{"id":22232,"date":"2024-09-18T15:51:45","date_gmt":"2024-09-18T07:51:45","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22232"},"modified":"2024-09-18T15:51:45","modified_gmt":"2024-09-18T07:51:45","slug":"openai-o1%e5%bc%8f%e6%80%9d%e7%bb%b4%e9%93%be%ef%bc%8c%e5%bc%80%e6%ba%90%e6%a8%a1%e5%9e%8b%e4%b9%9f%e5%8f%af%e4%bb%a5%e6%9c%89%ef%bc%8c%e6%88%90%e5%8a%9f%e6%a1%88%e4%be%8b%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/18\/22232\/","title":{"rendered":"OpenAI o1\u5f0f\u601d\u7ef4\u94fe\uff0c\u5f00\u6e90\u6a21\u578b\u4e5f\u53ef\u4ee5\u6709\uff0c\u6210\u529f\u6848\u4f8b\u6765\u4e86"},"content":{"rendered":"<div><img data-dominant-color=\"2f93c1\" data-has-transparency=\"false\" style=\"--dominant-color: #2f93c1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-22235\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/11588472946eb04565a02943783ee24a8cea32-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/11588472946eb04565a02943783ee24a8cea32-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/11588472946eb04565a02943783ee24a8cea32-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">Llamaberry \u80fd\u6559\u4f1a AI \u900f\u5f7b\u5730\u601d\u8003\uff0c\u5c31\u50cf\u662f\u4e00\u4f4d\u4eba\u7c7b\u4e13\u5bb6\u653b\u514b\u96be\u9898\u65f6\u90a3\u6837\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u5317\u4eac\u65f6\u95f4 9 \u6708 13 \u65e5\u5348\u591c\uff0cOpenAI \u53d1\u5e03\u4e86\u63a8\u7406\u6027\u80fd\u5f3a\u5927\u7684 \u03bf1 \u7cfb\u5217\u6a21\u578b\u3002\u4e4b\u540e\uff0c\u5404\u8def\u7814\u7a76\u8005\u4e00\u76f4\u5728\u5c1d\u8bd5\u6316\u6398 \u03bf1 \u5353\u8d8a\u6027\u80fd\u80cc\u540e\u7684\u6280\u672f\u5e76\u5c1d\u8bd5\u590d\u73b0\u5b83\u3002\u5f53\u7136\uff0cOpenAI \u4e5f\u60f3\u4e86\u4e00\u4e9b\u65b9\u6cd5\u6765\u6291\u5236\u7aa5\u63a2\uff0c\u6bd4\u5982\u6709\u591a\u540d\u7528\u6237\u58f0\u79f0\u66fe\u8bd5\u56fe\u8bf1\u5bfc \u03bf1 \u6a21\u578b\u516c\u5e03\u5176\u601d\u7ef4\u8fc7\u7a0b\uff0c\u7136\u540e\u6536\u5230\u4e86 OpenAI \u7684\u5c01\u53f7\u5a01\u80c1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u4e0d\u8fc7\u4e09\u56db\u5929\u65f6\u95f4\uff0c\u5c31\u5df2\u7ecf\u6709\u7814\u7a76\u8005\u5ba3\u79f0\u5df2\u7ecf\u6210\u529f\u590d\u73b0\/\u5f00\u53d1\u51fa\u4e86\u4e0e \u03bf1 \u6027\u80fd\u5dee\u4e0d\u591a\u7684\u63a8\u7406\u6280\u672f\uff0c\u5e76\u4e14\u8fd8\u4e0d\u6b62\u4e00\u4e2a\uff01<\/p>\n<h2>Llamaberry\uff1a\u6559\u4f1a AI \u50cf\u806a\u660e\u4eba\u4e00\u6837\u601d\u8003<\/h2>\n<p>Llamaberry \u7684\u63d0\u51fa\u8005\u662f Martin Bowling\u3002\u4ed6\u5f00\u53d1\u7684\u9879\u76ee\u5305\u62ec RAGMiner.dev \u548c Replit\uff1b\u5176\u4e2d\u524d\u8005\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u6beb\u4e0d\u8d39\u529b\u5730\u5c06\u7f51\u7ad9\u8f6c\u6362\u6210 Markdown\u3001XML \u6216 JSON \u7b49\u683c\u5f0f\u4ee5\u4fbf RAG \u548c LLM \u5e94\u7528\u4f7f\u7528\uff0c\u800c\u540e\u8005\u5219\u662f\u4e00\u4e2a\u4f7f\u7528 AI \u5c06\u60f3\u6cd5\u53d8\u6210\u4ee3\u7801\u7684\u9879\u76ee\u3002<\/p>\n<p>Llamaberry \u7684\u6838\u5fc3\u601d\u8def\u662f\u4f7f\u7528\u601d\u7ef4\u94fe\uff08CoT\uff09\u6765\u5b9e\u73b0\u63a8\u7406\u3002\u8fd9\u4e2a\u540d\u5b57\u81ea\u7136\u6e90\u81ea\u4ee3\u8868 o1 \u6a21\u578b\u7684 Strawberry\uff08\u8349\u8393\uff09\u3002<\/p>\n<h5>HuggingFace\u5730\u5740\uff1ahttps:\/\/huggingface.co\/spaces\/martinbowling\/Llamaberry<\/h5>\n<p>\u4ec0\u4e48\u662f\u601d\u7ef4\u94fe\uff1fBowling \u5728\u535a\u5ba2\u4e2d\u6253\u4e86\u4e2a\u6bd4\u65b9\uff1a\u300c\u601d\u7ef4\u94fe\u63a8\u7406\u5c31\u50cf\u662f\u7ed9 AI \u4e00\u4e2a\u7b14\u8bb0\u672c\u6765\u5c55\u793a\u5176\u5de5\u4f5c\u8fc7\u7a0b\u3002\u5176\u4e2d\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u5730\u7ed9\u51fa\u7b54\u6848\uff0c\u800c\u662f\u4f1a\u5e26\u9886\u6211\u4eec\u7ecf\u5386\u5176\u601d\u7ef4\u8fc7\u7a0b\u3002\u300d<\/p>\n<p>Llamaberry \u80fd\u6559\u4f1a AI \u900f\u5f7b\u5730\u601d\u8003\uff0c\u5c31\u50cf\u662f\u4e00\u4f4d\u4eba\u7c7b\u4e13\u5bb6\u653b\u514b\u96be\u9898\u65f6\u90a3\u6837\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0cLlamaberry \u662f\u4e00\u4e2a<strong>\u591a\u8f6e\u601d\u7ef4\u94fe\u63a8\u7406\u7cfb\u7edf<\/strong>\u7684\u5b9e\u73b0\uff0c\u5176\u57fa\u4e8e\u8fd0\u884c\u5728 Groq \u4e0a\u7684 Llama 3.1 70B \u6a21\u578b\u3002<\/p>\n<h3>\u591a\u8f6e\u63a8\u7406\u662f\u5173\u952e<\/h3>\n<p>\u591a\u8f6e\u63a8\u7406\uff0c\u987e\u540d\u601d\u4e49\uff0c\u5c31\u662f\u8ba9\u6a21\u578b\u5728\u7ed9\u51fa\u7b54\u6848\u4e4b\u524d\u8fdb\u884c\u591a\u6b65\u601d\u8003\uff0c\u800c\u4e0d\u662f\u4e00\u6b65\u7ed9\u51fa\u7b54\u6848\u3002\u6253\u4e2a\u6bd4\u65b9\uff0c\u8fd9\u5c31\u50cf\u662f\u770b\u4e00\u4f4d\u5927\u53a8\u4ece\u5907\u83dc\u5230\u5b8c\u6210\u6446\u76d8\u4e00\u6b65\u6b65\u5730\u5b8c\u6210\u4e00\u9053\u7cbe\u7f8e\u83dc\u80b4\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5fae\u6ce2\u52a0\u70ed\u9884\u5236\u83dc\u3002<\/p>\n<p>\u4e3e\u4e2a\u793a\u4f8b\uff1a<\/p>\n<p>\u7b2c 1 \u8f6e\uff1aAI \u5148\u5c1d\u8bd5\u89e3\u51b3\u5f53\u524d\u95ee\u9898\u3002<\/p>\n<p>\u7b2c 2 \u8f6e\uff1aAI \u56de\u987e\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u5e76\u5c3d\u529b\u6539\u8fdb\u6216\u4f18\u5316\u5176\u601d\u7ef4\u8fc7\u7a0b\u3002<\/p>\n<p>\u7b2c 3 \u8f6e\uff1a\u518d\u8fdb\u884c\u4e00\u8f6e\u53cd\u601d\u548c\u6539\u8fdb\u3002<\/p>\n<p>\u7efc\u5408\u7ed3\u679c\uff1a\u6700\u540e\uff0c\u5c06\u6240\u6709\u8fd9\u4e9b\u601d\u8003\u7efc\u5408\u5230\u4e00\u8d77\uff0c\u5f97\u5230\u4e00\u4e2a\u8fde\u8d2f\u4e14\u5408\u7406\u7684\u7b54\u6848\u3002<\/p>\n<p>\u4e0b\u9762\u5c55\u793a\u4e86\u8fd9\u4e2a\u591a\u8f6e\u8fc7\u7a0b\u7684\u793a\u610f\u56fe\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202409\/17\/68561f815a5dc9a77a482436a223bf1f733e90.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u524d\u4e00\u8f6e\u7684\u8f93\u51fa\u4f1a\u6210\u4e3a\u540e\u4e00\u8f6e\u7684\u8f93\u5165\uff0c\u4ece\u800c\u8ba9 AI \u53ef\u5728\u6bcf\u4e2a\u9636\u6bb5\u4e0d\u65ad\u5b8c\u5584\u5176\u601d\u7ef4\u3002\u6700\u540e\uff0c\u6240\u6709\u8fd9\u4e9b\u601d\u8003\u4f1a\u51dd\u7ec3\u6210\u4e00\u4e2a\u5408\u7406\u7684\u6700\u7ec8\u7b54\u6848\u3002\u5c31\u50cf\u770b\u7740\u4e00\u679a\u8393\u679c\u9010\u6e10\u6210\u719f\uff01<\/p>\n<h3>\u5982\u4f55\u5b9e\u73b0<\/h3>\n<p>\u4e0b\u9762\u5c06\u6df1\u5165 Llamaberry \u7684\u5b9e\u73b0\u7ec6\u8282\u3002<\/p>\n<h4>1.\u8bbe\u7f6e\u821e\u53f0<\/h4>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u4e3a AI \u52a9\u624b\u8bbe\u7f6e\u4e00\u4e9b\u57fa\u672c\u89c4\u5219\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">initial_system_prompt <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"<\/span>\"You are an <span class=\"token constant\">AI<\/span> assistant capable <span class=\"token keyword\">of<\/span> detailed<span class=\"token punctuation\">,<\/span> step<span class=\"token operator\">-<\/span>by<span class=\"token operator\">-<\/span>step thinking<span class=\"token punctuation\">.<\/span> When presented <span class=\"token keyword\">with<\/span> a question or problem<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">break<\/span> down your thought process into clear<span class=\"token punctuation\">,<\/span> logical steps<span class=\"token punctuation\">.<\/span> For each step<span class=\"token punctuation\">,<\/span> explain your reasoning<span class=\"token punctuation\">.<\/span> Conclude <span class=\"token keyword\">with<\/span> a final answer<span class=\"token punctuation\">.<\/span> Use the following markdown structure<span class=\"token operator\">:<\/span>\r\n\r\n## Reasoning\r\n<span class=\"token number\">1.<\/span> <span class=\"token punctuation\">[<\/span>First step<span class=\"token punctuation\">]<\/span>\r\n   <span class=\"token operator\">**<\/span>Explanation<span class=\"token operator\">:<\/span><span class=\"token operator\">**<\/span> <span class=\"token punctuation\">[<\/span>Detailed explanation <span class=\"token keyword\">of<\/span> <span class=\"token keyword\">this<\/span> step<span class=\"token punctuation\">]<\/span>\r\n<span class=\"token number\">2.<\/span> <span class=\"token punctuation\">[<\/span>Second step<span class=\"token punctuation\">]<\/span>\r\n   <span class=\"token operator\">**<\/span>Explanation<span class=\"token operator\">:<\/span><span class=\"token operator\">**<\/span> <span class=\"token punctuation\">[<\/span>Detailed explanation <span class=\"token keyword\">of<\/span> <span class=\"token keyword\">this<\/span> step<span class=\"token punctuation\">]<\/span>\r\n<span class=\"token operator\">...<\/span>\r\n\r\n## Answer\r\n<span class=\"token punctuation\">[<\/span>Final answer<span class=\"token punctuation\">]<\/span>\r\n\r\nBe comprehensive and show your reasoning clearly<span class=\"token punctuation\">.<\/span><span class=\"token string\">\"\"<\/span>\"<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u5c31\u662f\u63d0\u4f9b\u7ed9 AI \u5927\u53a8\u7684\u83dc\u8c31\u3002\u5b83\u77e5\u9053\u9700\u8981\u9010\u6b65\u5206\u89e3\u5176\u601d\u8003\u8fc7\u7a0b\u5e76\u89e3\u91ca\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u5e76\u4e14\u4ee5 Markdown \u683c\u5f0f\u5c06\u5b83\u4eec\u663e\u793a\u51fa\u6765\u3002<\/p>\n<h4>2.\u601d\u8003\u8fc7\u7a0b<\/h4>\n<p>\u5728\u6bcf\u4e00\u8f6e\u63a8\u7406\u4e2d\uff0c\u90fd\u9700\u8981\u8ba9 AI \u5bf9\u95ee\u9898\u8fdb\u884c\u601d\u8003\u3002\u4f46\u5728\u7b2c\u4e00\u8f6e\u7ed3\u675f\u540e\uff0c\u8fd8\u9700\u8981\u6c42\u5b83\u601d\u8003\u4e4b\u524d\u5df2\u7ecf\u601d\u8003\u8fc7\u7684\u4e1c\u897f\u3002\u8fd9\u5c31\u50cf\u95ee\u670b\u53cb\uff0c\u300c\u563f\uff0c\u8fd8\u8bb0\u5f97\u4f60\u4e4b\u524d\u8bf4\u8fc7\u4ec0\u4e48\u5417\uff1f\u8ba9\u6211\u4eec\u518d\u60f3\u4e00\u60f3\u3002\u300d<\/p>\n<p>\u4e0b\u9762\u662f\u6bcf\u4e00\u8f6e\u7684\u751f\u6210\u65b9\u5f0f\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">async<\/span> def <span class=\"token function\">generate_turn<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token operator\">:<\/span> str<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">previous_turns<\/span><span class=\"token operator\">:<\/span> list <span class=\"token operator\">=<\/span> None<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token operator\">:<\/span>\r\n    is_first_turn <span class=\"token operator\">=<\/span> previous_turns is None or <span class=\"token function\">len<\/span><span class=\"token punctuation\">(<\/span>previous_turns<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">==<\/span> <span class=\"token number\">0<\/span>\r\n<span class=\"token keyword\">if<\/span> <span class=\"token literal-property property\">is_first_turn<\/span><span class=\"token operator\">:<\/span>\r\n        messages <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span>\r\n            <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"system\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span> initial_system_prompt\r\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span>\r\n            <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span> query\r\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token keyword\">else<\/span><span class=\"token operator\">:<\/span>\r\n        previous_content <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\\n\\n\"<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>previous_turns<span class=\"token punctuation\">)<\/span>\r\n        messages <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span>\r\n            <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"system\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span> followup_system_prompt\r\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span>\r\n            <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span>\r\n            <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span>\r\n            f<span class=\"token string\">\"Original Query: {query}\\n\\nPrevious Turns:\\n{previous_content}\\n\\nProvide the next turn of reasoning.\"<\/span>\r\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span>\r\n\r\n    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">call_llm<\/span><span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8be5\u51fd\u6570\u662f\u591a\u8f6e\u63a8\u7406\u7684\u6838\u5fc3\u3002\u5b83\u51b3\u5b9a\u6211\u4eec\u662f\u5728\u7b2c\u4e00\u8f6e\u8fd8\u662f\u5728\u540e\u7eed\u8f6e\uff0c\u5e76\u4ee5\u6b64\u6784\u5efa\u63d0\u793a\u8bcd\u3002\u5bf9\u4e8e\u540e\u7eed\u8f6e\uff0c\u5b83\u4f1a\u5c06\u4e4b\u524d\u6240\u6709\u63a8\u7406\u8f6e\u90fd\u5305\u542b\u5728\u4e0a\u4e0b\u6587\u4e2d\uff0c\u8ba9 AI \u53ef\u4ee5\u57fa\u4e8e\u4e4b\u524d\u7684\u601d\u8003\u8fdb\u884c\u6784\u5efa\u3002<\/p>\n<h4>3.\u7efc\u5408\u7ed3\u679c<\/h4>\n<p>\u7ecf\u8fc7\u4e09\u8f6e\u601d\u8003\u4e4b\u540e\uff0c\u518d\u8ba9 AI \u68c0\u89c6\u5176\u6240\u6709\u601d\u8003\u5e76\u5f97\u51fa\u4e00\u4e2a\u5408\u7406\u7684\u6700\u7ec8\u7b54\u6848\u3002\u8fd9\u5c31\u50cf\u662f\u8ba9\u4e13\u5bb6\u8ba8\u8bba\u95ee\u9898\uff0c\u7136\u540e\u7f16\u5199\u6700\u7ec8\u62a5\u544a\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">async<\/span> def <span class=\"token function\">synthesize_turns<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token operator\">:<\/span> str<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">turns<\/span><span class=\"token operator\">:<\/span> list<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token operator\">:<\/span>\r\n    turns_text <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\\n\\n\"<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>\r\n        <span class=\"token punctuation\">[<\/span>f<span class=\"token string\">\"Turn {i+1}:\\n{turn}\"<\/span> <span class=\"token keyword\">for<\/span> i<span class=\"token punctuation\">,<\/span> turn <span class=\"token keyword\">in<\/span> <span class=\"token function\">enumerate<\/span><span class=\"token punctuation\">(<\/span>turns<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n    messages <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span>\r\n        <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"system\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span> synthesis_prompt\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span>\r\n        <span class=\"token string-property property\">\"role\"<\/span><span class=\"token operator\">:<\/span>\r\n        <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span>\r\n        f<span class=\"token string\">\"Original Query: {query}\\n\\nTurns of Reasoning:\\n{turns_text}\"<\/span>\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">call_llm<\/span><span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u4e2a\u7efc\u5408\u6b65\u9aa4\u81f3\u5173\u91cd\u8981\uff0c\u662f AI \u7efc\u5408\u6240\u6709\u601d\u8003\u5185\u5bb9\u51dd\u7ec3\u51fa\u6700\u7ec8\u7b54\u6848\u7684\u4e00\u6b65\u3002<\/p>\n<h3>\u5355\u8f6e\u63a8\u7406 vs \u591a\u8f6e\u63a8\u7406<\/h3>\n<p>Martin Bowling \u5728\u5176\u535a\u5ba2\u4e2d\u7b80\u5355\u6bd4\u8f83\u4e86\u5355\u8f6e\u548c\u591a\u8f6e\u63a8\u7406\u3002<\/p>\n<p>\u8fd9\u91cc\u4ed6\u91c7\u7528\u4e86\u4e00\u4e2a\u7b80\u5355\u793a\u4f8b\uff0c\u5373\u8be2\u95ee AI\uff1a\u300c\u4eba\u5de5\u667a\u80fd\u5bf9\u5c31\u4e1a\u5e02\u573a\u6709\u4ec0\u4e48\u6f5c\u5728\u5f71\u54cd\uff1f\u300d<\/p>\n<p>\u5355\u8f6e\u63a8\u7406\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token constant\">AI<\/span><span class=\"token operator\">:<\/span> Artificial intelligence will likely have significant impacts on the job market<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">including<\/span><span class=\"token operator\">:<\/span>\r\n<span class=\"token number\">1.<\/span> Automation <span class=\"token keyword\">of<\/span> routine tasks\r\n<span class=\"token number\">2.<\/span> Creation <span class=\"token keyword\">of<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">job<\/span> roles <span class=\"token keyword\">in<\/span> <span class=\"token constant\">AI<\/span> development and maintenance\r\n<span class=\"token number\">3.<\/span> Potential job displacement <span class=\"token keyword\">in<\/span> certain industries\r\n<span class=\"token number\">4.<\/span> Increased demand <span class=\"token keyword\">for<\/span> skills <span class=\"token keyword\">in<\/span> data analysis and machine learning\r\n\r\nWhile <span class=\"token constant\">AI<\/span> may eliminate some jobs<span class=\"token punctuation\">,<\/span> it will also create <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">opportunities<\/span> and increase productivity <span class=\"token keyword\">in<\/span> many fields<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f7f\u7528 Llamaberry \u6267\u884c\u591a\u8f6e\u63a8\u7406\uff1a<\/p>\n<p>\u7b2c 1 \u8f6e\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token constant\">AI<\/span><span class=\"token operator\">:<\/span> Let's approach <span class=\"token keyword\">this<\/span> step<span class=\"token operator\">-<\/span>by<span class=\"token operator\">-<\/span>step<span class=\"token operator\">:<\/span>\r\n\r\n<span class=\"token number\">1.<\/span> Identify current <span class=\"token constant\">AI<\/span> capabilities\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span> can perform data analysis<span class=\"token punctuation\">,<\/span> pattern recognition<span class=\"token punctuation\">,<\/span> and automate routine tasks<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">2.<\/span> Analyze vulnerable job sectors\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Manufacturing<span class=\"token punctuation\">,<\/span> customer service<span class=\"token punctuation\">,<\/span> and data entry are likely to be affected<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">3.<\/span> Consider <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">job<\/span> opportunities\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span> development<span class=\"token punctuation\">,<\/span> data science<span class=\"token punctuation\">,<\/span> and <span class=\"token constant\">AI<\/span> ethics consultation may see growth<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">4.<\/span> Examine potential economic effects\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Increased productivity might lead to economic growth<span class=\"token punctuation\">,<\/span> but wealth distribution could be a challenge<span class=\"token punctuation\">.<\/span>\r\n\r\nInitial Answer<span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span> will likely cause significant shifts <span class=\"token keyword\">in<\/span> the job market<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">with<\/span> both job losses <span class=\"token keyword\">in<\/span> some sectors and <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">opportunities<\/span> <span class=\"token keyword\">in<\/span> others<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7b2c 2 \u8f6e\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token constant\">AI<\/span><span class=\"token operator\">:<\/span> Let's refine our thinking<span class=\"token operator\">:<\/span>\r\n\r\n<span class=\"token number\">1.<\/span> Reassess the timeline <span class=\"token keyword\">of<\/span> <span class=\"token constant\">AI<\/span> impact\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> The effects won't be immediate but will unfold over years or decades<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">2.<\/span> Consider the adaptability <span class=\"token keyword\">of<\/span> the workforce\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Retraining and education will be crucial <span class=\"token keyword\">for<\/span> workers to transition to <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">roles<span class=\"token punctuation\">.<\/span><\/span>\r\n\r\n<span class=\"token number\">3.<\/span> Analyze potential societal changes\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> The nature <span class=\"token keyword\">of<\/span> work itself might change<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">with<\/span> more emphasis on creativity and emotional intelligence<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">4.<\/span> Examine global differences\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span>'s impact will vary across different countries and economies<span class=\"token punctuation\">.<\/span>\r\n\r\nRefined Answer<span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span>'s impact on the job market will be complex and gradual<span class=\"token punctuation\">,<\/span> requiring proactive measures <span class=\"token keyword\">in<\/span> education and economic policy to ensure a smooth transition<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7b2c 3 \u8f6e\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token constant\">AI<\/span><span class=\"token operator\">:<\/span> Let's delve deeper<span class=\"token operator\">:<\/span>\r\n\r\n<span class=\"token number\">1.<\/span> Explore the concept <span class=\"token keyword\">of<\/span> human<span class=\"token operator\">-<\/span><span class=\"token constant\">AI<\/span> collaboration\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Many jobs may evolve to involve working alongside <span class=\"token constant\">AI<\/span> rather than being replaced by it<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">2.<\/span> Consider the ethical implications\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Issues like algorithmic bias <span class=\"token keyword\">in<\/span> hiring processes need to be addressed<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">3.<\/span> Analyze the potential <span class=\"token keyword\">for<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">economic<\/span> models\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Universal Basic Income or reduced working hours might become more prominent discussions<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">4.<\/span> Examine historical parallels\r\n   <span class=\"token literal-property property\">Explanation<\/span><span class=\"token operator\">:<\/span> Previous technological revolutions<span class=\"token punctuation\">,<\/span> like the Industrial Revolution<span class=\"token punctuation\">,<\/span> can offer insights into potential outcomes<span class=\"token punctuation\">.<\/span>\r\n\r\nFurther Refined Answer<span class=\"token operator\">:<\/span> While <span class=\"token constant\">AI<\/span> will undoubtedly transform the job market<span class=\"token punctuation\">,<\/span> its impact will likely be nuanced<span class=\"token punctuation\">,<\/span> involving collaboration between humans and <span class=\"token constant\">AI<\/span><span class=\"token punctuation\">,<\/span> ethical considerations<span class=\"token punctuation\">,<\/span> and potentially <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">economic<\/span> paradigms<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7efc\u5408\u7b54\u6848\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token constant\">AI<\/span><span class=\"token operator\">:<\/span> After careful consideration across multiple turns <span class=\"token keyword\">of<\/span> reasoning<span class=\"token punctuation\">,<\/span> we can synthesize our thoughts on the potential impacts <span class=\"token keyword\">of<\/span> artificial intelligence on the job market<span class=\"token operator\">:<\/span>\r\n\r\n<span class=\"token number\">1.<\/span> Job Transformation<span class=\"token operator\">:<\/span> <span class=\"token constant\">AI<\/span> will lead to significant changes <span class=\"token keyword\">in<\/span> the job market<span class=\"token punctuation\">,<\/span> but these changes will be gradual and complex<span class=\"token punctuation\">.<\/span> While some jobs may be automated<span class=\"token punctuation\">,<\/span> many others will be transformed to involve collaboration between humans and <span class=\"token constant\">AI<\/span><span class=\"token punctuation\">.<\/span> Industries like manufacturing<span class=\"token punctuation\">,<\/span> customer service<span class=\"token punctuation\">,<\/span> and data entry are likely to see the most immediate impacts<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">2.<\/span> New Opportunities<span class=\"token operator\">:<\/span> The rise <span class=\"token keyword\">of<\/span> <span class=\"token constant\">AI<\/span> will create <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">job<\/span> categories<span class=\"token punctuation\">,<\/span> particularly <span class=\"token keyword\">in<\/span> fields like <span class=\"token constant\">AI<\/span> development<span class=\"token punctuation\">,<\/span> data science<span class=\"token punctuation\">,<\/span> <span class=\"token constant\">AI<\/span> ethics consultation<span class=\"token punctuation\">,<\/span> and human<span class=\"token operator\">-<\/span><span class=\"token constant\">AI<\/span> interaction design<span class=\"token punctuation\">.<\/span> There will likely be an increased demand <span class=\"token keyword\">for<\/span> skills <span class=\"token keyword\">in<\/span> creativity<span class=\"token punctuation\">,<\/span> emotional intelligence<span class=\"token punctuation\">,<\/span> and complex problem<span class=\"token operator\">-<\/span>solving that <span class=\"token constant\">AI<\/span> cannot easily replicate<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">3.<\/span> Economic and Social Implications<span class=\"token operator\">:<\/span> The integration <span class=\"token keyword\">of<\/span> <span class=\"token constant\">AI<\/span> into the workforce has the potential to increase productivity and economic growth<span class=\"token punctuation\">.<\/span> However<span class=\"token punctuation\">,<\/span> it also raises concerns about wealth distribution and may necessitate discussions about <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">economic<\/span> models<span class=\"token punctuation\">,<\/span> such <span class=\"token keyword\">as<\/span> Universal Basic Income or reduced working hours<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">4.<\/span> Education and Adaptation<span class=\"token operator\">:<\/span> The changing job market will require a strong emphasis on continuous learning and adaptation<span class=\"token punctuation\">.<\/span> Educational systems and workforce training programs will need to evolve to prepare people <span class=\"token keyword\">for<\/span> the <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">reality<\/span> <span class=\"token keyword\">of<\/span> working alongside <span class=\"token constant\">AI<\/span><span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">5.<\/span> Ethical Considerations<span class=\"token operator\">:<\/span> As <span class=\"token constant\">AI<\/span> becomes more prevalent <span class=\"token keyword\">in<\/span> hiring and work processes<span class=\"token punctuation\">,<\/span> addressing issues like algorithmic bias and ensuring fair opportunities <span class=\"token keyword\">for<\/span> all workers will be crucial<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">6.<\/span> Global Variations<span class=\"token operator\">:<\/span> The impact <span class=\"token keyword\">of<\/span> <span class=\"token constant\">AI<\/span> on the job market will not be uniform across the globe<span class=\"token punctuation\">.<\/span> Different countries and economies will experience varying effects based on their economic structures<span class=\"token punctuation\">,<\/span> technological readiness<span class=\"token punctuation\">,<\/span> and policy responses<span class=\"token punctuation\">.<\/span>\r\n\r\n<span class=\"token number\">7.<\/span> Historical Context<span class=\"token operator\">:<\/span> While <span class=\"token constant\">AI<\/span> represents a significant shift<span class=\"token punctuation\">,<\/span> it's important to view it <span class=\"token keyword\">in<\/span> the context <span class=\"token keyword\">of<\/span> previous technological revolutions<span class=\"token punctuation\">.<\/span> Like the Industrial Revolution<span class=\"token punctuation\">,<\/span> the <span class=\"token constant\">AI<\/span> revolution will likely lead to short<span class=\"token operator\">-<\/span>term disruptions but potentially long<span class=\"token operator\">-<\/span>term benefits <span class=\"token keyword\">if<\/span> managed properly<span class=\"token punctuation\">.<\/span>\r\n\r\nIn conclusion<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">while<\/span> <span class=\"token constant\">AI<\/span> will undoubtedly have profound impacts on the job market<span class=\"token punctuation\">,<\/span> these impacts will be multifaceted and evolve over time<span class=\"token punctuation\">.<\/span> The key to navigating <span class=\"token keyword\">this<\/span> transition successfully lies <span class=\"token keyword\">in<\/span> proactive measures <span class=\"token keyword\">in<\/span> education<span class=\"token punctuation\">,<\/span> economic policy<span class=\"token punctuation\">,<\/span> and ethical governance<span class=\"token punctuation\">,<\/span> ensuring that the benefits <span class=\"token keyword\">of<\/span> <span class=\"token constant\">AI<\/span> are broadly shared <span class=\"token keyword\">while<\/span> mitigating potential negative effects<span class=\"token punctuation\">.<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u591a\u8f6e\u65b9\u6cd5\u80fd\u5b9e\u73b0\u66f4\u52a0\u7cbe\u7ec6\u3001\u5168\u9762\u7684\u5206\u6790\u3002\u8fd9\u80fd\u4ece\u591a\u4e2a\u89d2\u5ea6\u8003\u8651\u95ee\u9898\uff0c\u4f18\u5316\u5176\u601d\u8003\uff0c\u6700\u540e\u5f97\u5230\u66f4\u52a0\u6df1\u601d\u719f\u8651\u548c\u5168\u9762\u8be6\u7ec6\u7684\u7b54\u6848\u3002<\/p>\n<p>Bowling \u8868\u793a\uff0c\u8fd9\u6837\u7684\u591a\u8f6e\u63a8\u7406\u5728\u601d\u8003\u6df1\u5ea6\u3001\u81ea\u6211\u63d0\u5347\u3001\u900f\u660e\u5ea6\u3001\u7075\u6d3b\u6027\u7b49\u65b9\u9762\u90fd\u6709\u5de8\u5927\u4f18\u52bf\uff0c\u540c\u65f6\u5176\u8fd8\u91c7\u7528\u4e86 Markdown \u683c\u5f0f\uff0c\u4f7f\u5176\u7ed3\u679c\u66f4\u5bb9\u6613\u9605\u8bfb\u548c\u7528\u4e8e\u540e\u7eed\u6d41\u7a0b\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u8fd9\u79cd\u6280\u672f\u53ef\u8ba9 AI \u8fdb\u5165\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u6bd4\u5982\u533b\u7597\u8bca\u65ad\u3001\u6cd5\u5f8b\u5206\u6790\u3001\u79d1\u5b66\u7814\u7a76\u3001\u5546\u4e1a\u7b56\u7565\u3001\u6559\u80b2\u3002\u5f53\u7136\uff0c\u5728\u4f7f\u7528 Llamaberry \u7b49\u591a\u8f6e\u63a8\u7406\u7cfb\u7edf\u65f6\uff0c\u4e5f\u9700\u8981\u6ce8\u610f\u5b83\u4eec\u7684\u5c40\u9650\u548c\u6f5c\u5728\u7684\u9053\u5fb7\u4f26\u7406\u95ee\u9898\uff0c\u6bd4\u5982\u504f\u89c1\u3001\u8ba1\u7b97\u6210\u672c\u3001\u8fc7\u5ea6\u4f9d\u8d56\u548c\u9690\u79c1\u95ee\u9898\u3002<\/p>\n<h3>\u5982\u4f55\u4f7f\u7528 Llamaberry?<\/h3>\n<p>Llamaberry \u4e5f\u5f88\u5bb9\u6613\u4f7f\u7528\uff0c\u70b9\u51fb\u51e0\u4e0b\u5c31\u80fd\u62e5\u6709\u4f60\u81ea\u5df1\u7684\u591a\u8f6e\u63a8\u7406\u7cfb\u7edf\u3002\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-WYA0bQAa\">\n<li data-id=\"ld70c578-42rbo39C\">\u524d\u5f80 Replit\uff0c\u70b9\u51fb\u8be5\u94fe\u63a5\u83b7\u53d6 Llamaberry \u6a21\u677f\uff1ahttps:\/\/replit.com\/@MartinBowling\/Llamaberry-Powered-By-Groq?v=1<\/li>\n<li data-id=\"ld70c578-dEsWUjmo\">\u521b\u5efa\u6a21\u677f\u5206\u652f\uff1a\u70b9\u51fb Fork \u6309\u94ae\u521b\u5efa\u4f60\u81ea\u5df1\u7684 Llamaberry \u9879\u76ee\u526f\u672c\u3002<\/li>\n<li data-id=\"ld70c578-A8R1TZyV\">\u83b7\u53d6\u4f60\u7684 Groq API Key\uff1a\u6ce8\u518c Groq \u8d26\u6237\uff0c\u83b7\u53d6 API Key\u3002<\/li>\n<li data-id=\"ld70c578-CNxyyuy8\">\u8bbe\u7f6e\u73af\u5883\uff1a\u5728\u4f60\u7684\u5206\u652f Replit \u9879\u76ee\u4e2d\uff0c\u627e\u5230\u300cSecrets\u300d\u9009\u9879\u5361\u3002\u6dfb\u52a0\u4e00\u4e2a\u65b0\u5bc6\u94a5\uff0c\u5bc6\u94a5\u4e3a GROQ_API_KEY\uff0c\u503c\u662f\u4f60\u7684 Groq API \u5bc6\u94a5\u3002<\/li>\n<li data-id=\"ld70c578-o0VshQGJ\">\u8fd0\u884c\u9879\u76ee\uff1a\u5355\u51fb Replit \u754c\u9762\u9876\u90e8\u7684 Run \u6309\u94ae\u3002\u8fd9\u5c06\u542f\u52a8 Llamaberry \u5e94\u7528\u3002<\/li>\n<li data-id=\"ld70c578-tRgb1WOr\">\u5f00\u59cb\u5b9e\u9a8c\uff1a\u5e94\u7528\u8fd0\u884c\u8d77\u6765\u540e\uff0c\u4f60\u5c06\u770b\u5230\u4e00\u4e2a Gradio \u754c\u9762\u3002\u4f60\u53ef\u4ee5\u5728\u5176\u4e2d\u8f93\u5165\u95ee\u9898\u5e76\u67e5\u770b Llamaberry \u591a\u8f6e\u63a8\u7406\u7684\u5b9e\u9645\u6548\u679c\uff01\u5e76\u4e14\u8f93\u51fa\u662f\u7b80\u6d01\u6f02\u4eae\u7684 Markdown \u683c\u5f0f\uff01<\/li>\n<\/ol>\n<p>\u4e86\u89e3\u4e86 Llamaberry\uff0c\u4e0b\u9762\u6765\u770b\u53e6\u4e00\u4e2a\u53f7\u79f0\u5b9e\u73b0\u4e86\u7c7b o1 \u63a8\u7406\u94fe\u7684\u9879\u76ee\uff1ag1\u3002<\/p>\n<h2>g1\uff1a\u5b9e\u73b0\u7c7b\u4f3c \u03bf1 \u7684\u63a8\u7406\u94fe<\/h2>\n<p>g1 \u8fd9\u4e2a\u9879\u76ee\u6765\u81ea Benjamin Klieger\uff0c\u4ed6\u662f Groq \u7684\u4e00\u4f4d\u7814\u7a76\u8005\u3002\u4e5f\u56e0\u6b64\uff0cg1 \u540c\u6837\u57fa\u4e8e Groq\uff0c\u5e76\u4e14\u5176\u4e5f\u4f7f\u7528\u4e86 Llama 3.1 70b \u6a21\u578b\u3002<\/p>\n<p>\u4e0d\u540c\u4e8e Llamaberry \u4f7f\u7528\u7684\u591a\u8f6e\u601d\u7ef4\u94fe\u63a8\u7406\uff0cg1 \u7684\u7b56\u7565\u662f\u89d2\u8272\u626e\u6f14\u3001\u601d\u7ef4\u94fe\u63d0\u793a \u3001\u683c\u5f0f\u5316\u4ee5\u53ca\u53e6\u4e00\u4e9b\u63d0\u793a\u6280\u5de7\u3002\u5e76\u4e14\uff0cg1 \u5f00\u6e90\u4e86\u3002<\/p>\n<h4>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/bklieger-groq\/g1<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5f00\u53d1\u8005\u5ba3\u79f0 g1 \u6709 70% \u7684\u65f6\u95f4\u80fd\u6210\u529f\u6570\u51fa Strawberry \u4e2d\u6709\u591a\u5c11\u4e2a R\uff0c\u540c\u65f6\u65e0\u9700\u4efb\u4f55\u5fae\u8c03\u6216\u5c11\u6837\u672c\u6280\u672f\u3002\u4e0b\u9762\u662f\u5176\u4e00\u6b21\u6267\u884c\u8fc7\u7a0b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u5f00\u53d1\u8005 Klieger \u8868\u793a\uff0cg1 \u548c \u03bf1 \u4e00\u6837\u80fd\u8ba9 LLM \u6709\u80fd\u529b\u300c\u601d\u8003\u300d\u548c\u89e3\u51b3\u4e4b\u524d\u7684\u9886\u5148\u6a21\u578b\u96be\u4ee5\u5e94\u5bf9\u7684\u903b\u8f91\u95ee\u9898\u3002\u4f46\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0cg1 \u4f1a\u5927\u65b9\u5730\u5c55\u793a\u6240\u6709\u63a8\u7406 token\u3002\u540c\u65f6\uff0c\u4ed6\u4e5f\u5f3a\u8c03\u4e86 g1 \u548c \u03bf1 \u5728\u6280\u672f\u4e0a\u7684\u5dee\u5f02\uff0c\u5176\u4e2d\u540e\u8005\u4f7f\u7528\u4e86\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u6765\u6267\u884c\u601d\u7ef4\u94fe\u63a8\u7406\u3002\u800c g1 \u5219\u662f\u901a\u8fc7\u53d1\u6398\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u6f5c\u529b\u6765\u5e2e\u52a9 LLM \u89e3\u51b3\u7b80\u5355\u7684\u903b\u8f91\u95ee\u9898\uff0c\u8ba9\u73b0\u6709\u7684\u5f00\u6e90\u6a21\u578b\u4e5f\u80fd\u53d7\u76ca\u4e8e\u52a8\u6001\u63a8\u7406\u94fe\u548c\u4f18\u5316\u822c\u7684\u63a2\u7d22\u754c\u9762\u3002<\/p>\n<h2>g1 \u7684\u5de5\u4f5c\u65b9\u5f0f<\/h2>\n<p>\u7531 Llama 3.1 70b \u652f\u6301\u7684 g1 \u4f1a\u521b\u5efa\u4e00\u79cd\u52a8\u6001\u7684\u601d\u7ef4\u94fe\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0cLLM \u53ef\u4ee5\u9009\u62e9\u662f\u7ee7\u7eed\u8fdb\u884c\u53e6\u4e00\u4e2a\u63a8\u7406\u6b65\u9aa4\uff0c\u8fd8\u662f\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\u3002\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u6709\u6807\u9898\uff0c\u5e76\u4e14\u5bf9\u7528\u6237\u53ef\u89c1\u3002<\/p>\n<p>\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u8fd8\u4f1a\u5305\u542b\u7ed9 LLM \u7684\u63d0\u793a\u3002\u5176\u63d0\u793a\u7b56\u7565\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">You are an expert <span class=\"token constant\">AI<\/span> assistant that explains your reasoning step by step<span class=\"token punctuation\">.<\/span> For each step<span class=\"token punctuation\">,<\/span> provide a title that describes what you<span class=\"token string\">'re doing in that step, along with the content. Decide if you need another step or if you'<\/span>re ready to give the final answer<span class=\"token punctuation\">.<\/span> Respond <span class=\"token keyword\">in<\/span> <span class=\"token constant\">JSON<\/span> format <span class=\"token keyword\">with<\/span> <span class=\"token string\">'title'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'content'<\/span><span class=\"token punctuation\">,<\/span> and <span class=\"token string\">'next_action'<\/span> <span class=\"token punctuation\">(<\/span>either <span class=\"token string\">'continue'<\/span> or <span class=\"token string\">'final_answer'<\/span><span class=\"token punctuation\">)<\/span> keys<span class=\"token punctuation\">.<\/span> <span class=\"token constant\">USE<\/span> <span class=\"token constant\">AS<\/span> <span class=\"token constant\">MANY<\/span> <span class=\"token constant\">REASONING<\/span> <span class=\"token constant\">STEPS<\/span> <span class=\"token constant\">AS<\/span> <span class=\"token constant\">POSSIBLE<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">AT<\/span> <span class=\"token constant\">LEAST<\/span> <span class=\"token number\">3.<\/span> <span class=\"token constant\">BE<\/span> <span class=\"token constant\">AWARE<\/span> <span class=\"token constant\">OF<\/span> <span class=\"token constant\">YOUR<\/span> <span class=\"token constant\">LIMITATIONS<\/span> <span class=\"token constant\">AS<\/span> <span class=\"token constant\">AN<\/span> <span class=\"token constant\">LLM<\/span> <span class=\"token constant\">AND<\/span> <span class=\"token constant\">WHAT<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">CAN<\/span> <span class=\"token constant\">AND<\/span> <span class=\"token constant\">CANNOT<\/span> <span class=\"token constant\">DO<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">IN<\/span> <span class=\"token constant\">YOUR<\/span> <span class=\"token constant\">REASONING<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">INCLUDE<\/span> <span class=\"token constant\">EXPLORATION<\/span> <span class=\"token constant\">OF<\/span> <span class=\"token constant\">ALTERNATIVE<\/span> <span class=\"token constant\">ANSWERS<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">CONSIDER<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">MAY<\/span> <span class=\"token constant\">BE<\/span> <span class=\"token constant\">WRONG<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">AND<\/span> <span class=\"token constant\">IF<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">ARE<\/span> <span class=\"token constant\">WRONG<\/span> <span class=\"token constant\">IN<\/span> <span class=\"token constant\">YOUR<\/span> <span class=\"token constant\">REASONING<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">WHERE<\/span> <span class=\"token constant\">IT<\/span> <span class=\"token constant\">WOULD<\/span> <span class=\"token constant\">BE<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">FULLY<\/span> <span class=\"token constant\">TEST<\/span> <span class=\"token constant\">ALL<\/span> <span class=\"token constant\">OTHER<\/span> <span class=\"token constant\">POSSIBILITIES<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">CAN<\/span> <span class=\"token constant\">BE<\/span> <span class=\"token constant\">WRONG<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">WHEN<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">SAY<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">ARE<\/span> <span class=\"token constant\">RE<\/span><span class=\"token operator\">-<\/span><span class=\"token constant\">EXAMINING<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">ACTUALLY<\/span> <span class=\"token constant\">RE<\/span><span class=\"token operator\">-<\/span><span class=\"token constant\">EXAMINE<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">AND<\/span> <span class=\"token constant\">USE<\/span> <span class=\"token constant\">ANOTHER<\/span> <span class=\"token constant\">APPROACH<\/span> <span class=\"token constant\">TO<\/span> <span class=\"token constant\">DO<\/span> <span class=\"token constant\">SO<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">DO<\/span> <span class=\"token constant\">NOT<\/span> <span class=\"token constant\">JUST<\/span> <span class=\"token constant\">SAY<\/span> <span class=\"token constant\">YOU<\/span> <span class=\"token constant\">ARE<\/span> <span class=\"token constant\">RE<\/span><span class=\"token operator\">-<\/span><span class=\"token constant\">EXAMINING<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">USE<\/span> <span class=\"token constant\">AT<\/span> <span class=\"token constant\">LEAST<\/span> <span class=\"token number\">3<\/span> <span class=\"token constant\">METHODS<\/span> <span class=\"token constant\">TO<\/span> <span class=\"token constant\">DERIVE<\/span> <span class=\"token constant\">THE<\/span> <span class=\"token constant\">ANSWER<\/span><span class=\"token punctuation\">.<\/span> <span class=\"token constant\">USE<\/span> <span class=\"token constant\">BEST<\/span> <span class=\"token constant\">PRACTICES<\/span><span class=\"token punctuation\">.<\/span>\r\n\r\nExample <span class=\"token keyword\">of<\/span> a valid <span class=\"token constant\">JSON<\/span> <span class=\"token literal-property property\">response<\/span><span class=\"token operator\">:<\/span>\r\njson\r\n<span class=\"token punctuation\">{<\/span>\r\n    <span class=\"token string-property property\">\"title\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Identifying Key Information\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token string-property property\">\"content\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"To begin solving this problem, we need to carefully examine the given information and identify the crucial elements that will guide our solution process. This involves...\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token string-property property\">\"next_action\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"continue\"<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5bf9\u8fd9\u4e9b\u63d0\u793a\u8bcd\u7684\u8be6\u7ec6\u89e3\u91ca\u8bf7\u53c2\u9605\u539f\u9879\u76ee\u7684 Prompt Breakdown \u4e00\u8282\u3002\u8fd9\u91cc\u5c31\u4e0d\u8d58\u8ff0\u4e86\uff0c\u4ec5\u7ed9\u51fa\u51e0\u4e2a\u793a\u4f8b\uff0c\u6bd4\u5982\u53ef\u4ee5\u5728\u63d0\u793a\u8bcd\u4e2d\u52a0\u5165\u300cinclude exploration of alternative answers\u300d\uff08\u63a2\u7d22\u5176\u5b83\u7b54\u6848\uff09\u548c\u300cuse at least 3 methods to derive the answer\u300d\uff08\u4f7f\u7528\u81f3\u5c11\u4e09\u79cd\u65b9\u6cd5\u6765\u5f97\u51fa\u7b54\u6848\uff09\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u901a\u8fc7\u7ec4\u5408\u601d\u7ef4\u94fe\u4ee5\u53ca\u5c1d\u8bd5\u591a\u79cd\u65b9\u6cd5\u3001\u63a2\u7d22\u5176\u5b83\u7b54\u6848\u3001\u8d28\u7591\u4e4b\u524d\u8349\u62df\u7684\u89e3\u7b54\u3001\u8003\u8651 LLM \u7684\u5c40\u9650\u6027\u7b49\u7b56\u7565\uff0c\u5c31\u80fd\u663e\u8457\u63d0\u5347 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5728\u6570 Strawberry \u4e2d\u6709\u591a\u5c11\u4e2a R \u8fd9\u4e2a\u7ecf\u5178\u95ee\u9898\u4e0a\uff0c\u65e0\u9700\u4efb\u4f55\u8bad\u7ec3\uff0cg1 \u5c31\u80fd\u5e2e\u52a9 Llama 3.1 70b \u8fbe\u5230\u7ea6 70% \u7684\u51c6\u786e\u5ea6\uff08n=10, How many Rs are in strawberry?\uff09\u3002\u800c\u5982\u679c\u4e0d\u4f7f\u7528\u63d0\u793a\u6280\u672f\uff0cLlama 3.1 70b \u7684\u51c6\u786e\u7387\u4e3a 0%\uff0cChatGPT-4o \u7684\u4e5f\u53ea\u6709 30%\u3002<\/p>\n<p>\u4e0b\u9762\u5c55\u793a\u4e86\u53e6\u4e00\u4e2a\u793a\u4f8b\uff1a0.9 \u548c 0.11 \u54ea\u4e2a\u66f4\u5927\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u8be6\u7ec6\u7684\u5b89\u88c5\u8fc7\u7a0b\u548c\u4ee3\u7801\u8bf7\u53c2\u9605\u539f\u9879\u76ee\u3002<\/p>\n<p>\u6700\u540e\uff0c\u987a\u4fbf\u4e00\u63d0\uff0c\u53e6\u6709\u5f00\u53d1\u8005\u53d1\u5e03\u4e86 g1 \u7684\u5206\u652f\u7248 Mult1\uff0c\u8be5\u7248\u672c\u7684\u4e00\u5927\u6539\u8fdb\u662f\u53ef\u4f7f\u7528\u591a\u4e2a AI \u63d0\u4f9b\u5546\u6765\u521b\u5efa\u7c7b\u4f3c o1 \u7684\u63a8\u7406\u94fe\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u8bbf\u95ee\uff1ahttps:\/\/github.com\/tcsenpai\/multi1<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_22232\" class=\"pvc_stats total_only  \" data-element-id=\"22232\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid 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242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 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\u900f\u5f7b\u5730\u601d\u8003\uff0c\u5c31\u50cf\u662f\u4e00\u4f4d\u4eba\u7c7b\u4e13\u5bb6\u653b\u514b\u96be\u9898\u65f6\u90a3\u6837\u3002 \u5317\u4eac\u65f6\u95f4 9 \u6708 13 \u65e5 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_22232\" class=\"pvc_stats total_only  \" data-element-id=\"22232\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":22235,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1319],"class_list":["post-22232","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-openai--"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=22232"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22232\/revisions"}],"predecessor-version":[{"id":22236,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22232\/revisions\/22236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/22235"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=22232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=22232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=22232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}