{"id":829,"date":"2026-05-22T20:58:31","date_gmt":"2026-05-22T12:58:31","guid":{"rendered":"http:\/\/ai.taichi-maker.com\/?page_id=829"},"modified":"2026-06-29T05:47:52","modified_gmt":"2026-06-28T21:47:52","slug":"aid101-1-3-04-follow-up-tool-calls-2","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-2\/","title":{"rendered":"AI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b \u2013AID101-1-3-05 \u2013 \u5e76\u884c\u591a\u5de5\u5177\u8c03\u7528(parallel tool calls)\u5b9e\u4f8b"},"content":{"rendered":"\n
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\u5bfc\u822a\u680f\uff1a\u9996\u9875<\/a> \/ AI\u6559\u7a0b\u76ee\u5f55<\/a> \/ AI\u521b\u5ba2\u9879\u76ee\u5f00\u53d1\u6559\u7a0b\u76ee\u5f55<\/a> \/ \u7b2c1\u7bc7 \u57fa\u7840\u77e5\u8bc6\u7bc7<\/a> \/ AID101-1-3-05 \u2013 \u5e76\u884c\u591a\u5de5\u5177\u8c03\u7528(parallel tool calls)\u5b9e\u4f8b<\/p>\n\n\n\n

\u672c\u8282\u5185\u5bb9\u7b80\u4ecb<\/h2>\n\n\n\n

\u5728\u524d\u51e0\u8282\u7684\u8bfe\u7a0b\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf\u638c\u63e1\u4e86 Tool Calls \u7684\u57fa\u672c\u539f\u7406\u3001Follow-up \u673a\u5236\u7684\u5b9e\u73b0\u65b9\u6cd5\u3002\u7ec6\u5fc3\u7684\u670b\u53cb\u53ef\u80fd\u5df2\u7ecf\u53d1\u73b0\uff1a\u524d\u9762\u51e0\u8282\u8bfe\u7a0b\u4e2d\u7684\u793a\u4f8b\u7a0b\u5e8f\u90fd\u53ea\u5904\u7406\u5355\u4e2a Tool Call<\/strong>\u2014\u2014\u8981\u4e48\u6253\u5f00 LED\uff0c\u8981\u4e48\u8c03\u8282\u4eae\u5ea6\uff0c\u6bcf\u6b21\u53ea\u6267\u884c\u4e00\u4e2a\u64cd\u4f5c\u3002<\/p>\n\n\n\n

\u4f46\u5728\u5b9e\u9645\u7684\u667a\u80fd\u5bb6\u5c45\u573a\u666f\u4e2d\uff0c\u7528\u6237\u5e38\u5e38\u4f1a\u8bf4\u4e00\u4e9b\u7ec4\u5408\u6307\u4ee4<\/strong>\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n

    \n
  • “\u8bf7\u6253\u5f00\u5ba2\u5385\u7684\u706f\uff0c\u5e76\u628a\u4eae\u5ea6\u8c03\u5230\u6700\u4eae”<\/li>\n\n\n\n
  • “\u5173\u95ed\u6240\u6709\u8bbe\u5907”<\/li>\n\n\n\n
  • “\u6253\u5f00\u7a7a\u8c03\u5e76\u8bbe\u7f6e\u6e29\u5ea6\u4e3a26\u5ea6”<\/li>\n<\/ul>\n\n\n\n

    \u8fd9\u4e9b\u6307\u4ee4\u5305\u542b\u591a\u4e2a\u52a8\u4f5c<\/strong>\uff0c\u9700\u8981 ESP32 \u4e00\u6b21\u6027\u6267\u884c\u591a\u4e2a\u5de5\u5177\u8c03\u7528<\/strong>\u3002\u672c\u8282\u8bfe\u7a0b\u5c06\u8bb2\u89e3\u5982\u4f55\u8ba9 ESP32 \u5904\u7406 AI \u5e73\u53f0\u5728\u4e00\u6b21\u54cd\u5e94\u4e2d\u8fd4\u56de\u7684\u591a\u4e2a Tool Calls<\/strong>\uff0c\u5e76\u4f9d\u6b21\u6267\u884c\u6240\u6709\u64cd\u4f5c\uff0c\u6700\u540e\u901a\u8fc7 Follow-up \u83b7\u53d6\u6574\u5408\u540e\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u3002<\/p>\n\n\n\n

    \u8bf7\u6ce8\u610f\uff1a\u4e0d\u540c\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u7684\u5e76\u884c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u6709\u6240\u4e0d\u540c\uff0c\u6709\u4e9b\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u53ef\u4ee5\u5f88\u597d\u7684\u4e00\u6b21\u6027\u5904\u7406\u591a\u4e2a\u5de5\u5177\u8c03\u7528\uff0c\u4f46\u662f\u6709\u4e9b\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u5219\u4e0d\u5177\u5907\u4e00\u6b21\u6027\u5904\u7406\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u7684\u80fd\u529b\uff0c\u751a\u81f3\u6709\u4e9b\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u5b8c\u5168\u4e0d\u5177\u5907\u5de5\u5177\u8c03\u7528\u7684\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u60a8\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u9700\u8981\u7559\u610f\u4f7f\u7528\u7684\u5927\u6a21\u578b\u662f\u5426\u5177\u5907\u4e00\u6b21\u6027\u5904\u7406\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u7684\u80fd\u529b<\/strong><\/p>\n\n\n\n

    \u4ec0\u4e48\u662f\u591a Tool Calls\uff1f<\/h2>\n\n\n\n

    \u6838\u5fc3\u6982\u5ff5<\/strong><\/h3>\n\n\n\n

    \u591a Tool Calls \u662f\u6307 AI \u5e73\u53f0\u5728\u4e00\u6b21\u54cd\u5e94\u4e2d\u8fd4\u56de\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u6307\u4ee4<\/strong>\uff0cESP32 \u9700\u8981\u4f9d\u6b21\u89e3\u6790\u5e76\u6267\u884c\u6bcf\u4e00\u4e2a\u6307\u4ee4\u3002<\/p>\n\n\n\n

    \"ai-multiple-tool-calls-flow-chart\"<\/figure>\n\n\n\n

    \u4e3a\u4ec0\u4e48\u9700\u8981\u591a Tool Calls\uff1f<\/h3>\n\n\n\n
    \u573a\u666f<\/th>\u5355 Tool Call \u5904\u7406<\/th>\u591a Tool Calls \u5904\u7406<\/th><\/tr><\/thead>
    “\u6253\u5f00LED\u5e76\u8c03\u5230\u6700\u4eae”<\/td>\u53ea\u80fd\u6253\u5f00LED\u6216\u53ea\u80fd\u8c03\u4eae\u5ea6<\/td>\u5148\u6253\u5f00LED\uff0c\u518d\u8c03\u5230\u6700\u4eae<\/td><\/tr>
    “\u5173\u95ed\u6240\u6709\u706f\u548c\u98ce\u6247”<\/td>\u53ea\u80fd\u5173\u95ed\u4e00\u79cd\u8bbe\u5907<\/td>\u4f9d\u6b21\u5173\u95ed\u706f\u548c\u98ce\u6247<\/td><\/tr>
    “\u628a\u5ba2\u5385\u706f\u6253\u5f00\uff0c\u5367\u5ba4\u706f\u5173\u95ed”<\/td>\u53ea\u80fd\u63a7\u5236\u4e00\u4e2a\u706f<\/td>\u540c\u65f6\u63a7\u5236\u5ba2\u5385\u548c\u5367\u5ba4\u706f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

    \u591a Tool Calls \u8ba9 AI \u52a9\u624b\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u3001\u66f4\u81ea\u7136\u7684\u7528\u6237\u6307\u4ee4<\/strong>\uff0c\u4e0d\u518d\u5c40\u9650\u4e8e\u5355\u4e00\u64cd\u4f5c\u3002<\/p>\n\n\n\n

    \ud83d\udd01 \u591a Tool Calls \u5b8c\u6574\u6d41\u7a0b<\/h2>\n\n\n\n

    \u6574\u4e2a\u6d41\u7a0b\u5206\u4e3a\u4e94\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n

      \n
    1. \u7b2c\u4e00\u6b21\u8bf7\u6c42<\/strong>\uff1aESP32 \u53d1\u9001\u7528\u6237\u6307\u4ee4 + \u53ef\u7528\u5de5\u5177\u5217\u8868<\/li>\n\n\n\n
    2. AI \u8fd4\u56de\u591a\u4e2a Tool Calls<\/strong>\uff1aAI \u8fd4\u56de\u5305\u542b\u591a\u4e2a Tool Calls \u7684\u54cd\u5e94\u4fe1\u606f<\/li>\n\n\n\n
    3. \u4f9d\u6b21\u6267\u884c\u591a\u4e2a Tool Calls<\/strong>\uff1aESP32 \u89e3\u6790 AI \u8fd4\u56de\u7684\u591a\u4e2a\u5de5\u5177\u8c03\u7528\uff0c\u4f9d\u6b21\u6267\u884c\u6240\u6709\u64cd\u4f5c<\/strong><\/li>\n\n\n\n
    4. \u7b2c\u4e8c\u6b21\u8bf7\u6c42\uff08Follow-up\uff09<\/strong>\uff1aESP32 \u5c06\u6240\u6709 Tool Calls \u7684\u6267\u884c\u7ed3\u679c<\/strong>\u4e00\u8d77\u53d1\u9001\u7ed9 AI<\/li>\n\n\n\n
    5. \u83b7\u53d6\u6574\u5408\u7684\u81ea\u7136\u8bed\u8a00\u53cd\u9988<\/strong>\uff1aAI \u6839\u636e\u6240\u6709\u6267\u884c\u7ed3\u679c\u751f\u6210\u4e00\u6bb5\u6574\u5408\u540e\u7684<\/strong>\u4eba\u8bdd\u56de\u590d<\/li>\n<\/ol>\n\n\n\n
      \n

      \u26a0\ufe0f \u5173\u952e\u7406\u89e3<\/strong>\uff1a\u4e0e\u4e0a\u4e00\u8282\u4e0d\u540c\uff0c\u672c\u8282\u7684\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4e2d\uff0cmessages<\/code> \u6570\u7ec4\u91cc\u4f1a\u5305\u542b\u591a\u4e2a role: \"tool\"<\/code> \u6d88\u606f<\/strong>\uff08\u6bcf\u4e2a Tool Call \u5bf9\u5e94\u4e00\u4e2a\uff09\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5305\u542b\u591a\u4e2a tool_calls \u7684 role: \"assistant\"<\/code> \u6d88\u606f<\/strong>\u3002<\/p>\n<\/blockquote>\n\n\n\n

      \u5728\u4e0b\u9762\u7684\u5185\u5bb9\u4e2d\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8bb2\u89e3\u8fd9\u4e94\u4e2a\u9636\u6bb5\u7684\u8be6\u7ec6\u5185\u5bb9\u3002<\/strong><\/p>\n\n\n\n

      \u7b2c\u4e00\u9636\u6bb5\uff1a\u7b2c\u4e00\u6b21\u8bf7\u6c42\uff08\u4e0e\u4e0a\u4e00\u8282\u76f8\u540c\uff09<\/h2>\n\n\n\n

      \u7b2c\u4e00\u6b21\u8bf7\u6c42\u4e0e\u4e0a\u4e00\u8282\u8bfe\u7a0b\u7684 tool_calls_follow_up_1.ino<\/code> \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

      \u8bf7\u6c42 JSON <\/h3>\n\n\n\n