  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\n  payload.replace(\"{{USER_COMMAND}}\", userCommand);\n  \n  return payload;\n}\n\n\/* \n * -------------- \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53 --------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u4f7f\u7528\u9884\u5b9a\u4e49\u7684JSON\u6a21\u677f\uff08ai_payload_second_template\uff09\n * 2. \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\n * 3. \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\u4e3a\u5b9e\u9645\u503c\n * 4. \u8fd4\u56de\u5b8c\u6574\u7684\u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON\u4f53\n * \n * \u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684\u7ed3\u6784\u66f4\u52a0\u76f4\u89c2\uff0c\u4fbf\u4e8e\u5b66\u4e60\u8005\u7406\u89e3Follow-up Tool Calls\u7684\u5b9e\u73b0\n * \n * \u8fd4\u56de\u503c\uff1a\n * - String: \u6784\u9020\u597d\u7684\u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON\u4f53\n *\/\nString buildSecondPayload() {\n  \/\/ \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\n  DynamicJsonDocument firstDoc(4096);\n  DeserializationError error = deserializeJson(firstDoc, firstToolCallResponse);\n  \n  if (error) {\n    Serial.print(\"\u7b2c\u4e00\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: \");\n    Serial.println(error.c_str());\n    return \"\";\n  }\n  \n  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53\n  String payload = ai_payload_second_template;\n  \n  \/\/ \u51c6\u5907\u66ff\u6362\u7684\u503c\n  String escapedArguments = firstToolCallArguments;\n  \/\/ \u8f6c\u4e49\u53c2\u6570\u5b57\u7b26\u4e32\u4e2d\u7684\u53cc\u5f15\u53f7\uff0c\u786e\u4fddJSON\u683c\u5f0f\u6b63\u786e\n  escapedArguments.replace(\"\\\"\", \"\\\\\\\"\");\n  \n  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\n  payload.replace(\"{{USER_COMMAND}}\", userCommand);\n  payload.replace(\"{{TOOL_CALL_ID}}\", firstToolCallId);\n  payload.replace(\"{{TOOL_CALL_NAME}}\", firstToolCallName);\n  payload.replace(\"{{TOOL_CALL_ARGUMENTS}}\", escapedArguments);\n  payload.replace(\"{{EXECUTION_RESULT}}\", toolExecutionResult);\n  \n  return payload;\n}\n\n\n\n\/* \n * -------------- \u89e3\u6790\u7b2c\u4e00\u6b21Tool Call\u54cd\u5e94\u7684\u51fd\u6570--------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u4f7f\u7528ArduinoJson\u5e93\u89e3\u6790JSON\u54cd\u5e94\n * 2. \u68c0\u67e5\u54cd\u5e94\u4e2d\u662f\u5426\u5305\u542btool_calls\u5b57\u6bb5\n * 3. \u63d0\u53d6\u51fd\u6570\u540d\u79f0\u548c\u53c2\u6570\n * 4. \u8c03\u7528\u7edf\u4e00\u7684LED\u63a7\u5236\u51fd\u6570\u6267\u884c\u64cd\u4f5c\n * 5. \u5b58\u50a8Tool Calls\u4fe1\u606f\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42\n *\/\nvoid parseToolCallResponse(String jsonResponse) {\n  \/\/ \u89e3\u6790JSON\u54cd\u5e94\n  DynamicJsonDocument doc(4096);\n  DeserializationError error = deserializeJson(doc, jsonResponse);\n  \n  if (error) {\n    Serial.print(\"JSON\u89e3\u6790\u5931\u8d25: \");\n    Serial.println(error.c_str());\n    return;\n  }\n  \n  \/\/ \u68c0\u67e5\u662f\u5426\u6709tool_calls\n  if (doc.containsKey(\"choices\") &amp;&amp; doc&#91;\"choices\"&#93;.size() > 0) {\n    JsonObject choice = doc&#91;\"choices\"&#93;&#91;0&#93;;\n    JsonObject message = choice&#91;\"message\"&#93;;\n    \n    if (message.containsKey(\"tool_calls\") &amp;&amp; message&#91;\"tool_calls\"&#93;.size() > 0) {\n      JsonObject toolCall = message&#91;\"tool_calls\"&#93;&#91;0&#93;;\n      JsonObject function = toolCall&#91;\"function\"&#93;;\n      String functionName = function&#91;\"name\"&#93;.as&lt;String>();\n      \n      \/\/ \u5b58\u50a8Tool Calls\u4fe1\u606f\n      firstToolCallId = toolCall&#91;\"id\"&#93;.as&lt;String>();\n      firstToolCallName = functionName;\n      firstToolCallArguments = function&#91;\"arguments\"&#93;.as&lt;String>();\n      \n      Serial.print(\"\u68c0\u6d4b\u5230\u5de5\u5177\u8c03\u7528: \");\n      Serial.println(functionName);\n      Serial.print(\"Tool Call ID: \");\n      Serial.println(firstToolCallId);\n      Serial.print(\"Tool Call\u53c2\u6570: \");\n      Serial.println(firstToolCallArguments);\n      \n      if (functionName == \"controlLEDOnOFF\") {\n        \/\/ \u89e3\u6790LED\u5f00\u5173\u51fd\u6570\u53c2\u6570\n        DynamicJsonDocument argsDoc(512);\n        DeserializationError argsError = deserializeJson(argsDoc, firstToolCallArguments);\n        \n        if (argsError) {\n          Serial.print(\"\u53c2\u6570\u89e3\u6790\u5931\u8d25: \");\n          Serial.println(argsError.c_str());\n          return;\n        }\n        \n        String action = argsDoc&#91;\"action\"&#93;.as&lt;String>();\n        \n        Serial.print(\">>> \u7b2c\u4e8c\u6b65\uff1a\u6267\u884cTool Calls\uff0c\u63a7\u5236LED\u5f00\u5173...\");\n        Serial.print(\"\u6267\u884c\u52a8\u4f5c: \");\n        Serial.println(action);\n        \n        \/\/ \u8c03\u7528LED\u5f00\u5173\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c\n        toolExecutionResult = controlLEDOnOFF(action);\n        \n      } else if (functionName == \"controlLEDBrightness\") {\n        \/\/ \u89e3\u6790LED\u4eae\u5ea6\u51fd\u6570\u53c2\u6570\n        DynamicJsonDocument argsDoc(512);\n        DeserializationError argsError = deserializeJson(argsDoc, firstToolCallArguments);\n        \n        if (argsError) {\n          Serial.print(\"\u53c2\u6570\u89e3\u6790\u5931\u8d25: \");\n          Serial.println(argsError.c_str());\n          return;\n        }\n        \n        int level = argsDoc&#91;\"level\"&#93;.as&lt;int>();\n        \n        Serial.print(\">>> \u7b2c\u4e8c\u6b65\uff1a\u6267\u884cTool Calls\uff0c\u63a7\u5236LED\u4eae\u5ea6...\");\n        Serial.print(\"\u6267\u884c\u4eae\u5ea6\u8c03\u8282: \");\n        Serial.println(level);\n        \n        \/\/ \u8c03\u7528LED\u4eae\u5ea6\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c\n        toolExecutionResult = controlLEDBrightness(level);\n        \n      } else {\n        Serial.print(\"\u672a\u77e5\u51fd\u6570: \");\n        Serial.println(functionName);\n      }\n    } else {\n      \/\/ \u6ca1\u6709tool_calls\uff0c\u53ef\u80fd\u662f\u666e\u901a\u6587\u672c\u54cd\u5e94\n      Serial.println(\"\u672a\u68c0\u6d4b\u5230tool_calls\");\n      if (message.containsKey(\"content\")) {\n        String content = message&#91;\"content\"&#93;.as&lt;String>();\n        Serial.print(\"\u6a21\u578b\u56de\u590d: \");\n        Serial.println(content);\n      }\n    }\n  }\n}\n\n\/* \n * -------------- \u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94\u7684\u51fd\u6570--------------\n * \n * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a\n * 1. \u4f7f\u7528ArduinoJson\u5e93\u89e3\u6790JSON\u54cd\u5e94\n * 2. \u63d0\u53d6LLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n * 3. \u663e\u793a\u53cd\u9988\u5185\u5bb9\n *\/\nvoid parseSecondResponse(String jsonResponse) {\n  \/\/ \u89e3\u6790JSON\u54cd\u5e94\n  DynamicJsonDocument doc(4096);\n  DeserializationError error = deserializeJson(doc, jsonResponse);\n  \n  if (error) {\n    Serial.print(\"\u7b2c\u4e8c\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: \");\n    Serial.println(error.c_str());\n    return;\n  }\n  \n  \/\/ \u63d0\u53d6\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n  if (doc.containsKey(\"choices\") &amp;&amp; doc&#91;\"choices\"&#93;.size() > 0) {\n    JsonObject choice = doc&#91;\"choices\"&#93;&#91;0&#93;;\n    JsonObject message = choice&#91;\"message\"&#93;;\n    \n    if (message.containsKey(\"content\") &amp;&amp; !message&#91;\"content\"&#93;.as&lt;String>().isEmpty()) {\n      String content = message&#91;\"content\"&#93;.as&lt;String>();\n      Serial.println(\">>> LLM\u81ea\u7136\u8bed\u8a00\u53cd\u9988:\");\n      Serial.println(content);\n    } else {\n      Serial.println(\"LLM\u6ca1\u6709\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988\");\n    }\n  } else {\n    Serial.println(\"\u65e0\u6cd5\u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94\");\n  }\n}\n\n\/*\n========================================================================\n \u3010\u9644\u5f55\u3011\u672c\u7a0b\u5e8f\u5b9e\u9645\u53d1\u9001\u7684HTTP\u8bf7\u6c42\u5185\u5bb9\uff08\u4f9b\u53c2\u8003\uff09\n========================================================================\n\n\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a\n\nPOST \/compatible-mode\/v1\/chat\/completions HTTP\/1.1\nHost: dashscope.aliyuncs.com\nContent-Type: application\/json\nAuthorization: Bearer sk-xxxxxxxxxxxxxxxxxxxxxxxx\nContent-Length: &#91;\u81ea\u52a8\u8ba1\u7b97&#93;\n\n{\n  \"model\": \"qwen-flash\",\n  \"messages\": &#91;\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    }\n  &#93;,\n  \"tools\": [\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDOnOFF\",\n        \"description\": \"\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"action\": {\n              \"type\": \"string\",\n              \"description\": \"LED\u63a7\u5236\u52a8\u4f5c\",\n              \"enum\": &#91;\"on\", \"off\"&#93;\n            }\n          },\n          \"required\": &#91;\"action\"&#93;\n        }\n      }\n    },\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDBrightness\",\n        \"description\": \"\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"level\": {\n              \"type\": \"integer\",\n              \"description\": \"\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae\",\n              \"minimum\": 1,\n              \"maximum\": 5\n            }\n          },\n          \"required\": &#91;\"level\"&#93;\n        }\n      }\n    }\n  ],\n  \"tool_choice\": \"auto\",\n  \"temperature\": 0.1\n}\n\n\u7b2c\u4e00\u6b21\u54cd\u5e94 \n{\n  \"choices\": [\n    {\n      \"finish_reason\": \"tool_calls\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\",\n        \"role\": \"assistant\",\n        \"tool_calls\": &#91;\n          {\n            \"function\": {\n              \"arguments\": \"{\\\"level\\\": 5}\",\n              \"name\": \"controlLEDBrightness\"\n            },\n            \"id\": \"call_a4b2372b98b1492681255a\",\n            \"index\": 0,\n            \"type\": \"function\"\n          }\n        &#93;\n      }\n    }\n  ],\n  \"created\": 1782587266,\n  \"id\": \"chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 21,\n    \"prompt_tokens\": 275,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 296\n  }\n}\n\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up Tool Calls\uff09\uff1a\n\nPOST \/compatible-mode\/v1\/chat\/completions HTTP\/1.1\nHost: dashscope.aliyuncs.com\nContent-Type: application\/json\nAuthorization: Bearer sk-xxxxxxxxxxxxxxxxxxxxxxxx\nContent-Length: &#91;\u81ea\u52a8\u8ba1\u7b97&#93;\n\n{\n  \"model\": \"qwen-flash\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"call_a4b2372b98b1492681255a\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"controlLEDBrightness\",\n            \"arguments\": \"{\\\"level\\\": 5}\"\n          }\n        }\n      &#93;\n    },\n    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"call_a4b2372b98b1492681255a\",\n      \"content\": \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\"\n    }\n  ],\n  \"temperature\": 0.1\n}\n\n\u7b2c\u4e8c\u6b21\u54cd\u5e94:\n\n{\n  \"choices\": &#91;\n    {\n      \"finish_reason\": \"stop\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728\",\n        \"role\": \"assistant\"\n      }\n    }\n  &#93;,\n  \"created\": 1782587267,\n  \"id\": \"chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 16,\n    \"prompt_tokens\": 90,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 106\n  }\n}\n * \n * \u8bf4\u660e\uff1a\n * - \u7b2c\u4e00\u6b21\u8bf7\u6c42\u7528\u4e8e\u83b7\u53d6Tool Calls\u54cd\u5e94\n * - \u7b2c\u4e8c\u6b21\u8bf7\u6c42\u5305\u542b\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u5305\u62ecTool Calls\u548c\u6267\u884c\u7ed3\u679c\n * - \u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e2d\u7684tool\u89d2\u8272\u6d88\u606f\u63d0\u4f9b\u4e86Tool Calls\u7684\u6267\u884c\u7ed3\u679c\n * - LLM\u6839\u636e\u6267\u884c\u7ed3\u679c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff0c\u63d0\u4f9b\u66f4\u53cb\u597d\u7684\u7528\u6237\u4f53\u9a8c\n * ========================================================================\n *\/<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * ESP32 AI\u5e73\u53f0\u8c03\u7528 Follow-up Tool Calls \u793a\u4f8b<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u529f\u80fd\u63cf\u8ff0\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u672c\u7a0b\u5e8f\u4e13\u95e8\u4e3aESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u8bbe\u8ba1\uff0c\u6f14\u793a\u5982\u4f55\u5b9e\u73b0LLM\u6a21\u578b\u7684Follow-up Tool Calls\u529f\u80fd\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u7a0b\u5e8f\u9996\u5148\u901a\u8fc7Tool Calls\u63a7\u5236LED\uff0c\u7136\u540e\u5c06\u6267\u884c\u7ed3\u679c\u518d\u6b21\u53d1\u9001\u7ed9LLM\uff0c\u83b7\u53d6\u66f4\u81ea\u7136\u7684\u7528\u6237\u53cd\u9988\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * Follow-up Tool Calls\u6d41\u7a0b\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001\u7528\u6237\u6307\u4ee4\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u6267\u884cTool Calls\uff1a\u63a7\u5236LED\u7684\u5f00\u5173\u6216\u4eae\u5ea6<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff1a\u5c06Tool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\u53d1\u9001\u7ed9LLM<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff1aLLM\u6839\u636e\u6267\u884c\u7ed3\u679c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u590d<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u672c\u7a0b\u5e8f\u652f\u6301\u7684\u6307\u4ee4\u7c7b\u578b\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u6253\u5f00\/\u5173\u95edLED\uff08\u5982&quot;\u6253\u5f00LED&quot;\u3001&quot;\u5173\u95edLED&quot;\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u8c03\u8282LED\u4eae\u5ea6\uff08\u5982&quot;\u628aLED\u8c03\u5230\u4eae\u5ea6\u6700\u5927&quot;\u3001&quot;\u5c06LED\u4eae\u5ea6\u8c03\u5230\u4e2d\u7b49&quot;\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u4f5c\u8005\uff1aTaichi-Maker<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u4f5c\u8005\u5b98\u7f51\uff1ahttp:\/\/ai.taichi-maker.com<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u521b\u5efa\u65e5\u671f\uff1a2026\u5e7406\u670827\u65e5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u7248\u672c\uff1a1.1.7<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u786c\u4ef6\u8981\u6c42\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\uff08\u5185\u7f6e\u4e00\u9897WS2812 LED\uff0c\u6570\u636e\u5f15\u811a\u8fde\u63a5\u5230GPIO 48\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u6240\u9700\u8f6f\u4ef6\u5e93\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - FastLED\u5e93<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - ArduinoJson\u5e93\uff08\u7248\u672c7.0.0\u6216\u66f4\u9ad8\uff09--\u7528\u4e8e\u5904\u7406JSON\u6570\u636e<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u914d\u7f6e\u8bf4\u660e\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u8bf7\u5148\u901a\u8fc7Arduino IDE\u7684\u5e93\u7ba1\u7406\u5668\u5b89\u88c5FastLED\u3001ArduinoJson\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u5728my_info.h\u6587\u4ef6\u4e2d\u586b\u5199\u60a8\u7684Wi-Fi\u540d\u79f0\uff08ssid\uff09\u548c\u5bc6\u7801\uff08password\uff09\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u5728my_info.h\u6587\u4ef6\u4e2d\u5c06ai_api_key\u66ff\u6362\u4e3a\u60a8\u4eceAI\u5e73\u53f0\u83b7\u53d6\u7684\u6709\u6548API\u5bc6\u94a5\uff08\u5207\u52ff\u6cc4\u9732\uff01\uff09\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u786e\u4fdd\u5f00\u53d1\u677f\u5df2\u6b63\u786e\u8fde\u63a5\u5230\u7535\u8111\uff0c\u5e76\u9009\u62e9\u6b63\u786e\u7684\u5f00\u53d1\u677f\u578b\u53f7\u4e0e\u7aef\u53e3\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u4f7f\u7528\u65b9\u6cd5\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u5c06\u672c\u7a0b\u5e8f\u4e0a\u4f20\u81f3ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u6253\u5f00\u4e32\u53e3\u76d1\u89c6\u5668\uff08\u6ce2\u7279\u7387\u8bbe\u7f6e\u4e3a115200\uff09\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u7a0b\u5e8f\u4f1a\u81ea\u52a8\u8fde\u63a5Wi-Fi\u5e76\u53d1\u9001\u7528\u6237\u6307\u4ee4\u7ed9AI\u5e73\u53f0\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u89c2\u5bdf\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\u548cLED\u63a7\u5236\u6267\u884c\u8fc7\u7a0b\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 5. \u89c2\u5bdf\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u548cLLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u6ce8\u610f\u4e8b\u9879\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u672c\u4f8b\u4f7f\u7528client.setInsecure()\u8df3\u8fc7\u4e86SSL\u8bc1\u4e66\u9a8c\u8bc1\uff0c\u4ec5\u9002\u7528\u4e8e\u6d4b\u8bd5\u73af\u5883\uff1b<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *   \u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5e94\u4f7f\u7528\u6709\u6548\u8bc1\u4e66\u4ee5\u786e\u4fdd\u901a\u4fe1\u5b89\u5168\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u4eae\u5ea6\u7ea7\u522b\u4e3a1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u517c\u5bb9\u6027\u8bf4\u660e\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u672c\u7a0b\u5e8f\u4e13\u4e3aESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u8bbe\u8ba1\uff0c\u5df2\u5728ESP32-S3-DevKitC-1\u5f00\u53d1\u677f\u4e0a\u6d4b\u8bd5\u901a\u8fc7\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8bb8\u53ef\u8bc1\uff1aMIT License<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u7a0b\u5e8f\u6e90\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u672c\u7a0b\u5e8f\u6e90\u81ea\u592a\u6781\u521b\u5ba2\u56e2\u961f\u7cbe\u5fc3\u5f00\u53d1\u7684\u300aAI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b\u300b\u3002\u8be5\u6559\u7a0b\u4e13\u4e3a\u70ed\u7231\u79d1\u6280\u521b\u65b0\u3001\u70ed\u8877\u4e8e\u52a8\u624b\u5b9e\u8df5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u7684\u521b\u5ba2\u7231\u597d\u8005\u4e0e\u521d\u5b66\u8005\u91cf\u8eab\u6253\u9020\uff0c\u662f\u4e00\u5957\u5b8c\u5168\u514d\u8d39\u3001\u5f00\u6e90\u4e14\u6ce8\u91cd\u5b9e\u6218\u7684AIoT\uff08\u4eba\u5de5\u667a\u80fd\u7269\u8054\u7f51\uff09\u5165\u95e8\u5b66\u4e60\u8d44\u6e90\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u901a\u8fc7\u672c\u6559\u7a0b\uff0c\u60a8\u53ef\u4ee5\u7cfb\u7edf\u5730\u638c\u63e1\u4ece\u9879\u76ee\u6784\u601d\u3001\u65b9\u6848\u8bbe\u8ba1\u3001\u8f6f\u786c\u4ef6\u9009\u578b\uff0c\u5230\u5b9e\u9645\u642d\u5efa\u3001\u7cfb\u7edf\u96c6\u6210\u4e0e\u8c03\u8bd5\u4f18\u5316\u7684<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\u3002<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u94fe\u63a5\u83b7\u5f97\u66f4\u591a\u5173\u4e8e\u672c\u6559\u7a0b\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&lt;<\/span><span style=\"color: #A3BE8C\">WiFi.h<\/span><span style=\"color: #ECEFF4\">&gt;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&lt;<\/span><span style=\"color: #A3BE8C\">WiFiClientSecure.h<\/span><span style=\"color: #ECEFF4\">&gt;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&lt;<\/span><span style=\"color: #A3BE8C\">HTTPClient.h<\/span><span style=\"color: #ECEFF4\">&gt;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&lt;<\/span><span style=\"color: #A3BE8C\">ArduinoJson.h<\/span><span style=\"color: #ECEFF4\">&gt;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">my_info.h<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/\/ \u5f15\u5165FastLED\u5e93<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">include<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #ECEFF4\">&lt;<\/span><span style=\"color: #A3BE8C\">FastLED.h<\/span><span style=\"color: #ECEFF4\">&gt;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/\/ LED\u914d\u7f6e<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">define<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #88C0D0\">DATA_PIN<\/span><span style=\"color: #5E81AC\"> 48<\/span><\/span>\n<span class=\"line\"><span style=\"color: #5E81AC; font-weight: bold\">#<\/span><span style=\"color: #81A1C1\">define<\/span><span style=\"color: #5E81AC\"> <\/span><span style=\"color: #88C0D0\">NUM_LEDS<\/span><span style=\"color: #5E81AC\"> 1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">CRGB <\/span><span style=\"color: #D8DEE9\">leds<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #D8DEE9FF\">NUM_LEDS<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String userCommand <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">const<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">char*<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_first_template <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">R&quot;rawliteral(<\/span><span style=\"color: #A3BE8C\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;messages&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;system&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;user&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;{{USER_COMMAND}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;tools&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;name&quot;: &quot;controlLEDOnOFF&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;description&quot;: &quot;\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;parameters&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;type&quot;: &quot;object&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;properties&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;action&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;type&quot;: &quot;string&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;description&quot;: &quot;LED\u63a7\u5236\u52a8\u4f5c&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;enum&quot;: &#91;&quot;on&quot;, &quot;off&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;required&quot;: &#91;&quot;action&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;name&quot;: &quot;controlLEDBrightness&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;description&quot;: &quot;\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        &quot;parameters&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;type&quot;: &quot;object&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;properties&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;level&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;type&quot;: &quot;integer&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;description&quot;: &quot;\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;minimum&quot;: 1,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">              &quot;maximum&quot;: 5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;required&quot;: &#91;&quot;level&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;tool_choice&quot;: &quot;auto&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;temperature&quot;: 0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">}<\/span><span style=\"color: #ECEFF4\">)rawliteral&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">const<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">char*<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_second_template <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">R&quot;rawliteral(<\/span><span style=\"color: #A3BE8C\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;messages&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;system&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;user&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;{{USER_COMMAND}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;assistant&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;tool_calls&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;id&quot;: &quot;{{TOOL_CALL_ID}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;name&quot;: &quot;{{TOOL_CALL_NAME}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;arguments&quot;: &quot;{{TOOL_CALL_ARGUMENTS}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;tool&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;tool_call_id&quot;: &quot;{{TOOL_CALL_ID}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;{{EXECUTION_RESULT}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;temperature&quot;: 0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">}<\/span><span style=\"color: #ECEFF4\">)rawliteral&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">WiFiClientSecure client<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">HTTPClient https<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallResponse <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallId <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallName <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">setup<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">begin<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">115200<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">delay<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">1000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u521d\u59cb\u5316FastLED<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #D8DEE9\">addLeds<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">WS2812<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> DATA_PIN<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> GRB<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">leds<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> NUM_LEDS<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">128<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">leds<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> CRGB<\/span><span style=\"color: #ECEFF4\">::<\/span><span style=\"color: #D8DEE9FF\">White<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">show<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">FastLED initialized successfully!<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">WiFi<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">begin<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">ssid<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> password<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">while<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">WiFi<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">status<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">!=<\/span><span style=\"color: #D8DEE9FF\"> WL_CONNECTED<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #88C0D0\">delay<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">500<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">.<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">client<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setInsecure<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">client<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setTimeout<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">15<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">---------- AI Platform Config ----------<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">AI Platform API Endpoint: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">ai_host<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">ai_endpoint<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4e00\u5207\u5c31\u7eea\uff0c\u7b49\u5f85\u51e0\u79d2\u949f\uff0c\u4fbf\u4e8e\u60a8\u89c2\u5bdf\u677f\u4e0aLED\u72b6\u6001.<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">delay<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">5000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">========== Follow-up Tool Calls \u793a\u4f8b\u5f00\u59cb ==========<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">callAIPlatformFirst<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">callAIPlatformSecond<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">========== Follow-up Tool Calls \u793a\u4f8b\u7ed3\u675f ==========<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">loop<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">delay<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">10<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/\/ ==================== LED\u63a7\u5236\u51fd\u6570\uff08FastLED\u7248\u672c\uff09 ====================<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #D8DEE9\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u63a7\u5236LED\u5f00\u5173: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">on<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">leds<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> CRGB<\/span><span style=\"color: #ECEFF4\">::<\/span><span style=\"color: #D8DEE9FF\">White<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">show<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u5df2\u6210\u529f\u6253\u5f00<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">off<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">leds<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> CRGB<\/span><span style=\"color: #ECEFF4\">::<\/span><span style=\"color: #D8DEE9FF\">Black<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">show<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u5df2\u6210\u529f\u5173\u95ed<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u63a7\u5236\u5931\u8d25\uff1a\u65e0\u6548\u7684\u63a7\u5236\u6307\u4ee4<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> resultDescription<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #81A1C1\">int<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u63a7\u5236LED\u4eae\u5ea6: \u7ea7\u522b <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level <\/span><span style=\"color: #81A1C1\">&gt;=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> level <\/span><span style=\"color: #81A1C1\">&lt;=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">5<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">uint8_t<\/span><span style=\"color: #D8DEE9FF\"> brightness <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">map<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">5<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">50<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">255<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">brightness<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">leds<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> CRGB<\/span><span style=\"color: #ECEFF4\">::<\/span><span style=\"color: #D8DEE9FF\">White<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">FastLED<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">show<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    String levelDescription<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">switch<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">case<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6700\u6697<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">break;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">case<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">2<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u8f83\u6697<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">break;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">case<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">3<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4e2d\u7b49<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">break;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">case<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">4<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u8f83\u4eae<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">break;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">case<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">5<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6700\u4eae<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">break;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">+<\/span><span style=\"color: #D8DEE9FF\"> levelDescription <\/span><span style=\"color: #81A1C1\">+<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4eae\u5ea6\u8c03\u8282\u5931\u8d25\uff1a\u65e0\u6548\u7684\u4eae\u5ea6\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> resultDescription<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u7b2c\u4e00\u6b21\u5411AI\u5e73\u53f0\u53d1\u9001HTTPS\u8bf7\u6c42\u7684\u51fd\u6570 --------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u6784\u9020\u5b8c\u6574\u7684HTTPS\u8bf7\u6c42URL\uff08\u57fa\u4e8emy_info.h\u4e2d\u5b9a\u4e49\u7684\u4e3b\u673a\u3001\u7aef\u53e3\u548c\u8def\u5f84\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u8bbe\u7f6e\u8bf7\u6c42\u5934\uff1aContent-Type\u4e3aapplication\/json\uff0cAuthorization\u4e3aBearer + API\u5bc6\u94a5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u53d1\u9001POST\u8bf7\u6c42\uff0c\u643a\u5e26\u5305\u542bTool Call\u5b9a\u4e49\u7684JSON\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u63a5\u6536\u5e76\u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\u548c\u54cd\u5e94\u5185\u5bb9<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 5. \u89e3\u6790\u54cd\u5e94\u4e2d\u7684Tool Call\u53c2\u6570\u5e76\u6267\u884c\u76f8\u5e94\u64cd\u4f5c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 6. \u5b58\u50a8Tool Calls\u54cd\u5e94\u4fe1\u606f\uff0c\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">callAIPlatformFirst<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001\u7528\u6237\u6307\u4ee4\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u6784\u9020Authorization\u8bf7\u6c42\u5934\uff1a\u683c\u5f0f\u4e3a&quot;Bearer &lt;your-api-key&gt;&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String auth <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Bearer <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  auth <\/span><span style=\"color: #81A1C1\">+=<\/span><span style=\"color: #D8DEE9FF\"> ai_api_key<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u6784\u9020\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String firstPayload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">buildFirstPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u7b2c\u4e00\u6b21\u8bf7\u6c42JSON -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstPayload<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u8bf7\u6c42JSON\u7ed3\u675f -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u521d\u59cb\u5316HTTPS\u8fde\u63a5\uff08\u4f7f\u7528client\u3001\u4e3b\u673a\u540d\u3001\u7aef\u53e3\u3001API\u8def\u5f84\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">begin<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">client<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_host<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_port<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_endpoint<\/span><span style=\"color: #ECEFF4\">))<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u8bbe\u7f6e\u8d85\u65f6\u65f6\u95f4\uff08\u6beb\u79d2\uff09- \u589e\u52a0\u8d85\u65f6\u65f6\u95f4\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u8bf7\u6c42<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setTimeout<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">20000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\"> \/\/ 20\u79d2\u8d85\u65f6<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setConnectTimeout<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">10000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\"> \/\/ 10\u79d2\u8fde\u63a5\u8d85\u65f6<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTPS\u8fde\u63a5\u5df2\u521d\u59cb\u5316\uff0c\u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u6dfb\u52a0\u5fc5\u8981\u7684HTTP\u8bf7\u6c42\u5934<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">addHeader<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Content-Type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">application\/json<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">addHeader<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Authorization<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> auth<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u53d1\u9001POST\u8bf7\u6c42\uff0c\u5e76\u83b7\u53d6HTTP\u72b6\u6001\u7801<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">int<\/span><span style=\"color: #D8DEE9FF\"> httpCode <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">POST<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstPayload<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\uff08\u5982200\u8868\u793a\u6210\u529f\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTP\u54cd\u5e94\u72b6\u6001\u7801: %d<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> httpCode<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u5982\u679c\u54cd\u5e94\u6210\u529f\uff08HTTP 200 OK\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> HTTP_CODE_OK<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u83b7\u53d6\u5b8c\u6574\u7684\u54cd\u5e94\u5b57\u7b26\u4e32<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        String resp <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">getString<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u7b2c\u4e00\u6b21\u54cd\u5e94 -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\">  \/\/ \u6253\u5370AI\u8fd4\u56de\u7684\u5b8c\u6574JSON<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u54cd\u5e94\u7ed3\u675f -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u5b58\u50a8\u7b2c\u4e00\u6b21\u54cd\u5e94\uff0c\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        firstToolCallResponse <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> resp<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u89e3\u6790Tool Call\u54cd\u5e94\u5e76\u6267\u884c\u64cd\u4f5c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #88C0D0\">parseToolCallResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u6253\u5370HTTP\u9519\u8bef\u4fe1\u606f\uff08\u5982\u8fde\u63a5\u5931\u8d25\u3001\u8d85\u65f6\u7b49\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTP\u9519\u8bef: %s<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">errorToString<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode<\/span><span style=\"color: #ECEFF4\">).<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u9519\u8bef\u4ee3\u7801: %d<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> httpCode<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u7ed3\u675f\u672c\u6b21HTTP\u4f1a\u8bdd\uff0c\u91ca\u653e\u8d44\u6e90<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">end<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u5982\u679c\u65e0\u6cd5\u5efa\u7acbHTTPS\u8fde\u63a5\uff0c\u6253\u5370\u9519\u8bef\u63d0\u793a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u65e0\u6cd5\u8fde\u63a5\u5230\u670d\u52a1\u5668<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u7b2c\u4e8c\u6b21\u5411AI\u5e73\u53f0\u53d1\u9001HTTPS\u8bf7\u6c42\u7684\u51fd\u6570 --------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u6784\u9020\u5305\u542bTool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\u7684JSON\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u8bbe\u7f6e\u8bf7\u6c42\u5934\uff1aContent-Type\u4e3aapplication\/json\uff0cAuthorization\u4e3aBearer + API\u5bc6\u94a5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u53d1\u9001POST\u8bf7\u6c42\uff0c\u643a\u5e26\u5305\u542b\u5bf9\u8bdd\u5386\u53f2\u548c\u6267\u884c\u7ed3\u679c\u7684JSON\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u63a5\u6536\u5e76\u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\u548c\u54cd\u5e94\u5185\u5bb9<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 5. \u89e3\u6790\u5e76\u663e\u793aLLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">callAIPlatformSecond<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff1a\u53d1\u9001Tool Calls\u54cd\u5e94\u548c\u6267\u884c\u7ed3\u679c\uff0c\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u6784\u9020Authorization\u8bf7\u6c42\u5934\uff1a\u683c\u5f0f\u4e3a&quot;Bearer &lt;your-api-key&gt;&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String auth <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Bearer <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  auth <\/span><span style=\"color: #81A1C1\">+=<\/span><span style=\"color: #D8DEE9FF\"> ai_api_key<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String secondPayload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">buildSecondPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">secondPayload<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u8bf7\u6c42JSON\u7ed3\u675f -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u521d\u59cb\u5316HTTPS\u8fde\u63a5\uff08\u4f7f\u7528client\u3001\u4e3b\u673a\u540d\u3001\u7aef\u53e3\u3001API\u8def\u5f84\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">begin<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">client<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_host<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_port<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> ai_endpoint<\/span><span style=\"color: #ECEFF4\">))<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u8bbe\u7f6e\u8d85\u65f6\u65f6\u95f4\uff08\u6beb\u79d2\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setTimeout<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">20000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\"> \/\/ 20\u79d2\u8d85\u65f6<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">setConnectTimeout<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">10000<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\"> \/\/ 10\u79d2\u8fde\u63a5\u8d85\u65f6<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTPS\u8fde\u63a5\u5df2\u521d\u59cb\u5316\uff0c\u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u6dfb\u52a0\u5fc5\u8981\u7684HTTP\u8bf7\u6c42\u5934<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">addHeader<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Content-Type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">application\/json<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">addHeader<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Authorization<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> auth<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u53d1\u9001POST\u8bf7\u6c42\uff0c\u5e76\u83b7\u53d6HTTP\u72b6\u6001\u7801<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">int<\/span><span style=\"color: #D8DEE9FF\"> httpCode <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">POST<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">secondPayload<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u6253\u5370HTTP\u54cd\u5e94\u72b6\u6001\u7801\uff08\u5982200\u8868\u793a\u6210\u529f\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTP\u54cd\u5e94\u72b6\u6001\u7801: %d<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> httpCode<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u5982\u679c\u54cd\u5e94\u6210\u529f\uff08HTTP 200 OK\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> HTTP_CODE_OK<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u83b7\u53d6\u5b8c\u6574\u7684\u54cd\u5e94\u5b57\u7b26\u4e32<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        String resp <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">getString<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u7b2c\u4e8c\u6b21\u54cd\u5e94 -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><span style=\"color: #616E88\">  \/\/ \u6253\u5370AI\u8fd4\u56de\u7684\u5b8c\u6574JSON<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">----- \u54cd\u5e94\u7ed3\u675f -----<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u89e3\u6790\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #88C0D0\">parseSecondResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u6253\u5370HTTP\u9519\u8bef\u4fe1\u606f\uff08\u5982\u8fde\u63a5\u5931\u8d25\u3001\u8d85\u65f6\u7b49\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">HTTP\u9519\u8bef: %s<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">errorToString<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">httpCode<\/span><span style=\"color: #ECEFF4\">).<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">printf<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u9519\u8bef\u4ee3\u7801: %d<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> httpCode<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u7ed3\u675f\u672c\u6b21HTTP\u4f1a\u8bdd\uff0c\u91ca\u653e\u8d44\u6e90<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">https<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">end<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    \/\/ \u5982\u679c\u65e0\u6cd5\u5efa\u7acbHTTPS\u8fde\u63a5\uff0c\u6253\u5370\u9519\u8bef\u63d0\u793a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u65e0\u6cd5\u8fde\u63a5\u5230\u670d\u52a1\u5668<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u6784\u9020\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684JSON\u4f53 --------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u4f7f\u7528\u9884\u5b9a\u4e49\u7684JSON\u6a21\u677f\uff08ai_payload_first_template\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\u4e3a\u5b9e\u9645\u503c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u8fd4\u56de\u5b8c\u6574\u7684\u7b2c\u4e00\u6b21\u8bf7\u6c42JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7684\u7ed3\u6784\u66f4\u52a0\u76f4\u89c2\uff0c\u4fbf\u4e8e\u5b66\u4e60\u8005\u7406\u89e3Tool Calls\u7684\u5b9e\u73b0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8fd4\u56de\u503c\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - String: \u6784\u9020\u597d\u7684\u7b2c\u4e00\u6b21\u8bf7\u6c42JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">buildFirstPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String payload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_first_template<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{USER_COMMAND}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> userCommand<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> payload<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53 --------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u4f7f\u7528\u9884\u5b9a\u4e49\u7684JSON\u6a21\u677f\uff08ai_payload_second_template\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\u4e3a\u5b9e\u9645\u503c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u8fd4\u56de\u5b8c\u6574\u7684\u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684\u7ed3\u6784\u66f4\u52a0\u76f4\u89c2\uff0c\u4fbf\u4e8e\u5b66\u4e60\u8005\u7406\u89e3Follow-up Tool Calls\u7684\u5b9e\u73b0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8fd4\u56de\u503c\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - String: \u6784\u9020\u597d\u7684\u7b2c\u4e8c\u6b21\u8bf7\u6c42JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">buildSecondPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">firstDoc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">4096<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DeserializationError error <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstDoc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">error<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u7b2c\u4e00\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">error<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String payload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_second_template<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u51c6\u5907\u66ff\u6362\u7684\u503c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String escapedArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallArguments<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u8f6c\u4e49\u53c2\u6570\u5b57\u7b26\u4e32\u4e2d\u7684\u53cc\u5f15\u53f7\uff0c\u786e\u4fddJSON\u683c\u5f0f\u6b63\u786e<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">escapedArguments<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\\\\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{USER_COMMAND}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> userCommand<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_ID}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallId<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_NAME}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallName<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_ARGUMENTS}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> escapedArguments<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{EXECUTION_RESULT}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> toolExecutionResult<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> payload<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u89e3\u6790\u7b2c\u4e00\u6b21Tool Call\u54cd\u5e94\u7684\u51fd\u6570--------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u4f7f\u7528ArduinoJson\u5e93\u89e3\u6790JSON\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u68c0\u67e5\u54cd\u5e94\u4e2d\u662f\u5426\u5305\u542btool_calls\u5b57\u6bb5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u63d0\u53d6\u51fd\u6570\u540d\u79f0\u548c\u53c2\u6570<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 4. \u8c03\u7528\u7edf\u4e00\u7684LED\u63a7\u5236\u51fd\u6570\u6267\u884c\u64cd\u4f5c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 5. \u5b58\u50a8Tool Calls\u4fe1\u606f\u7528\u4e8e\u7b2c\u4e8c\u6b21\u8bf7\u6c42<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">parseToolCallResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #D8DEE9\">jsonResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u89e3\u6790JSON\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">doc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">4096<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DeserializationError error <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">doc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> jsonResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">error<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">JSON\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">error<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">return;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u68c0\u67e5\u662f\u5426\u6709tool_calls<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #88C0D0\">size<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject choice <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject message <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">choice<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #88C0D0\">size<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      JsonObject toolCall <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      JsonObject function <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">toolCall<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      String functionName <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">function<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u5b58\u50a8Tool Calls\u4fe1\u606f<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      firstToolCallId <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">toolCall<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      firstToolCallName <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> functionName<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      firstToolCallArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">function<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u68c0\u6d4b\u5230\u5de5\u5177\u8c03\u7528: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">functionName<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Tool Call ID: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstToolCallId<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Tool Call\u53c2\u6570: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstToolCallArguments<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">functionName <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u89e3\u6790LED\u5f00\u5173\u51fd\u6570\u53c2\u6570<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">argsDoc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">512<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        DeserializationError argsError <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">argsDoc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallArguments<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">argsError<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u53c2\u6570\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">argsError<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #81A1C1\">return;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        String action <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">argsDoc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">action<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e8c\u6b65\uff1a\u6267\u884cTool Calls\uff0c\u63a7\u5236LED\u5f00\u5173...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6267\u884c\u52a8\u4f5c: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u8c03\u7528LED\u5f00\u5173\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">functionName <\/span><span style=\"color: #81A1C1\">==<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u89e3\u6790LED\u4eae\u5ea6\u51fd\u6570\u53c2\u6570<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">argsDoc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">512<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        DeserializationError argsError <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">argsDoc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallArguments<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">argsError<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u53c2\u6570\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">argsError<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #81A1C1\">return;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #81A1C1\">int<\/span><span style=\"color: #D8DEE9FF\"> level <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">argsDoc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;int&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e8c\u6b65\uff1a\u6267\u884cTool Calls\uff0c\u63a7\u5236LED\u4eae\u5ea6...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6267\u884c\u4eae\u5ea6\u8c03\u8282: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        \/\/ \u8c03\u7528LED\u4eae\u5ea6\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u672a\u77e5\u51fd\u6570: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">functionName<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      \/\/ \u6ca1\u6709tool_calls\uff0c\u53ef\u80fd\u662f\u666e\u901a\u6587\u672c\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u672a\u68c0\u6d4b\u5230tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">))<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        String content <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u6a21\u578b\u56de\u590d: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">content<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/* <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * -------------- \u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94\u7684\u51fd\u6570--------------<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8be5\u51fd\u6570\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 1. \u4f7f\u7528ArduinoJson\u5e93\u89e3\u6790JSON\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 2. \u63d0\u53d6LLM\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * 3. \u663e\u793a\u53cd\u9988\u5185\u5bb9<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">parseSecondResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #D8DEE9\">jsonResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u89e3\u6790JSON\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">doc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">4096<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DeserializationError error <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">doc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> jsonResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">error<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u7b2c\u4e8c\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">error<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">return;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u63d0\u53d6\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #88C0D0\">size<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject choice <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject message <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">choice<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">!<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">().<\/span><span style=\"color: #88C0D0\">isEmpty<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      String content <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; LLM\u81ea\u7136\u8bed\u8a00\u53cd\u9988:<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">content<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LLM\u6ca1\u6709\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u65e0\u6cd5\u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/*<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">========================================================================<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> \u3010\u9644\u5f55\u3011\u672c\u7a0b\u5e8f\u5b9e\u9645\u53d1\u9001\u7684HTTP\u8bf7\u6c42\u5185\u5bb9\uff08\u4f9b\u53c2\u8003\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">========================================================================<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff1a<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">POST \/compatible-mode\/v1\/chat\/completions HTTP\/1.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Host: dashscope.aliyuncs.com<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Content-Type: application\/json<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Authorization: Bearer sk-xxxxxxxxxxxxxxxxxxxxxxxx<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Content-Length: &#91;\u81ea\u52a8\u8ba1\u7b97&#93;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;messages&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;system&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;content&quot;: &quot;\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;user&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;content&quot;: &quot;LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;tools&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;name&quot;: &quot;controlLEDOnOFF&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;description&quot;: &quot;\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;parameters&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;type&quot;: &quot;object&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;properties&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;action&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;type&quot;: &quot;string&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;description&quot;: &quot;LED\u63a7\u5236\u52a8\u4f5c&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;enum&quot;: &#91;&quot;on&quot;, &quot;off&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;required&quot;: &#91;&quot;action&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;name&quot;: &quot;controlLEDBrightness&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;description&quot;: &quot;\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;parameters&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;type&quot;: &quot;object&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;properties&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;level&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;type&quot;: &quot;integer&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;description&quot;: &quot;\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;minimum&quot;: 1,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;maximum&quot;: 5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;required&quot;: &#91;&quot;level&quot;&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;tool_choice&quot;: &quot;auto&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;temperature&quot;: 0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\u7b2c\u4e00\u6b21\u54cd\u5e94 <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;choices&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;finish_reason&quot;: &quot;tool_calls&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;index&quot;: 0,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;message&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;content&quot;: &quot;&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;role&quot;: &quot;assistant&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;tool_calls&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;arguments&quot;: &quot;{\\&quot;level\\&quot;: 5}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">              &quot;name&quot;: &quot;controlLEDBrightness&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;id&quot;: &quot;call_a4b2372b98b1492681255a&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;index&quot;: 0,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;type&quot;: &quot;function&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;created&quot;: 1782587266,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;id&quot;: &quot;chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;object&quot;: &quot;chat.completion&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;usage&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;completion_tokens&quot;: 21,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;prompt_tokens&quot;: 275,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;prompt_tokens_details&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;cached_tokens&quot;: 0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;total_tokens&quot;: 296<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up Tool Calls\uff09\uff1a<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">POST \/compatible-mode\/v1\/chat\/completions HTTP\/1.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Host: dashscope.aliyuncs.com<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Content-Type: application\/json<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Authorization: Bearer sk-xxxxxxxxxxxxxxxxxxxxxxxx<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">Content-Length: &#91;\u81ea\u52a8\u8ba1\u7b97&#93;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;messages&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;system&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;content&quot;: &quot;\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;user&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;content&quot;: &quot;LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;assistant&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;tool_calls&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;id&quot;: &quot;call_a4b2372b98b1492681255a&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;name&quot;: &quot;controlLEDBrightness&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">            &quot;arguments&quot;: &quot;{\\&quot;level\\&quot;: 5}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">          }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;role&quot;: &quot;tool&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;tool_call_id&quot;: &quot;call_a4b2372b98b1492681255a&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;content&quot;: &quot;LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;temperature&quot;: 0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\u7b2c\u4e8c\u6b21\u54cd\u5e94:<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;choices&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;finish_reason&quot;: &quot;stop&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;index&quot;: 0,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;message&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;content&quot;: &quot;\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">        &quot;role&quot;: &quot;assistant&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;created&quot;: 1782587267,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;id&quot;: &quot;chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;object&quot;: &quot;chat.completion&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  &quot;usage&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;completion_tokens&quot;: 16,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;prompt_tokens&quot;: 90,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;prompt_tokens_details&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">      &quot;cached_tokens&quot;: 0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">    &quot;total_tokens&quot;: 106<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * \u8bf4\u660e\uff1a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u7b2c\u4e00\u6b21\u8bf7\u6c42\u7528\u4e8e\u83b7\u53d6Tool Calls\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u7b2c\u4e8c\u6b21\u8bf7\u6c42\u5305\u542b\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u5305\u62ecTool Calls\u548c\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - \u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e2d\u7684tool\u89d2\u8272\u6d88\u606f\u63d0\u4f9b\u4e86Tool Calls\u7684\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * - LLM\u6839\u636e\u6267\u884c\u7ed3\u679c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff0c\u63d0\u4f9b\u66f4\u53cb\u597d\u7684\u7528\u6237\u4f53\u9a8c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> * ========================================================================<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"> *\/<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7a0b\u5e8f\u662f\u5728<a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-03-ai-tool-calls-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e0a\u4e00\u8282\u8bfe\u7a0b<\/a>\u793a\u4f8b\u7a0b\u5e8f\u7684\u57fa\u7840\u4e0a\u4fee\u6539\u800c\u6765\uff0c\u65b0\u589e\u4e86 Follow-up \u76f8\u5173\u7684\u4ee3\u7801\u3002\u4e0b\u9762\u9010\u6bb5\u8bb2\u89e3\u65b0\u589e\u548c\u4fee\u6539\u7684\u90e8\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u5168\u5c40\u53d8\u91cf\uff1a\u5b58\u50a8\u7b2c\u4e00\u6b21 Tool Calls \u4fe1\u606f\uff08\u7b2c169-173\u884c\uff09<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\/\/ \u5168\u5c40\u53d8\u91cf\uff0c\u7528\u4e8e\u5b58\u50a8\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\nString firstToolCallResponse = \"\";\nString firstToolCallId = \"\";\nString firstToolCallName = \"\";\nString firstToolCallArguments = \"\";\n\/\/ \u5168\u5c40\u53d8\u91cf\uff0c\u7528\u4e8e\u5b58\u50a8Tool Calls\u5b9e\u9645\u6267\u884c\u7ed3\u679c\nString toolExecutionResult = \"\";<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #616E88\">\/\/ \u5168\u5c40\u53d8\u91cf\uff0c\u7528\u4e8e\u5b58\u50a8\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallResponse <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallId <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallName <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstToolCallArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/\/ \u5168\u5c40\u53d8\u91cf\uff0c\u7528\u4e8e\u5b58\u50a8Tool Calls\u5b9e\u9645\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e94\u4e2a\u5168\u5c40\u53d8\u91cf\u7528\u4e8e<strong>\u5728\u4e24\u6b21\u8bf7\u6c42\u4e4b\u95f4\u4f20\u9012\u4fe1\u606f<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u53d8\u91cf\u540d<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td><code>firstToolCallResponse<\/code><\/td><td>\u4fdd\u5b58 AI \u7b2c\u4e00\u6b21\u8fd4\u56de\u7684\u5b8c\u6574 JSON \u54cd\u5e94<\/td><\/tr><tr><td><code>firstToolCallId<\/code><\/td><td>\u4fdd\u5b58 Tool Call \u7684\u552f\u4e00 ID<\/td><\/tr><tr><td><code>firstToolCallName<\/code><\/td><td>\u4fdd\u5b58\u8c03\u7528\u7684\u51fd\u6570\u540d\u79f0<\/td><\/tr><tr><td><code>firstToolCallArguments<\/code><\/td><td>\u4fdd\u5b58\u8c03\u7528\u7684\u53c2\u6570 JSON \u5b57\u7b26\u4e32<\/td><\/tr><tr><td><code>toolExecutionResult<\/code><\/td><td>\u4fdd\u5b58 LED \u63a7\u5236\u51fd\u6570\u7684\u6267\u884c\u7ed3\u679c\u63cf\u8ff0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u4e3a\u4ec0\u4e48\u7528\u5168\u5c40\u53d8\u91cf\uff1f\u56e0\u4e3a&nbsp;<code>setup()<\/code>&nbsp;\u51fd\u6570\u4e2d\u4f1a\u5148\u540e\u8c03\u7528&nbsp;<code>callAIPlatformFirst()<\/code>&nbsp;\u548c&nbsp;<code>callAIPlatformSecond()<\/code>\uff0c\u9700\u8981\u4e00\u79cd\u65b9\u5f0f\u8ba9\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u8bbf\u95ee\u7b2c\u4e00\u6b21\u7684\u7ed3\u679c\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"2-\u4e24\u4e2a-json-\u8bf7\u6c42\u6a21\u677f\u7b2c98-219\u884c\" class=\"wp-block-heading\"><strong>2. \u4e24\u4e2a JSON \u8bf7\u6c42\u6a21\u677f\uff08\u7b2c78-164\u884c\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u4e0a\u4e00\u8282\u4f7f\u7528\u4e00\u4e2a&nbsp;<code>ai_payload<\/code>&nbsp;\u4e0d\u540c\uff0c\u672c\u7a0b\u5e8f\u5b9a\u4e49\u4e86\u4e24\u4e2a\u6a21\u677f\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>const char* ai_payload_first_template = R\"rawliteral({...})rawliteral\";\nconst char* ai_payload_second_template = R\"rawliteral({...})rawliteral\";<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #81A1C1\">const<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">char*<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_first_template <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">R&quot;rawliteral(<\/span><span style=\"color: #A3BE8C\">{...}<\/span><span style=\"color: #ECEFF4\">)rawliteral&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">const<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">char*<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_second_template <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">R&quot;rawliteral(<\/span><span style=\"color: #A3BE8C\">{...}<\/span><span style=\"color: #ECEFF4\">)rawliteral&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u6b21\u8bf7\u6c42\u6a21\u677f<\/strong>\u4e0e\u4e0a\u4e00\u8282\u7684&nbsp;<code>ai_payload<\/code>&nbsp;\u57fa\u672c\u76f8\u540c\uff0c\u53ea\u662f\u5c06\u7528\u6237\u6307\u4ee4\u6539\u4e3a&nbsp;<code>{{USER_COMMAND}}<\/code>&nbsp;\u5360\u4f4d\u7b26\uff0c\u65b9\u4fbf\u8fd0\u884c\u65f6\u66ff\u6362\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u6a21\u677f<\/strong>\u662f\u5168\u65b0\u7684\uff0c\u5b83\u5b9a\u4e49\u4e86 Follow-up \u8bf7\u6c42\u7684 JSON \u7ed3\u6784\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>const char* ai_payload_second_template = R\"rawliteral({\n  \"model\": \"qwen-flash\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b...\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"{{USER_COMMAND}}\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"{{TOOL_CALL_ID}}\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"{{TOOL_CALL_NAME}}\",\n            \"arguments\": \"{{TOOL_CALL_ARGUMENTS}}\"\n          }\n        }\n      &#93;\n    },\n    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"{{TOOL_CALL_ID}}\",\n      \"content\": \"{{EXECUTION_RESULT}}\"\n    }\n  ],\n  \"temperature\": 0.1\n})rawliteral\";<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #81A1C1\">const<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">char*<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_second_template <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">R&quot;rawliteral(<\/span><span style=\"color: #A3BE8C\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;model&quot;: &quot;qwen-flash&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;messages&quot;: [<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;system&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b...\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;user&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;{{USER_COMMAND}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;assistant&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;tool_calls&quot;: &#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;id&quot;: &quot;{{TOOL_CALL_ID}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;type&quot;: &quot;function&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          &quot;function&quot;: {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;name&quot;: &quot;{{TOOL_CALL_NAME}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">            &quot;arguments&quot;: &quot;{{TOOL_CALL_ARGUMENTS}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">          }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">        }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    },<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    {<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;role&quot;: &quot;tool&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;tool_call_id&quot;: &quot;{{TOOL_CALL_ID}}&quot;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">      &quot;content&quot;: &quot;{{EXECUTION_RESULT}}&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">    }<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  ],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">  &quot;temperature&quot;: 0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #A3BE8C\">}<\/span><span style=\"color: #ECEFF4\">)rawliteral&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u677f\u4e2d\u6709\u4e94\u4e2a\u5360\u4f4d\u7b26\uff0c\u5c06\u5728\u8fd0\u884c\u65f6\u88ab\u66ff\u6362\u4e3a\u5b9e\u9645\u503c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u5360\u4f4d\u7b26<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u66ff\u6362\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td><code>{{USER_COMMAND}}<\/code><\/td><td>\u7528\u6237\u539f\u59cb\u6307\u4ee4<\/td><\/tr><tr><td><code>{{TOOL_CALL_ID}}<\/code><\/td><td>AI \u8fd4\u56de\u7684 Tool Call ID<\/td><\/tr><tr><td><code>{{TOOL_CALL_NAME}}<\/code><\/td><td>\u8c03\u7528\u7684\u51fd\u6570\u540d<\/td><\/tr><tr><td><code>{{TOOL_CALL_ARGUMENTS}}<\/code><\/td><td>\u8c03\u7528\u7684\u53c2\u6570\uff08JSON \u5b57\u7b26\u4e32\uff09<\/td><\/tr><tr><td><code>{{EXECUTION_RESULT}}<\/code><\/td><td>\u6267\u884c\u7ed3\u679c\u63cf\u8ff0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9700\u8981\u7279\u6b8a\u8bf4\u660e\u7684\u662f\uff0c\u6211\u4eec\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u5f53\u9700\u8981\u5efa\u7acb\u7c7b\u4f3c\u4ee5\u4e0a\u63d0\u5230\u7684Json\u8bf7\u6c42\u5185\u5bb9\uff0c\u4f1a\u4f7f\u7528ArduinoJson\u5e93\u6765\u5b9e\u73b0\uff0c\u4ee5\u4fdd\u8bc1\u683c\u5f0f\u51c6\u786e\u3002\u5728\u672c\u7a0b\u5e8f\u4e2d\uff0c\u4e3a\u4e86\u8ba9\u5b66\u8005\u53ef\u4ee5\u66f4\u597d\u7684\u7406\u89e3Json\u8bf7\u6c42\u5185\u5bb9\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u5b8c\u6574\u7684Json\u5185\u5bb9\u7f57\u5217\u51fa\u6765\u800c\u6ca1\u6709\u4f7f\u7528ArduinoJson\u5e93\u6765\u6784\u5efa\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. setup() \u4e2d\u7684\u4e24\u6b21\u8c03\u7528\uff08\u7b2c205-208\u884c\uff09<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>Serial.println(\"========== Follow-up Tool Calls \u793a\u4f8b\u5f00\u59cb ==========\");\n\nSerial.println(\"\\n>>> \u7b2c\u4e00\u6b65\uff1a\u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94...\");\ncallAIPlatformFirst();\n\nSerial.println(\"\\n>>> \u7b2c\u4e09\u6b65\uff1a\u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff0c\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988...\");\ncallAIPlatformSecond();\n\nSerial.println(\"\\n========== Follow-up Tool Calls \u793a\u4f8b\u7ed3\u675f ==========\");<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">========== Follow-up Tool Calls \u793a\u4f8b\u5f00\u59cb ==========<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e00\u6b65\uff1a\u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff0c\u83b7\u53d6Tool Calls\u54cd\u5e94...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">callAIPlatformFirst<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; \u7b2c\u4e09\u6b65\uff1a\u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff0c\u83b7\u53d6\u81ea\u7136\u8bed\u8a00\u53cd\u9988...<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">callAIPlatformSecond<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\n<\/span><span style=\"color: #A3BE8C\">========== Follow-up Tool Calls \u793a\u4f8b\u7ed3\u675f ==========<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><code>setup()<\/code>&nbsp;\u51fd\u6570\u4e2d\u4f9d\u6b21\u8c03\u7528\u4e24\u4e2a\u51fd\u6570\uff0c\u5b8c\u6210\u5b8c\u6574\u7684 Follow-up \u6d41\u7a0b\u3002\u6ce8\u610f\u4e32\u53e3\u6253\u5370\u4e2d\u7684&#8221;\u7b2c\u4e00\u6b65&#8221;\u548c&#8221;\u7b2c\u4e09\u6b65&#8221;\uff0c\u4e2d\u95f4\u7684&#8221;\u7b2c\u4e8c\u6b65&#8221;\uff08\u6267\u884c Tool Calls\uff09\u662f\u5728&nbsp;<code>callAIPlatformFirst()<\/code>&nbsp;\u5185\u90e8\u5b8c\u6210\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4. \u7b2c\u4e00\u6b21\u8bf7\u6c42\u51fd\u6570\uff1acallAIPlatformFirst()\uff08\u7b2c274-334\u884c\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u51fd\u6570\u4e0e\u4e0a\u4e00\u8282\u7684&nbsp;<code>callAIPlatform()<\/code>&nbsp;\u57fa\u672c\u76f8\u540c\uff0c\u4f46\u6709\u4ee5\u4e0b\u5173\u952e\u53d8\u5316\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d8\u5316\u4e00\uff1a\u4f7f\u7528&nbsp;<code>buildFirstPayload()<\/code>&nbsp;\u6784\u9020\u8bf7\u6c42\u4f53<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>String firstPayload = buildFirstPayload();<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">String firstPayload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">buildFirstPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u4e0d\u662f\u76f4\u63a5\u4f7f\u7528\u56fa\u5b9a\u7684&nbsp;<code>ai_payload<\/code>\u3002\u8fd9\u6837\u53ef\u4ee5\u5c06\u7528\u6237\u6307\u4ee4\u52a8\u6001\u63d2\u5165\u6a21\u677f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d8\u5316\u4e8c\uff1a\u4fdd\u5b58\u54cd\u5e94\u5e76\u8c03\u7528\u89e3\u6790\u51fd\u6570<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>firstToolCallResponse = resp;\nparseToolCallResponse(resp);<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">firstToolCallResponse <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> resp<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">parseToolCallResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06 AI \u7684\u5b8c\u6574\u54cd\u5e94\u4fdd\u5b58\u5230\u5168\u5c40\u53d8\u91cf\uff0c\u7136\u540e\u8c03\u7528\u89e3\u6790\u51fd\u6570\u3002\u89e3\u6790\u51fd\u6570\u4f1a\u63d0\u53d6 Tool Call \u4fe1\u606f\u5e76\u6267\u884c LED \u63a7\u5236\u3002<\/p>\n\n\n\n<h3 id=\"5-\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u51fd\u6570callaiplatformsecond\u7b2c481-548\u884c\" class=\"wp-block-heading\"><strong>5. \u7b2c\u4e8c\u6b21\u8bf7\u6c42\u51fd\u6570\uff1acallAIPlatformSecond()\uff08\u7b2c346-403\u884c\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f<strong>\u5168\u65b0\u589e\u52a0\u7684\u51fd\u6570<\/strong>\uff0c\u4e13\u95e8\u7528\u4e8e\u53d1\u9001 Follow-up \u8bf7\u6c42\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>void callAIPlatformSecond() {\n  \/\/ \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53\n  String secondPayload = buildSecondPayload();\n  \n  \/\/ ...\uff08HTTPS\u8fde\u63a5\u3001\u53d1\u9001POST\u8bf7\u6c42\u3001\u63a5\u6536\u54cd\u5e94\uff09\n  \n  \/\/ \u89e3\u6790\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n  parseSecondResponse(resp);\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #81A1C1\">void<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">callAIPlatformSecond<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u7684JSON\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String secondPayload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">buildSecondPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ ...\uff08HTTPS\u8fde\u63a5\u3001\u53d1\u9001POST\u8bf7\u6c42\u3001\u63a5\u6536\u54cd\u5e94\uff09<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u89e3\u6790\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #88C0D0\">parseSecondResponse<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">resp<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6d41\u7a0b\u4e0e\u7b2c\u4e00\u6b21\u8bf7\u6c42\u7c7b\u4f3c\uff0c\u4f46\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528&nbsp;<code>buildSecondPayload()<\/code>&nbsp;\u6784\u9020\u8bf7\u6c42\u4f53<\/li>\n\n\n\n<li>\u54cd\u5e94\u89e3\u6790\u4f7f\u7528&nbsp;<code>parseSecondResponse()<\/code>\uff0c\u63d0\u53d6\u81ea\u7136\u8bed\u8a00\u5185\u5bb9\u800c\u4e0d\u662f Tool Calls<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>6. \u6784\u9020\u7b2c\u4e00\u6b21\u8bf7\u6c42\u4f53\uff1abuildFirstPayload()\uff08\u7b2c418-426\u884c\uff09<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>String buildFirstPayload() {\n  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53\n  String payload = ai_payload_first_template;\n  \n  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\n  payload.replace(\"{{USER_COMMAND}}\", userCommand);\n  \n  return payload;\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">buildFirstPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String payload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_first_template<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{USER_COMMAND}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> userCommand<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> payload<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u975e\u5e38\u7b80\u5355\uff1a\u590d\u5236\u6a21\u677f\uff0c\u66ff\u6362\u7528\u6237\u6307\u4ee4\u5360\u4f4d\u7b26\u3002<\/p>\n\n\n\n<h3 id=\"7-\u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4f53buildsecondpayload\u7b2c573-596\u884c\" class=\"wp-block-heading\"><strong>7. \u6784\u9020\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4f53\uff1abuildSecondPayload()\uff08\u7b2c442-469\u884c\uff09\u2b50<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f Follow-up \u6d41\u7a0b\u4e2d<strong>\u6700\u6838\u5fc3\u7684\u4ee3\u7801<\/strong>\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>String buildSecondPayload() {\n  \/\/ \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94\n  DynamicJsonDocument firstDoc(4096);\n  DeserializationError error = deserializeJson(firstDoc, firstToolCallResponse);\n\n  if (error) {\n    Serial.print(\"\u7b2c\u4e00\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: \");\n    Serial.println(error.c_str());\n    return \"\";\n  }\n\n  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53\n  String payload = ai_payload_second_template;\n\n  \/\/ \u51c6\u5907\u66ff\u6362\u7684\u503c\n  String escapedArguments = firstToolCallArguments;\n  \/\/ \u8f6c\u4e49\u53c2\u6570\u5b57\u7b26\u4e32\u4e2d\u7684\u53cc\u5f15\u53f7\uff0c\u786e\u4fddJSON\u683c\u5f0f\u6b63\u786e\n  escapedArguments.replace(\"\\\"\", \"\\\\\\\"\");\n\n  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26\n  payload.replace(\"{{USER_COMMAND}}\", userCommand);\n  payload.replace(\"{{TOOL_CALL_ID}}\", firstToolCallId);\n  payload.replace(\"{{TOOL_CALL_NAME}}\", firstToolCallName);\n  payload.replace(\"{{TOOL_CALL_ARGUMENTS}}\", escapedArguments);\n  payload.replace(\"{{EXECUTION_RESULT}}\", toolExecutionResult);\n\n  return payload;\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">buildSecondPayload<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u89e3\u6790\u7b2c\u4e00\u6b21Tool Calls\u54cd\u5e94<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DynamicJsonDocument <\/span><span style=\"color: #88C0D0\">firstDoc<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #B48EAD\">4096<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  DeserializationError error <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">deserializeJson<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">firstDoc<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallResponse<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">error<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">print<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u7b2c\u4e00\u6b21\u54cd\u5e94JSON\u89e3\u6790\u5931\u8d25: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">error<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">c_str<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u4ece\u6a21\u677f\u5f00\u59cb\u6784\u5efa\u8bf7\u6c42\u4f53<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String payload <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> ai_payload_second_template<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u51c6\u5907\u66ff\u6362\u7684\u503c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String escapedArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallArguments<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u8f6c\u4e49\u53c2\u6570\u5b57\u7b26\u4e32\u4e2d\u7684\u53cc\u5f15\u53f7\uff0c\u786e\u4fddJSON\u683c\u5f0f\u6b63\u786e<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">escapedArguments<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\\\\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ \u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{USER_COMMAND}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> userCommand<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_ID}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallId<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_NAME}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallName<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{TOOL_CALL_ARGUMENTS}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> escapedArguments<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{EXECUTION_RESULT}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> toolExecutionResult<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> payload<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u6b65\u9aa4\u89e3\u6790<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b65\u9aa4\u4e00\uff1a\u8f6c\u4e49\u53cc\u5f15\u53f7<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>String escapedArguments = firstToolCallArguments;\nescapedArguments.replace(\"\\\"\", \"\\\\\\\"\");<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">String escapedArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> firstToolCallArguments<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9\">escapedArguments<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #EBCB8B\">\\\\\\&quot;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><code>firstToolCallArguments<\/code>&nbsp;\u7684\u503c\u662f&nbsp;<code>{\"level\": 5}<\/code>\uff0c\u5176\u4e2d\u5305\u542b\u53cc\u5f15\u53f7\u3002\u5982\u679c\u76f4\u63a5\u628a\u8fd9\u4e2a\u5b57\u7b26\u4e32\u63d2\u5165\u5230 JSON \u6a21\u677f\u4e2d\uff0c\u4f1a\u7834\u574f JSON \u683c\u5f0f\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\"arguments\": \"{\"level\": 5}\"   \/\/ \u274c \u9519\u8bef\u7684JSON\uff0c\u5185\u90e8\u53cc\u5f15\u53f7\u6ca1\u6709\u8f6c\u4e49<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">level<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #616E88\">   \/\/ \u274c \u9519\u8bef\u7684JSON\uff0c\u5185\u90e8\u53cc\u5f15\u53f7\u6ca1\u6709\u8f6c\u4e49<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u5c06&nbsp;<code>\"<\/code>&nbsp;\u66ff\u6362\u4e3a&nbsp;<code>\\\"<\/code>\uff0c\u5f97\u5230&nbsp;<code>\\{\"level\": 5\\}<\/code>\uff0c\u8fd9\u6837\u63d2\u5165\u6a21\u677f\u540e\u5c31\u662f\u5408\u6cd5\u7684 JSON\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\"arguments\": \"{\\\"level\\\": 5}\"   \/\/ \u2705 \u6b63\u786e\u7684JSON<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #D8DEE9FF\">: <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #616E88\">   \/\/ \u2705 \u6b63\u786e\u7684JSON<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b65\u9aa4\u4e8c\uff1a\u4f7f\u7528\u5df2\u4fdd\u5b58\u7684\u6267\u884c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>payload.replace(\"{{EXECUTION_RESULT}}\", toolExecutionResult);<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9\">payload<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">replace<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{{EXECUTION_RESULT}}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> toolExecutionResult<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><code>toolExecutionResult<\/code>&nbsp;\u53d8\u91cf\u5728&nbsp;<code>parseToolCallResponse()<\/code>&nbsp;\u4e2d\u76f4\u63a5\u83b7\u53d6 LED \u63a7\u5236\u51fd\u6570\u7684\u8fd4\u56de\u503c\u5f97\u5230\uff0c\u5305\u542b\u4e86\u4eba\u7c7b\u53ef\u8bfb\u7684\u6267\u884c\u7ed3\u679c\u63cf\u8ff0\uff0c\u4f8b\u5982&#8221;LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b&#8221;\u3002<\/p>\n\n\n\n<h3 id=\"8-\u89e3\u6790\u7b2c\u4e00\u6b21\u54cd\u5e94parsetoolcallresponse\u7b2c618-715\u884c\" class=\"wp-block-heading\"><strong>8. \u89e3\u6790\u7b2c\u4e00\u6b21\u54cd\u5e94\uff1aparseToolCallResponse()\uff08\u7b2c483-570\u884c\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u51fd\u6570\u4e0e\u4e0a\u4e00\u8282\u7684&nbsp;<code>parseToolCallsResponse()<\/code>&nbsp;\u7c7b\u4f3c\uff0c\u4f46\u589e\u52a0\u4e86<strong>\u4fdd\u5b58 Tool Call \u4fe1\u606f<\/strong>\u7684\u903b\u8f91\uff0c\u5e76\u4e14<strong>\u76f4\u63a5\u83b7\u53d6 LED \u63a7\u5236\u51fd\u6570\u7684\u8fd4\u56de\u503c\u4fdd\u5b58\u5230&nbsp;<code>toolExecutionResult<\/code><\/strong>\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\/\/ \u5b58\u50a8Tool Calls\u4fe1\u606f\nfirstToolCallId = toolCall&#91;\"id\"&#93;.as&lt;String>();\nfirstToolCallName = functionName;\nfirstToolCallArguments = function&#91;\"arguments\"&#93;.as&lt;String>();<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #616E88\">\/\/ \u5b58\u50a8Tool Calls\u4fe1\u606f<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">firstToolCallId <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">toolCall<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">firstToolCallName <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> functionName<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">firstToolCallArguments <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">function<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u89e3\u6790\u51fa\u51fd\u6570\u540d\u548c\u53c2\u6570\u540e\uff0c\u7acb\u5373\u4fdd\u5b58\u5230\u5168\u5c40\u53d8\u91cf\uff0c\u4f9b\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u53d8\u5316\uff1a\u6355\u83b7 LED \u63a7\u5236\u51fd\u6570\u7684\u8fd4\u56de\u503c<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\/\/ \u8c03\u7528LED\u5f00\u5173\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c\ntoolExecutionResult = controlLEDOnOFF(action);\n\n\/\/ \u8c03\u7528LED\u4eae\u5ea6\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c\ntoolExecutionResult = controlLEDBrightness(level);<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #616E88\">\/\/ \u8c03\u7528LED\u5f00\u5173\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">\/\/ \u8c03\u7528LED\u4eae\u5ea6\u63a7\u5236\u51fd\u6570\u5e76\u4fdd\u5b58\u6267\u884c\u7ed3\u679c<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">toolExecutionResult <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">LED \u63a7\u5236\u51fd\u6570\uff08\u5982&nbsp;<code>controlLEDOnOFF()<\/code>&nbsp;\u548c&nbsp;<code>controlLEDBrightness()<\/code>\uff09\u4f1a\u8fd4\u56de\u6267\u884c\u7ed3\u679c\u63cf\u8ff0\uff08\u5982&#8221;LED\u5df2\u6210\u529f\u6253\u5f00&#8221;\u6216&#8221;LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b&#8221;\uff09\uff0c\u8fd9\u4e9b\u8fd4\u56de\u503c\u76f4\u63a5\u88ab\u4fdd\u5b58\u5230&nbsp;<code>toolExecutionResult<\/code>&nbsp;\u53d8\u91cf\u4e2d\uff0c\u4f9b\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 id=\"9-\u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94parsesecondresponse\u7b2c717-751\u884c\" class=\"wp-block-heading\"><strong>9. \u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94\uff1aparseSecondResponse()\uff08\u7b2c580-606\u884c\uff09\u2b50<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f<strong>\u5168\u65b0\u589e\u52a0\u7684\u51fd\u6570<\/strong>\uff0c\u7528\u4e8e\u63d0\u53d6 AI \u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\/\/ \u63d0\u53d6\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988\n  if (doc.containsKey(\"choices\") &amp;&amp; doc&#91;\"choices\"&#93;.size() > 0) {\n    JsonObject choice = doc&#91;\"choices\"&#93;&#91;0&#93;;\n    JsonObject message = choice&#91;\"message\"&#93;;\n    \n    if (message.containsKey(\"content\") &amp;&amp; !message&#91;\"content\"&#93;.as&lt;String>().isEmpty()) {\n      String content = message&#91;\"content\"&#93;.as&lt;String>();\n      Serial.println(\">>> LLM\u81ea\u7136\u8bed\u8a00\u53cd\u9988:\");\n      Serial.println(content);\n    } else {\n      Serial.println(\"LLM\u6ca1\u6709\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988\");\n    }\n  } else {\n    Serial.println(\"\u65e0\u6cd5\u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94\");\n  }\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #616E88\">\/\/ \u63d0\u53d6\u5e76\u663e\u793a\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #88C0D0\">size<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject choice <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">doc<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;&#91;<\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    JsonObject message <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">choice<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">if<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">containsKey<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">&amp;&amp;<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">!<\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">().<\/span><span style=\"color: #88C0D0\">isEmpty<\/span><span style=\"color: #ECEFF4\">())<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      String content <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">message<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;.<\/span><span style=\"color: #D8DEE9\">as<\/span><span style=\"color: #81A1C1\">&lt;<\/span><span style=\"color: #D8DEE9FF\">String<\/span><span style=\"color: #81A1C1\">&gt;<\/span><span style=\"color: #ECEFF4\">()<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">&gt;&gt;&gt; LLM\u81ea\u7136\u8bed\u8a00\u53cd\u9988:<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">content<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LLM\u6ca1\u6709\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #81A1C1\">else<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #D8DEE9\">Serial<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #88C0D0\">println<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u65e0\u6cd5\u89e3\u6790\u7b2c\u4e8c\u6b21\u54cd\u5e94<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0e\u89e3\u6790 Tool Calls \u4e0d\u540c\uff0c\u8fd9\u91cc\u53ea\u9700\u8981\u63d0\u53d6&nbsp;<code>message.content<\/code>&nbsp;\u5b57\u6bb5\uff0c\u8fd9\u5c31\u662f AI \u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\u56de\u590d\u3002<\/p>\n\n\n\n<h3 id=\"10-led-\u63a7\u5236\u51fd\u6570\u7684\u8fd4\u56de\u503c\" class=\"wp-block-heading\"><strong>10. LED \u63a7\u5236\u51fd\u6570\u7684\u8fd4\u56de\u503c<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8ba9 Follow-up \u80fd\u591f\u83b7\u53d6\u6267\u884c\u7ed3\u679c\uff0c\u4e24\u4e2a LED \u63a7\u5236\u51fd\u6570\u90fd\u589e\u52a0\u4e86&nbsp;<code>String<\/code>&nbsp;\u8fd4\u56de\u503c\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>String controlLEDOnOFF(String action) {\n  String resultDescription = \"\";\n  \/\/ ...\u6267\u884c\u64cd\u4f5c...\n  resultDescription = \"LED\u5df2\u6210\u529f\u6253\u5f00\";\n  return resultDescription;\n}\n\nString controlLEDBrightness(int level) {\n  String resultDescription = \"\";\n  \/\/ ...\u6267\u884c\u64cd\u4f5c...\n  resultDescription = \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\";\n  return resultDescription;\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #D8DEE9\">action<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ ...\u6267\u884c\u64cd\u4f5c...<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u5df2\u6210\u529f\u6253\u5f00<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> resultDescription<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">String <\/span><span style=\"color: #88C0D0\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #81A1C1\">int<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #D8DEE9\">level<\/span><span style=\"color: #ECEFF4\">)<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  String resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #616E88\">  \/\/ ...\u6267\u884c\u64cd\u4f5c...<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  resultDescription <\/span><span style=\"color: #81A1C1\">=<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> resultDescription<\/span><span style=\"color: #81A1C1\">;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728&nbsp;<code>parseToolCallResponse()<\/code>&nbsp;\u4e2d\uff0c\u6267\u884c\u5b8c\u51fd\u6570\u540e\u4f1a<strong>\u5c06\u8fd4\u56de\u503c\u4fdd\u5b58\u5230&nbsp;<code>toolExecutionResult<\/code><\/strong>&nbsp;\u53d8\u91cf\uff0c\u4f9b\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5728\u7b2c\u4e8c\u6b21\u63a5\u6536\u5230\u8bf7\u6c42\u540e\uff0c\u4f1a\u6839\u636e<code>toolExecutionResult<\/code>\u7684\u5177\u4f53\u5185\u5bb9\uff0c\u5f97\u77e5ESP32\u5177\u4f53\u6267\u884c\u6307\u4ee4\u7684\u7ed3\u679c\uff0c\u5e76\u4e14\u4f1a\u6839\u636e<code>toolExecutionResult<\/code>\u7684\u5177\u4f53\u5185\u5bb9\u914d\u5408\u8bf7\u6c42\u4e2d\u7684\u5176\u5b83\u4fe1\u606f\u751f\u6210\u81ea\u7136\u8bed\u8a00\u4fe1\u606f\uff0c\u544a\u77e5\u7528\u6237ESP32\u7684\u6267\u884c\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u5982\u679c\u6ca1\u6709\u8fd9\u7b2c\u4e8c\u6b21\u4e92\u52a8\uff0c\u90a3\u4e48ESP32\u81ea\u8eab\u53ea\u80fd\u6309\u7167\u6211\u4eec\u7684\u7a0b\u5e8f\u903b\u8f91\u56fa\u5b9a\u7684\u751f\u6210\u7a0b\u5e8f\u8fd0\u884c\u7ed3\u679c\u4fe1\u606f\uff0c\u5982\u201cLED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\u201d\u6216\u201cLED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4f4e\u7ea7\u522b\u201d\u3002\u8fd9\u662f\u7eaf\u7cb9\u7684\u673a\u5668\u5f0f\u7b54\u590d\uff0c\u4e0d\u591f\u667a\u80fd\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u662f\u6709\u4e86\u8fd9\u7b2c\u4e8c\u6b21\u4e92\u52a8\uff0c\u90a3\u4e48ESP32\u5c31\u4f1a\u5728AI\u5e73\u53f0\u7684\u5e2e\u52a9\u4e0b\uff0c\u83b7\u5f97\u66f4\u52a0\u4eba\u6027\u5316\u7684\u6307\u4ee4\u6267\u884c\u7ed3\u679c\u4fe1\u606f\uff0c\u5411\u7528\u6237\u6c47\u62a5\u7ed3\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b8c\u6574\u4ea4\u4e92\u6d41\u7a0b\u793a\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u4ee5\u7528\u6237\u6307\u4ee4\u00a0<strong>&#8220;LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927&#8221;<\/strong>\u00a0\u4e3a\u4f8b\uff0c\u5c55\u793a ESP32\u3001AI \u5e73\u53f0\u548c\u786c\u4ef6\u4e4b\u95f4\u7684\u5b8c\u6574\u4ea4\u4e92\u6d41\u7a0b\u3002\uff08\u8bf7\u6ce8\u610f\uff0c\u4ee5\u4e0b\u54cd\u5e94\u5185\u5bb9\u53ef\u80fd\u4e0e\u5b9e\u9645\u54cd\u5e94\u5185\u5bb9\u5b58\u5728\u5dee\u5f02\uff0c\u8fd9\u91cc\u63d0\u4f9b\u7684\u4fe1\u606f\u4ec5\u4f9b\u53c2\u8003\u3002\uff09<\/p>\n\n\n\n<h3 id=\"\u7b2c\u4e00\u6b65esp32-\u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42\" class=\"wp-block-heading\">\u7b2c\u4e00\u6b65\uff1aESP32 \u53d1\u9001\u7b2c\u4e00\u6b21\u8bf7\u6c42<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"model\": \"qwen-flash\",\n  \"messages\": &#91;\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    }\n  &#93;,\n  \"tools\": [\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDOnOFF\",\n        \"description\": \"\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"action\": {\n              \"type\": \"string\",\n              \"description\": \"LED\u63a7\u5236\u52a8\u4f5c\",\n              \"enum\": &#91;\"on\", \"off\"&#93;\n            }\n          },\n          \"required\": &#91;\"action\"&#93;\n        }\n      }\n    },\n    {\n      \"type\": \"function\",\n      \"function\": {\n        \"name\": \"controlLEDBrightness\",\n        \"description\": \"\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b\",\n        \"parameters\": {\n          \"type\": \"object\",\n          \"properties\": {\n            \"level\": {\n              \"type\": \"integer\",\n              \"description\": \"\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae\",\n              \"minimum\": 1,\n              \"maximum\": 5\n            }\n          },\n          \"required\": &#91;\"level\"&#93;\n        }\n      }\n    }\n  ],\n  \"tool_choice\": \"auto\",\n  \"temperature\": 0.1\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">messages<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">system<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">user<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tools<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDOnOFF<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u63a7\u5236LED\u7684\u6253\u5f00\u6216\u5173\u95ed<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">parameters<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">properties<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">action<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">string<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u63a7\u5236\u52a8\u4f5c<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">enum<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">on<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">off<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">required<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">action<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u63a7\u5236LED\u7684\u4eae\u5ea6\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">parameters<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">properties<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">level<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">integer<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4eae\u5ea6\u7ea7\u522b\uff0c1-5\u7ea7\uff0c\u5176\u4e2d1\u4e3a\u6700\u6697\uff0c5\u4e3a\u6700\u4eae<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">minimum<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">maximum<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">5<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">required<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_choice<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">auto<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">temperature<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b65\uff1aAI \u8fd4\u56de\u7684\u7b2c\u4e00\u6b21 Tool Calls \u54cd\u5e94<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"choices\": [\n    {\n      \"finish_reason\": \"tool_calls\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\",\n        \"role\": \"assistant\",\n        \"tool_calls\": &#91;\n          {\n            \"function\": {\n              \"arguments\": \"{\\\"level\\\": 5}\",\n              \"name\": \"controlLEDBrightness\"\n            },\n            \"id\": \"call_a4b2372b98b1492681255a\",\n            \"index\": 0,\n            \"type\": \"function\"\n          }\n        &#93;\n      }\n    }\n  ],\n  \"created\": 1782587266,\n  \"id\": \"chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 21,\n    \"prompt_tokens\": 275,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 296\n  }\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">finish_reason<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">              <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">created<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1782587266<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chatcmpl-e5b396d-99d7-4702-ac18-ed87f61aefb0f<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chat.completion<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">usage<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">completion_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">21<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">275<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens_details<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">cached_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">total_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">296<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 id=\"\u7b2c\u4e09\u6b65esp32-\u6267\u884c\u64cd\u4f5c\" class=\"wp-block-heading\">\u7b2c\u4e09\u6b65\uff1aESP32 \u6267\u884c\u64cd\u4f5c<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u89e3\u6790\u51fa&nbsp;<code>controlLEDBrightness(level=5)<\/code><\/li>\n\n\n\n<li>\u8c03\u7528&nbsp;<code>myLumi.setBright(5)<\/code>\uff0cLED \u53d8\u4e3a\u6700\u4eae<\/li>\n\n\n\n<li>\u4fdd\u5b58 Tool Call ID\u3001\u51fd\u6570\u540d\u3001\u53c2\u6570\u548c\u6267\u884c\u7ed3\u679c<\/li>\n<\/ol>\n\n\n\n<h3 id=\"\u7b2c\u56db\u6b65esp32-\u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42follow-up\" class=\"wp-block-heading\">\u7b2c\u56db\u6b65\uff1aESP32 \u53d1\u9001\u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"model\": \"qwen-flash\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927\"\n    },\n    {\n      \"role\": \"assistant\",\n      \"tool_calls\": &#91;\n        {\n          \"id\": \"call_a4b2372b98b1492681255a\",\n          \"type\": \"function\",\n          \"function\": {\n            \"name\": \"controlLEDBrightness\",\n            \"arguments\": \"{\\\"level\\\": 5}\"\n          }\n        }\n      &#93;\n    },\n    {\n      \"role\": \"tool\",\n      \"tool_call_id\": \"call_a4b2372b98b1492681255a\",\n      \"content\": \"LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\"\n    }\n  ],\n  \"temperature\": 0.1\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">messages<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">system<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u5bb6\u5c45\u52a9\u624b\uff0c\u53ef\u4ee5\u63a7\u5236LED\u7684\u5f00\u5173\u548c\u4eae\u5ea6\u3002\u8bf7\u6839\u636eTool Calls\u7684\u6267\u884c\u7ed3\u679c\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">user<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u8c03\u8282\u4e3a\u6700\u5927<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_calls<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">type<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">function<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">name<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">controlLEDBrightness<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">arguments<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">{<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">level<\/span><span style=\"color: #EBCB8B\">\\&quot;<\/span><span style=\"color: #A3BE8C\">: 5}<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">          <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_call_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">call_a4b2372b98b1492681255a<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">],<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">temperature<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0.1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e94\u6b65\uff1aAI \u8fd4\u56de\u7b2c\u4e8c\u6b21\u54cd\u5e94\uff08\u542b\u6709\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff09<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"choices\": &#91;\n    {\n      \"finish_reason\": \"stop\",\n      \"index\": 0,\n      \"message\": {\n        \"content\": \"\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728\",\n        \"role\": \"assistant\"\n      }\n    }\n  &#93;,\n  \"created\": 1782587267,\n  \"id\": \"chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd\",\n  \"model\": \"qwen-flash\",\n  \"object\": \"chat.completion\",\n  \"usage\": {\n    \"completion_tokens\": 16,\n    \"prompt_tokens\": 90,\n    \"prompt_tokens_details\": {\n      \"cached_tokens\": 0\n    },\n    \"total_tokens\": 106\n  }\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">choices<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&#91;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">finish_reason<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">stop<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">index<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">message<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">assistant<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">created<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">1782587267<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chatcmpl-4dc8fbf-1fb-9af9d-904f4dd-60286b17cd<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">model<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">qwen-flash<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">object<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">chat.completion<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">usage<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">completion_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">16<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">90<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">prompt_tokens_details<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">      <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">cached_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">},<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">total_tokens<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">106<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 id=\"\u7b2c\u516d\u6b65esp32-\u663e\u793a\u53cd\u9988\" class=\"wp-block-heading\">\u7b2c\u516d\u6b65\uff1aESP32 \u663e\u793a\u53cd\u9988<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e32\u53e3\u76d1\u89c6\u5668\u8f93\u51fa\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>>>> LLM\u81ea\u7136\u8bed\u8a00\u53cd\u9988:\n\u5df2\u5c06LED\u4eae\u5ea6\u8c03\u8282\u5230\u6700\u5927\u503c\uff0c\u73b0\u5728\u706f\u5149\u6700\u4eae\u54e6\uff01\u2728<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e2d&nbsp;<code>assistant<\/code>&nbsp;\u7684&nbsp;<code>tool_calls<\/code>&nbsp;\u5f88\u91cd\u8981\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e9b\u521d\u5b66\u8005\u53ef\u80fd\u4f1a\u6709\u7591\u95ee\uff1a\u4e3a\u4ec0\u4e48\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e2d\uff0c\u9700\u8981\u628a AI \u7b2c\u4e00\u6b21\u8fd4\u56de\u7684&nbsp;<code>tool_calls<\/code>&nbsp;\u539f\u6837\u53d1\u56de\u53bb\uff1f\u4e0d\u80fd\u53ea\u53d1&nbsp;<code>role: \"tool\"<\/code>&nbsp;\u6d88\u606f\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\u6848\u662f\uff1a<strong>\u5fc5\u987b\u53d1\u9001\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u5305\u62ec&nbsp;<code>assistant<\/code>&nbsp;\u7684&nbsp;<code>tool_calls<\/code><\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u56e0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bf9\u8bdd\u8fde\u7eed\u6027<\/strong>\uff1aAI \u6a21\u578b\u662f\u65e0\u72b6\u6001\u7684\uff0c\u6bcf\u6b21\u8bf7\u6c42\u90fd\u662f\u72ec\u7acb\u7684\u3002\u5982\u679c\u4e0d\u544a\u8bc9\u5b83&#8221;\u4f60\u4e4b\u524d\u8981\u6c42\u6211\u505a\u4e86\u4ec0\u4e48&#8221;\uff0c\u5b83\u5c31\u4e0d\u77e5\u9053\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li><strong>ID \u5339\u914d<\/strong>\uff1a<code>role: \"tool\"<\/code>&nbsp;\u6d88\u606f\u901a\u8fc7&nbsp;<code>tool_call_id<\/code>&nbsp;\u4e0e&nbsp;<code>assistant<\/code>&nbsp;\u6d88\u606f\u4e2d\u7684&nbsp;<code>tool_calls<\/code>&nbsp;\u8fdb\u884c\u5339\u914d\u3002AI \u5e73\u53f0\u9700\u8981\u9a8c\u8bc1\u8fd9\u4e2a\u5bf9\u5e94\u5173\u7cfb\u3002<\/li>\n\n\n\n<li><strong>\u903b\u8f91\u4e00\u81f4\u6027<\/strong>\uff1aAI \u9700\u8981\u77e5\u9053&#8221;\u6211\u8981\u6c42\u8c03\u4eae\u5ea6\u52305&#8243;\uff0c\u624d\u80fd\u7406\u89e3&#8221;\u6267\u884c\u7ed3\u679c\u662f\u8c03\u5230\u6700\u4eae&#8221;\u7684\u542b\u4e49\uff0c\u4ece\u800c\u751f\u6210\u5408\u7406\u7684\u56de\u590d\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u628a\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u6bd4\u4f5c\u4e00\u573a\u5bf9\u8bdd\u590d\u76d8\uff0c\u90a3\u4e48\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>system<\/code>&nbsp;\u662f\u4f1a\u8bae\u89c4\u5219<\/li>\n\n\n\n<li><code>user<\/code>&nbsp;\u662f\u7528\u6237\u63d0\u51fa\u7684\u9700\u6c42<\/li>\n\n\n\n<li><code>assistant<\/code>&nbsp;\u662f AI \u4e4b\u524d\u4e0b\u8fbe\u7684\u6307\u4ee4<\/li>\n\n\n\n<li><code>tool<\/code>&nbsp;\u662f\u6267\u884c\u8005\uff08ESP32\uff09\u6c47\u62a5\u7684\u6267\u884c\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u6709\u56db\u8005\u9f50\u5168\uff0cAI \u624d\u80fd\u505a\u51fa\u6070\u5f53\u7684\u603b\u7ed3\u548c\u56de\u5e94\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u8df5\u5efa\u8bae<\/h2>\n\n\n\n<h3 id=\"1-\u6267\u884c\u7ed3\u679c\u63cf\u8ff0\u8981\u6e05\u6670\" class=\"wp-block-heading\">1. \u6267\u884c\u7ed3\u679c\u63cf\u8ff0\u8981\u6e05\u6670<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>role: \"tool\"<\/code>&nbsp;\u7684&nbsp;<code>content<\/code>&nbsp;\u5185\u5bb9\u76f4\u63a5\u5f71\u54cd AI \u751f\u6210\u7684\u53cd\u9988\u8d28\u91cf\u3002\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bf4\u660e\u64cd\u4f5c\u662f\u5426\u6210\u529f<\/li>\n\n\n\n<li>\u5305\u542b\u5177\u4f53\u7684\u53c2\u6570\u503c<\/li>\n\n\n\n<li>\u4f7f\u7528\u7b80\u6d01\u660e\u4e86\u7684\u8bed\u8a00<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u8f83\u5dee\u7684\u63cf\u8ff0<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8f83\u597d\u7684\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>&#8220;OK&#8221;<\/td><td>&#8220;LED\u5df2\u6210\u529f\u6253\u5f00&#8221;<\/td><\/tr><tr><td>&#8220;done&#8221;<\/td><td>&#8220;LED\u4eae\u5ea6\u5df2\u6210\u529f\u8c03\u8282\u5230\u6700\u4eae\u7ea7\u522b\uff08\u7ea7\u522b5\uff09&#8221;<\/td><\/tr><tr><td>&#8220;\u5931\u8d25&#8221;<\/td><td>&#8220;LED\u63a7\u5236\u5931\u8d25\uff1a\u65e0\u6548\u7684\u4eae\u5ea6\u7ea7\u522b\uff0c\u5fc5\u987b\u57281-5\u4e4b\u95f4&#8221;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"2-\u5904\u7406\u6267\u884c\u5931\u8d25\u7684\u60c5\u51b5\" class=\"wp-block-heading\">2. \u5904\u7406\u6267\u884c\u5931\u8d25\u7684\u60c5\u51b5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c Tool Call \u6267\u884c\u5931\u8d25\uff08\u6bd4\u5982\u53c2\u6570\u65e0\u6548\u3001\u786c\u4ef6\u6545\u969c\uff09\uff0c<code>tool<\/code>&nbsp;\u6d88\u606f\u5e94\u8be5\u5982\u5b9e\u62a5\u544a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"\u590d\u5236\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"role\": \"tool\",\n  \"tool_call_id\": \"xxx\",\n  \"content\": \"LED\u63a7\u5236\u5931\u8d25\uff1a\u65e0\u6548\u7684\u4eae\u5ea6\u7ea7\u522b8\uff0c\u5fc5\u987b\u57281-5\u4e4b\u95f4\"\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">role<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">tool<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">tool_call_id<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">xxx<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">content<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">LED\u63a7\u5236\u5931\u8d25\uff1a\u65e0\u6548\u7684\u4eae\u5ea6\u7ea7\u522b8\uff0c\u5fc5\u987b\u57281-5\u4e4b\u95f4<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u6536\u5230\u540e\u53ef\u80fd\u4f1a\u751f\u6210\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">&#8220;\u62b1\u6b49\uff0c\u65e0\u6cd5\u5c06LED\u8c03\u5230\u7ea7\u522b8\uff0c\u4eae\u5ea6\u7ea7\u522b\u53ea\u80fd\u57281\u52305\u4e4b\u95f4\u3002&#8221;<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"3-\u6ce8\u610f-tool_call_id-\u7684\u51c6\u786e\u6027\" class=\"wp-block-heading\">3. \u6ce8\u610f&nbsp;<code>tool_call_id<\/code>&nbsp;\u7684\u51c6\u786e\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>tool<\/code>&nbsp;\u6d88\u606f\u4e2d\u7684&nbsp;<code>tool_call_id<\/code>&nbsp;\u5fc5\u987b\u4e0e&nbsp;<code>assistant<\/code>&nbsp;\u6d88\u606f\u4e2d\u7684&nbsp;<code>tool_calls[].id<\/code>&nbsp;<strong>\u5b8c\u5168\u4e00\u81f4<\/strong>\u3002\u5982\u679c ID \u4e0d\u5339\u914d\uff0cAI \u5e73\u53f0\u53ef\u80fd\u4f1a\u8fd4\u56de\u9519\u8bef\uff0c\u6216\u8005 AI \u6a21\u578b\u65e0\u6cd5\u6b63\u786e\u7406\u89e3\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<h2 id=\"\u603b\u7ed3\" class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8282\u8bfe\u7a0b\u8bb2\u89e3\u4e86 Follow-up Tool Calls \u7684\u5b8c\u6574\u5b9e\u73b0\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u6b21\u8bf7\u6c42<\/strong>\uff1a\u53d1\u9001\u7528\u6237\u6307\u4ee4\u548c\u5de5\u5177\u5b9a\u4e49\uff0c\u83b7\u53d6 AI \u7684 Tool Calls \u54cd\u5e94<\/li>\n\n\n\n<li><strong>\u6267\u884c\u5e76\u4fdd\u5b58<\/strong>\uff1a\u89e3\u6790 Tool Calls\uff0c\u6267\u884c\u786c\u4ef6\u64cd\u4f5c\uff0c\u4fdd\u5b58 Tool Call ID\u3001\u51fd\u6570\u540d\u3001\u53c2\u6570\u548c\u7ed3\u679c<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u6b21\u8bf7\u6c42<\/strong>\uff1a\u6784\u9020\u5305\u542b\u5b8c\u6574\u5bf9\u8bdd\u5386\u53f2\u7684 Follow-up \u8bf7\u6c42\uff0c\u5173\u952e\u662f\u6dfb\u52a0&nbsp;<code>role: \"tool\"<\/code>&nbsp;\u6d88\u606f<\/li>\n\n\n\n<li><strong>\u83b7\u53d6\u53cd\u9988<\/strong>\uff1a\u89e3\u6790 AI \u8fd4\u56de\u7684\u81ea\u7136\u8bed\u8a00\u56de\u590d\uff0c\u5448\u73b0\u7ed9\u7528\u6237<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7 Follow-up Tool Calls\uff0c\u6211\u4eec\u8ba9 AI \u52a9\u624b\u5b9e\u73b0\u4e86**&#8221;\u65e2\u80fd\u505a\u4e8b\uff0c\u4e5f\u80fd\u8bf4\u8bdd&#8221;**\u7684\u5b8c\u6574\u4ea4\u4e92\u4f53\u9a8c\u3002\u8fd9\u5728\u667a\u80fd\u97f3\u7bb1\u3001\u667a\u80fd\u5bb6\u5c45\u63a7\u5236\u3001\u673a\u5668\u4eba\u4ea4\u4e92\u7b49\u573a\u666f\u4e2d\u975e\u5e38\u5b9e\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0b\u4e00\u8282\u8bfe\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u8fdb\u4e00\u6b65\u6269\u5c55 Tool Calls \u7684\u5e94\u7528\u573a\u666f\uff0c\u63a2\u7d22\u66f4\u591a\u6709\u8da3\u7684 AIoT \u4ea4\u4e92\u65b9\u5f0f\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<h2 class=\"wp-block-heading\">\u57fa\u7840\u77e5\u8bc6\u7bc7\u76ee\u5f55<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u3007\u7ae0 (AID101-1-0) \u5e8f\u8a00<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-0-01-new-start-on-learning-ai\/\">AID101-1-0-01 \u2013 \u5b66\u4e60AI\u7684\u65b0\u8d77\u70b9<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7ae0 (AID101-1-1) \u51c6\u5907\u5de5\u4f5c<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/aid101-1-1-01preparation-for-ai-esp32-tutorial\/\" target=\"_blank\" rel=\"noreferrer noopener\">AID101-1-1-01 \u2013 \u5b66\u4e60\u672c\u7cfb\u5217\u6559\u7a0b\u7684\u51c6\u5907\u5de5\u4f5c<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u7ae0 (AID101-1-2) AI\u5927\u6a21\u578bAPI\u4ea4\u4e92\u57fa\u7840<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-2-01-simple-large-language-model-api-request\/\">AID101-1-2-01 \u2013 \u4f7f\u7528ESP32\u8c03\u7528AI\u5927\u6a21\u578bAPI\u7684\u57fa\u672c\u64cd\u4f5c<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-2-02-system-role-explained\/\">AID101-1-2-02 \u2013 System Role\u8be6\u89e3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-2-03-user-role-explained\/\">AID101-1-2-03 \u2013 User Role \u8be6\u89e3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-2-04-assistant-role-explained\/\">AID101-1-2-04 \u2013 Assistant Role\u8be6\u89e3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-2-05-ai-api-summary\/\">AID101-1-2-05 -\u5927\u6a21\u578bAPI\u4ea4\u4e92\u57fa\u7840\u77e5\u8bc6\u603b\u7ed3\u53ca\u7ec3\u4e60<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u7ae0 (AID101-1-3) AI\u5927\u6a21\u578b\u5de5\u5177\u8c03\u7528(tools call)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-01-ai-model-tool-calls-basics\/\">AID101-1-3-01 \u2013 AI\u5927\u6a21\u578b\u5de5\u5177\u8c03\u7528(tools call)\u57fa\u7840<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-02-ai-tool-calls-1\/\">AID101-1-3-02 \u2013 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href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/ai-basics\/aid101-1-3-06-ai-led-controlled-by-human-natural-language-commands\/\">AID101-1-3-06 \u2013 \u5e94\u7528\u5f00\u53d1\u5b9e\u4f8b: \u53ef\u7528\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u7684\u4eba\u5de5\u667a\u80fdLED<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9644\u5f55<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/faq\/how-to-install-esp32-dev-env-on-arduino\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5982\u4f55\u5728Arduino IDE\u4e0a\u5b89\u88c5ESP32\u5f00\u53d1\u73af\u5883<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/ai-development-referene\/ai_platform_references\/how-to-apply-aliyun-bailian-api-key\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u83b7\u53d6\u963f\u91cc\u4e91\u767e\u70bcAI\u5e73\u53f0API-Key<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/ai-development-referene\/ai-api-references\/openai-api-compatible-format\/openai-api-request-format\/\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI API \u8bf7\u6c42\u683c\u5f0f\u6982\u89c8<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/ai-development-referene\/ai-api-references\/openai-api-compatible-format\/openai-api-request-parameters\/\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI API\u517c\u5bb9\u683c\u5f0f\u8bf7\u6c42\u53c2\u6570\u8be6\u89e3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.taichi-maker.com\/index.php\/homepage\/ai-tutorial-index\/ai-maker-project-tutorial-index\/my_info_h-code-description\/\" target=\"_blank\" rel=\"noreferrer noopener\">my_info.h\u7a0b\u5e8f\u8bf4\u660e<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u822a\u680f\uff1a\u9996\u9875 \/ AI\u6559\u7a0b\u76ee\u5f55 \/ AI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b\u76ee\u5f55 \/ \u7b2c1\u7bc7 \u57fa\u7840\u77e5\u8bc6\u7bc7 \/ AID101-1-3 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