{"id":9452,"date":"2025-10-30T14:46:56","date_gmt":"2025-10-30T06:46:56","guid":{"rendered":"\/?p=9452"},"modified":"2025-10-30T14:46:56","modified_gmt":"2025-10-30T06:46:56","slug":"llm-%e5%88%b0%e5%ba%95%e8%83%bd%e4%b8%8d%e8%83%bd%e8%87%aa%e5%b7%b1%e5%81%9a%e8%a7%84%e5%88%92","status":"publish","type":"post","link":"\/?p=9452","title":{"rendered":"LLM \u5230\u5e95\u80fd\u4e0d\u80fd\u81ea\u5df1\u505a\u89c4\u5212"},"content":{"rendered":"<h2>\u80cc\u666f\u6982\u8ff0<\/h2>\n<p>\u4eca\u5929\u804a\u4e00\u4e2a\u6700\u8fd1\u5728\u9762\u8bd5\u4e2d\u975e\u5e38\u5bb9\u6613\u88ab\u95ee\u5230\u3001\u4f46\u4e0d\u5c11\u4eba\u7b54\u5f97\u201c\u4e91\u91cc\u96fe\u91cc\u201d\u7684\u95ee\u9898<strong>\u201c\u5927\u6a21\u578b\u80fd\u81ea\u5df1\u505a\u89c4\u5212\uff08Planning\uff09<\/strong>\u5417\uff1f\u201d<\/p>\n<p>\u522b\u770b\u8fd9\u95ee\u9898\u53ea\u6709\u4e00\u53e5\u8bdd\uff0c\u5b83\u5176\u5b9e\u8003\u5bdf\u7684\u662f\u4f60<strong>\u5bf9 Agent \u6846\u67b6\u5e95\u5c42\u673a\u5236\u7684\u7406\u89e3\u6df1\u5ea6<\/strong>\u3002<\/p>\n<p>\u5f88\u591a\u5019\u9009\u4eba\u4f1a\u8131\u53e3\u800c\u51fa\uff1a\u201c\u80fd\u554a\uff0c\u6bd4\u5982 AutoGPT\u3001BabyAGI \u90fd\u80fd\u81ea\u52a8\u89c4\u5212\u4efb\u52a1\u3002\u201d<\/p>\n<p>\u4f46\u9762\u8bd5\u5b98\u5fc3\u91cc\u6e05\u695a\uff1a\u771f\u6b63\u61c2\u7684\u4eba\uff0c\u77e5\u9053\u90a3\u5176\u5b9e\u662f\u201c\u88ab\u63d0\u793a\u8bcd\uff08Prompt\uff09\u5199\u6b7b\u7684\u89c4\u5212\u201d\uff0c \u800c\u4e0d\u662f\u6a21\u578b\u81ea\u5df1\u201c\u4f1a\u60f3\u201d\u3002<\/p>\n<p>\u4eca\u5929\u6211\u4eec\u5c31\u628a\u8fd9\u4e2a\u8bdd\u9898\u8bb2\u900f\uff1a<\/p>\n<blockquote>\n<p>\u73b0\u5728\u7684 LLM \u7a76\u7adf\u600e\u4e48\u505a\u89c4\u5212\uff1f \u54ea\u4e9b\u903b\u8f91\u9760 Prompt \u5199\u6b7b\uff1f\u54ea\u4e9b\u662f\u6a21\u578b\u771f\u5728\u601d\u8003\uff1f \u5b9e\u9645\u843d\u5730\u8be5\u600e\u4e48\u9009\uff1f<\/p>\n<\/blockquote>\n<h2>\u4e00\u3001\u5148\u770b\u73b0\u72b6\uff1a\u5927\u591a\u6570 Agent\uff0c\u5176\u5b9e\u662f\u5728\u201c\u4f2a\u89c4\u5212\u201d<\/h2>\n<p>\u5728\u76ee\u524d\u4e3b\u6d41\u7684 Agent \u7cfb\u7edf\u91cc\uff0c\u4e0d\u8bba\u662f ReAct\u3001BabyAGI \u8fd8\u662f AutoGPT\uff0c\u6838\u5fc3\u7684 \u201cPlanning\uff08\u89c4\u5212\uff09\u201d \u90fd\u662f\u5199\u5728 Prompt \u6216\u4ee3\u7801\u7ed3\u6784\u91cc\u7684\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50<\/p>\n<pre><code>You are an AI assistant. To complete tasks, always think step by step, consider tools you have, and reason before acting.\nUse this format:\nThink\nDecide\nAct\nObserve<\/code><\/pre>\n<p>\u8fd9\u5176\u5b9e\u5c31\u662f\u5728<strong>\u544a\u8bc9\u6a21\u578b\u5982\u4f55\u201c\u88c5\u4f5c\u201d\u4f1a\u89c4\u5212<\/strong>\u3002<\/p>\n<p>\u6a21\u578b\u7684\u6bcf\u4e00\u6b65\u884c\u52a8\u3001\u89c2\u5bdf\u3001\u53cd\u601d\uff0c\u90fd\u662f\u5728\u6a21\u677f\u5f15\u5bfc\u4e0b\u6309\u90e8\u5c31\u73ed\u5730\u4ea7\u751f\u3002 \u5b83\u5e76\u4e0d\u662f\u5728\u201c\u4e3b\u52a8\u601d\u8003\u201d\uff0c\u800c\u662f\u5728\u201c\u586b\u7a7a\u9898\u201d\u3002<\/p>\n<p>\u6240\u4ee5\u4f60\u770b\u5230 AutoGPT\u3001BabyAGI \u770b\u8d77\u6765\u5f88\u201c\u81ea\u52a8\u201d\uff0c \u4f46\u5176\u5b9e\u662f\u7a0b\u5e8f\u5728\u80cc\u540e\u5f3a\u5236\u89c4\u5b9a\u4e86\u5faa\u73af\u7ed3\u6784\uff1a<\/p>\n<blockquote>\n<p>\u300c\u4efb\u52a1 \u2192 \u62c6\u89e3 \u2192 \u6267\u884c \u2192 \u8bb0\u5f55 \u2192 \u590d\u76d8 \u2192 \u7ee7\u7eed\u300d LLM \u4e0d\u8fc7\u662f\u8d1f\u8d23\u751f\u6210\u6bcf\u4e00\u6b65\u7684\u6587\u5b57\u63cf\u8ff0\u3002<\/p>\n<\/blockquote>\n<p><strong>\u73b0\u5728\u7684\u89c4\u5212\uff0c\u4e0d\u662f LLM \u81ea\u5df1\u609f\u51fa\u6765\u7684\uff0c\u662f\u6211\u4eec\u5199\u7ed9\u5b83\u7684\u3002<\/strong><\/p>\n<h2>\u4e8c\u3001\u90a3 LLM \u80fd\u4e0d\u80fd\u81ea\u5df1\u505a\u89c4\u5212\uff1f<\/h2>\n<p>\u80fd\uff0c\u4f46\u76ee\u524d\u8fd8\u4e0d\u201c\u9760\u8c31\u201d\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u8bd5\u8bd5\u8ba9 GPT \u505a\u89c4\u5212\uff1a<\/p>\n<blockquote>\n<p>\u201c\u5e2e\u6211\u8bbe\u8ba1\u4e00\u4e2a\u4e24\u5468\u5b8c\u6210\u79fb\u52a8\u7aef\u5c0f\u7a0b\u5e8f\u7684\u8ba1\u5212\u3002\u201d<\/p>\n<\/blockquote>\n<p>\u5b83\u786e\u5b9e\u80fd\u751f\u6210\u4e00\u5957\u4e0d\u9519\u7684\u6b65\u9aa4\uff0c\u4f46\u8fd9\u53ea\u662f\u201c\u9759\u6001\u89c4\u5212\u201d\u2014\u2014\u6a21\u578b\u4e00\u53e3\u6c14\u751f\u6210\u4e00\u4efd\u7ed3\u679c\u3002<\/p>\n<p>\u800c\u771f\u6b63\u7684\u201cAgent \u89c4\u5212\u201d\uff0c\u8981\u6c42\u7684\u662f\uff1a<\/p>\n<ol>\n<li>\u80fd\u52a8\u6001\u8c03\u6574\u8ba1\u5212\uff1b<\/li>\n<li>\u80fd\u770b\u73af\u5883\u53cd\u9988\u518d\u51b3\u5b9a\u4e0b\u4e00\u6b65\uff1b<\/li>\n<li>\u80fd\u6301\u7eed\u4fee\u6b63\u76ee\u6807\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\uff0c\u76ee\u524d LLM \u9760\u81ea\u5df1\u8fd8\u505a\u4e0d\u5230\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u4eec\u624d\u4f1a\u770b\u5230\u5404\u79cd\u6846\u67b6\u90fd\u5728\u5e2e\u5b83\u201c\u8865\u8111\u201d\uff1a<\/p>\n<ul>\n<li>ReAct\uff1a\u8ba9\u5b83\u201c\u60f3\u4e00\u6b65\uff0c\u505a\u4e00\u6b65\u201d\uff1b<\/li>\n<li>MRKL\uff1a\u5e2e\u5b83\u201c\u9009\u5de5\u5177\u201d\uff1b<\/li>\n<li>BabyAGI\uff1a\u5e2e\u5b83\u201c\u7ef4\u62a4\u4efb\u52a1\u5217\u8868\u201d\uff1b<\/li>\n<li>AutoGPT\uff1a\u5e2e\u5b83\u201c\u5faa\u73af\u6267\u884c\u547d\u4ee4\u201d\u3002<\/li>\n<\/ul>\n<p>\u5b83\u4eec\u7684\u672c\u8d28\u90fd\u4e00\u6837\uff0c\u8ba9 LLM \u770b\u8d77\u6765\u50cf\u5728\u601d\u8003\uff0c\u5176\u5b9e\u662f\u88ab\u7a0b\u5e8f\u6846\u67b6\u201c\u62ce\u7740\u8d70\u201d\u3002<\/p>\n<h2>\u4e09\u3001\u843d\u5730\u601d\u8def\uff1a\u5230\u5e95\u54ea\u4e9b\u903b\u8f91\u5199\u5728 Prompt\uff0c\u54ea\u4e9b\u5199\u5728\u7a0b\u5e8f\uff1f<\/h2>\n<p>\u8fd9\u662f\u9762\u8bd5\u5b98\u6700\u559c\u6b22\u8ffd\u95ee\u7684\u4e00\u6b65\u3002 \u4f60\u8981\u80fd\u8bb2\u51fa\u4e00\u4e2a\u201c\u5224\u65ad\u6807\u51c6\u201d\uff0c\u8bf4\u660e\u4f60\u771f\u7684\u7406\u89e3 Agent \u7cfb\u7edf\u3002<\/p>\n<p>\u6211\u628a\u7ecf\u9a8c\u5206\u6210\u4e09\u7c7b\u573a\u666f\u6765\u8bb2\uff1a<\/p>\n<h3><strong>1\ufe0f\u20e3 \u4ec0\u4e48\u65f6\u5019\u7528 Prompt \u8ba9\u6a21\u578b\u6765\u89c4\u5212\uff1f<\/strong><\/h3>\n<p>\u9002\u5408\u8ba9\u6a21\u578b\u53d1\u6325<strong>\u521b\u9020\u6027\u548c\u7075\u6d3b\u6027<\/strong>\u7684\u573a\u666f\u3002<\/p>\n<ul>\n<li><strong>\u573a\u666f\u590d\u6742\u3001\u89e3\u6cd5\u4e0d\u786e\u5b9a<\/strong>\u6bd4\u5982\u201c\u5e2e\u6211\u7b56\u5212\u4e00\u4e2a\u4fc3\u9500\u6d3b\u52a8\u201d\u2014\u2014\u8fd9\u79cd\u5f00\u653e\u6027\u95ee\u9898\uff0c\u8ba9\u6a21\u578b\u81ea\u7531\u89c4\u5212\u53cd\u800c\u6548\u7387\u9ad8\u3002<\/li>\n<li><strong>\u9891\u7e41\u53d8\u5316\u7684\u6d41\u7a0b<\/strong>\u5982\u679c\u4f60\u6bcf\u5468\u90fd\u8981\u6539\u89c4\u5219\uff0c\u5199\u6b7b\u5728\u4ee3\u7801\u91cc\u5c31\u592a\u9ebb\u70e6\u4e86\uff0c\u4e0d\u5982\u5728 Prompt \u91cc\u52a8\u6001\u6307\u793a\u6a21\u578b\u201c\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u65b9\u6848\u201d\u3002<\/li>\n<li><strong>\u53d1\u6563\u601d\u7ef4 \/ \u5185\u5bb9\u751f\u6210<\/strong>\u6bd4\u5982\u5199\u6587\u6848\u3001\u6784\u601d\u521b\u610f\u3001\u751f\u6210\u63d0\u7eb2\u7b49\uff0c\u4e0d\u9700\u8981\u5b8c\u5168\u786e\u5b9a\u7684\u903b\u8f91\uff0cPrompt \u63a7\u5236\u5373\u53ef\u3002<\/li>\n<\/ul>\n<h3><strong>2\ufe0f\u20e3 \u4ec0\u4e48\u65f6\u5019\u8981\u786c\u7f16\u7801\u5728\u7a0b\u5e8f\u91cc\uff1f<\/strong><\/h3>\n<p>\u9002\u5408\u9700\u8981<strong>\u9ad8\u53ef\u63a7\u6027\u3001\u5408\u89c4\u6027\u6216\u5b89\u5168\u6027<\/strong>\u7684\u573a\u666f\u3002<\/p>\n<ul>\n<li><strong>\u6d41\u7a0b\u56fa\u5b9a\u3001\u5bb9\u9519\u7387\u4f4e<\/strong>\u6bd4\u5982\u7528\u6237\u767b\u5f55\u3001\u5b9e\u540d\u8ba4\u8bc1\u3001\u652f\u4ed8\u6263\u6b3e\uff0c\u8fd9\u7c7b\u6d41\u7a0b\u7edd\u4e0d\u80fd\u8ba9\u6a21\u578b\u81ea\u7531\u53d1\u6325\u3002<\/li>\n<li><strong>\u5f3a\u5408\u89c4\u573a\u666f<\/strong>\u6cd5\u52a1\u3001\u98ce\u63a7\u3001\u533b\u7597\u7b49\u4e1a\u52a1\uff0c\u5fc5\u987b\u53ef\u8ffd\u6eaf\u3001\u53ef\u5ba1\u8ba1\u2014\u2014\u6d41\u7a0b\u8981\u5199\u6b7b\u3002<\/li>\n<li><strong>\u5916\u90e8\u4f9d\u8d56\u591a\u3001\u9700\u4e25\u683c\u987a\u5e8f\u6267\u884c<\/strong>\u4f8b\u5982\u6d89\u53ca\u6570\u636e\u5e93\u64cd\u4f5c\u3001API \u8c03\u7528\u3001\u4efb\u52a1\u5206\u53d1\u7b49\u903b\u8f91\uff0c\u5fc5\u987b\u7a0b\u5e8f\u5316\u5b9a\u4e49\u3002<\/li>\n<\/ul>\n<h3><strong>3\ufe0f\u20e3 \u73b0\u5b9e\u4e2d\u6700\u5e38\u89c1\u7684\uff1a\u6df7\u5408\u6a21\u5f0f<\/strong><\/h3>\n<p>\u51e0\u4e4e\u6240\u6709\u6210\u719f\u7684\u7cfb\u7edf\u90fd\u8d70\u7684\u662f\u8fd9\u6761\u8def\u3002<\/p>\n<blockquote>\n<p>\u56fa\u5b9a\u4e3b\u5e72\u6d41\u7a0b + \u5c40\u90e8\u7075\u6d3b\u89c4\u5212<\/p>\n<\/blockquote>\n<p>\u6bd4\u5982\uff1a<\/p>\n<ul>\n<li>\u4e3b\u6d41\u7a0b\u7528\u4ee3\u7801\u56fa\u5b9a\uff08\u5982\u8ba2\u5355\u2192\u652f\u4ed8\u2192\u53d1\u8d27\uff09\uff1b<\/li>\n<li>\u67d0\u4e9b\u73af\u8282\uff08\u5982\u56de\u590d\u5ba2\u6237\u3001\u63a8\u8350\u65b9\u6848\uff09\u8ba9\u6a21\u578b\u901a\u8fc7 Prompt \u6765\u53d1\u6325\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u65e2\u80fd\u4fdd\u8bc1\u5b89\u5168\uff0c\u53c8\u80fd\u4fdd\u7559\u5927\u6a21\u578b\u7684\u521b\u9020\u529b\u3002<\/p>\n<h2>\u56db\u3001\u5b9e\u6218\u6848\u4f8b\u8bb2\u900f\u533a\u522b<\/h2>\n<p>\u4e3a\u4e86\u8ba9\u4f60\u5728\u9762\u8bd5\u4e2d\u80fd\u8bb2\u5f97\u6709\u8840\u6709\u8089\uff0c\u6211\u9009\u51e0\u4e2a\u5178\u578b\u573a\u666f\ud83d\udc47<\/p>\n<h3><strong>Case 1\uff1a\u7535\u5546\u5ba2\u670d\u673a\u5668\u4eba<\/strong><\/h3>\n<ul>\n<li><strong>\u7a0b\u5e8f\u5b9a\u4e49\u90e8\u5206<\/strong>\n<ul>\n<li>\u8eab\u4efd\u9a8c\u8bc1\uff08\u8d26\u53f7\u3001\u8ba2\u5355\u53f7\uff09<\/li>\n<li>\u552e\u540e\u6d41\u7a0b\uff08\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\uff09<\/li>\n<li>API \u67e5\u8be2\u903b\u8f91<\/li>\n<\/ul>\n<\/li>\n<li><strong>Prompt \u8c03\u7528\u90e8\u5206<\/strong>\n<ul>\n<li>\u95ee\u7b54\u7c7b\u5ba2\u670d\u5bf9\u8bdd<\/li>\n<li>\u5546\u54c1\u63a8\u8350\u3001\u6d3b\u52a8\u4ecb\u7ecd\u6587\u6848<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u89c4\u5219\u5199\u6b7b\u5728\u4ee3\u7801\u91cc\uff0c\u8bed\u8a00\u4ea4\u4e92\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3><strong>Case 2\uff1a\u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54<\/strong><\/h3>\n<ul>\n<li><strong>\u7a0b\u5e8f\u5b9a\u4e49\u90e8\u5206<\/strong>\uff1a\u6743\u9650\u63a7\u5236\u3001\u6587\u6863\u68c0\u7d22\u903b\u8f91<\/li>\n<li><strong>Prompt \u8c03\u7528\u90e8\u5206<\/strong>\uff1a\u603b\u7ed3\u3001\u5bf9\u6bd4\u3001\u81ea\u7136\u8bed\u8a00\u89e3\u91ca<\/li>\n<\/ul>\n<blockquote>\n<p>\u6a21\u578b\u8d1f\u8d23\u201c\u8bf4\u4eba\u8bdd\u201d\uff0c\u7a0b\u5e8f\u8d1f\u8d23\u201c\u62ff\u6570\u636e\u201d\u3002<\/p>\n<\/blockquote>\n<h3><strong>Case 3\uff1a\u5408\u540c\u5ba1\u67e5\u4e0e\u5408\u89c4\u5ba1\u6838<\/strong><\/h3>\n<ul>\n<li><strong>\u7a0b\u5e8f\u5b9a\u4e49\u90e8\u5206<\/strong>\uff1a\u6cd5\u52a1\u89c4\u5219\u3001\u5ba1\u6279\u6d41\u3001\u98ce\u9669\u5206\u7ea7<\/li>\n<li><strong>Prompt \u8c03\u7528\u90e8\u5206<\/strong>\uff1a\u6761\u6b3e\u5206\u6790\u3001\u4fee\u6539\u5efa\u8bae<\/li>\n<\/ul>\n<blockquote>\n<p>\u5408\u89c4\u903b\u8f91\u8981\u5b9a\u6b7b\uff0c\u6587\u5b57\u5206\u6790\u53ef\u4ea4\u6a21\u578b\u3002<\/p>\n<\/blockquote>\n<h3><strong>Case 4\uff1a\u5185\u90e8\u9879\u76ee\u7ba1\u7406 Agent<\/strong><\/h3>\n<ul>\n<li><strong>\u7a0b\u5e8f\u5b9a\u4e49\u90e8\u5206<\/strong>\uff1a\u4efb\u52a1\u5206\u914d\u3001\u6743\u9650\u9a8c\u8bc1\u3001\u63d0\u9192\u673a\u5236<\/li>\n<li><strong>Prompt \u8c03\u7528\u90e8\u5206<\/strong>\uff1a\u9700\u6c42\u62c6\u89e3\u3001\u6c9f\u901a\u5efa\u8bae\u3001\u98ce\u9669\u63d0\u793a<\/li>\n<\/ul>\n<blockquote>\n<p>\u7a0b\u5e8f\u7ba1\u6846\u67b6\uff0c\u6a21\u578b\u7ba1\u5185\u5bb9\u3002<\/p>\n<\/blockquote>\n<h2>\u4e94\u3001\u4e3b\u6d41\u6846\u67b6\u7684\u201c\u89c4\u5212\u6a21\u5757\u201d\u5230\u5e95\u600e\u4e48\u505a\u7684\uff1f<\/h2>\n<p>\u804a\u5b8c\u5e94\u7528\uff0c\u518d\u770b\u5e95\u5c42\u3002<\/p>\n<p>\u76ee\u524d\u4e3b\u6d41\u7684 Agent \u6846\u67b6\u5728\u201cPlanning\u201d\u4e0a\u7684\u8bbe\u8ba1\uff0c\u5927\u4f53\u5206\u56db\u6d3e\uff1a<\/p>\n<h3><strong>1\ufe0f\u20e3 ReAct \u2014\u2014 \u5373\u65f6\u89c4\u5212\uff08\u8fb9\u60f3\u8fb9\u505a\uff09<\/strong><\/h3>\n<blockquote>\n<p>\u8bba\u6587\u300aReAct: Synergizing Reasoning and Acting in Language Models\u300b<\/p>\n<\/blockquote>\n<p><strong>\u601d\u8def\uff1a<\/strong>\u5728 Prompt \u6a21\u677f\u91cc\u5f3a\u5236\u5199\u51fa\u4e09\u6b65\u5faa\u73af\uff1a<strong>Thought \u2192 Action \u2192 Observation \u2192 Thought \u2192 \u2026<\/strong><\/p>\n<p>\u6a21\u578b\u6bcf\u6b21\u5148\u601d\u8003\uff0c\u518d\u6267\u884c\uff0c\u518d\u89c2\u5bdf\u7ed3\u679c\uff0c\u518d\u601d\u8003\u4e0b\u4e00\u6b65\u3002<\/p>\n<p><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u201c\u89c4\u5212\u201d\u5d4c\u5728\u5faa\u73af\u4e2d\uff1b<\/li>\n<li>\u6a21\u578b\u4e00\u6b65\u6b65\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8be5\u5e72\u5565\uff1b<\/li>\n<li>\u5916\u90e8\u4ee3\u7801\u8d1f\u8d23\u89e3\u6790 Action \u5e76\u5b9e\u9645\u6267\u884c\u3002<\/li>\n<\/ul>\n<p>ReAct \u8ba9\u6a21\u578b\u50cf\u201c\u4eba\u201d\u4e00\u6837\u8fb9\u60f3\u8fb9\u5e72\uff0c\u4f46\u8d70\u4e0d\u51fa\u63d0\u793a\u8bcd\u8bbe\u5b9a\u7684\u8f68\u9053\u3002<\/p>\n<h3><strong>2\ufe0f\u20e3 MRKL \u2014\u2014 \u6a21\u5757\u5316\u63a8\u7406\u7cfb\u7edf<\/strong><\/h3>\n<blockquote>\n<p>\u51fa\u81ea OpenAI \u793a\u4f8b\u6846\u67b6 \u201cMRKL System\u201d<\/p>\n<\/blockquote>\n<p><strong>\u601d\u8def\uff1a<\/strong>\u6a21\u578b\u50cf\u201c\u4e2d\u63a7\u5927\u8111\u201d\uff0c \u9762\u5bf9\u4e00\u5806\u5de5\u5177\uff08\u5929\u6c14API\u3001\u8ba1\u7b97\u5668\u3001\u6570\u636e\u5e93\u7b49\uff09\uff0c \u901a\u8fc7\u63a8\u7406\u51b3\u5b9a\u201c\u6211\u8be5\u7528\u54ea\u4e2a\u5de5\u5177\u201d\u3002<\/p>\n<p><strong>\u89c4\u5212\u673a\u5236\uff1a<\/strong>Prompt \u91cc\u5217\u51fa\u5de5\u5177\u6e05\u5355\uff0c\u8ba9\u6a21\u578b\u5728\u6bcf\u8f6e\u5bf9\u8bdd\u4e2d\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u3002<\/p>\n<p><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u5f3a\u4f9d\u8d56\u63d0\u793a\u6a21\u677f\uff1b<\/li>\n<li>\u89c4\u5212\u4f53\u73b0\u5728\u201c\u5de5\u5177\u9009\u62e9\u201d\u4e0a\uff1b<\/li>\n<li>\u6267\u884c\u4ecd\u9760\u5916\u90e8\u7a0b\u5e8f\u3002<\/li>\n<\/ul>\n<p>MRKL \u662f\u201c\u6211\u6709\u5f88\u591a\u5de5\u5177\uff0c\u6a21\u578b\u53ea\u8d1f\u8d23\u6311\u201d\u3002<\/p>\n<hr \/>\n<h3><strong>3\ufe0f\u20e3 BabyAGI \u2014\u2014 \u4efb\u52a1\u5faa\u73af\u8c03\u5ea6\u5668<\/strong><\/h3>\n<blockquote>\n<p>GitHub \u7206\u706b\u9879\u76ee\uff0c\u57fa\u4e8e LangChain + OpenAI<\/p>\n<\/blockquote>\n<p><strong>\u601d\u8def\uff1a<\/strong>\u7ef4\u62a4\u4e00\u4e2a\u4efb\u52a1\u5217\u8868\uff08Task List\uff09\uff0c \u5faa\u73af\u6267\u884c\uff1a<\/p>\n<ol>\n<li>\u6267\u884c\u5f53\u524d\u4efb\u52a1\uff1b<\/li>\n<li>\u6839\u636e\u7ed3\u679c\u521b\u5efa\u65b0\u4efb\u52a1\uff1b<\/li>\n<li>\u8c03\u6574\u4efb\u52a1\u4f18\u5148\u7ea7\uff1b<\/li>\n<li>\u91cd\u590d\u3002<\/li>\n<\/ol>\n<p><strong>\u6838\u5fc3\u6a21\u5757\uff1a<\/strong><\/p>\n<ul>\n<li>Task Creation Agent\uff08\u65b0\u5efa\u4efb\u52a1\uff09<\/li>\n<li>Task Prioritization Agent\uff08\u4efb\u52a1\u6392\u5e8f\uff09<\/li>\n<li>Execution Agent\uff08\u6267\u884c\u4efb\u52a1\uff09<\/li>\n<\/ul>\n<p><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u201c\u89c4\u5212\u201d\u4f53\u73b0\u5728\u4efb\u52a1\u751f\u6210\u548c\u6392\u5e8f\uff1b<\/li>\n<li>\u5916\u90e8\u7a0b\u5e8f\u63a7\u5236\u5faa\u73af\uff1b<\/li>\n<li>LLM \u53ea\u662f\u5728\u4e0d\u65ad\u201c\u8865\u4efb\u52a1\u201d\u3002<\/li>\n<\/ul>\n<p>BabyAGI \u770b\u4f3c\u80fd\u81ea\u6211\u6210\u957f\uff0c\u5176\u5b9e\u811a\u672c\u65e9\u5c31\u5e2e\u5b83\u5b89\u6392\u597d\u4e86\u4eba\u751f\u8f68\u8ff9\u3002<\/p>\n<h3><strong>4\ufe0f\u20e3 AutoGPT \u2014\u2014 \u5f3a\u5316\u7248\u81ea\u52a8\u5faa\u73af<\/strong><\/h3>\n<p><strong>\u601d\u8def\uff1a<\/strong>\u7ed9\u5b9a\u76ee\u6807\u540e\uff0c\u6a21\u578b\u80fd\u81ea\u5df1\uff1a<\/p>\n<ul>\n<li>\u641c\u7d22\u7f51\u7edc\u3001\u6267\u884c\u547d\u4ee4\u3001\u8bfb\u5199\u6587\u4ef6\uff1b<\/li>\n<li>\u81ea\u6211\u603b\u7ed3\u3001\u66f4\u65b0\u8ba1\u5212\u3001\u7ee7\u7eed\u6267\u884c\u3002<\/li>\n<\/ul>\n<p><strong>\u89c4\u5212\u673a\u5236\uff1a<\/strong>\u5728\u4ee3\u7801\u91cc\u5199\u6b7b\u4e86\u201c\u4e3b\u5faa\u73af\u201d\uff1a<\/p>\n<ol>\n<li>\u751f\u6210\u4e0b\u4e00\u4e2a Action\uff1b<\/li>\n<li>\u6267\u884c\uff1b<\/li>\n<li>\u8bb0\u5f55\uff1b<\/li>\n<li>\u53cd\u9988\u7ed9\u6a21\u578b\uff1b<\/li>\n<li>\u518d\u751f\u6210\u4e0b\u4e00\u4e2a Action\u3002<\/li>\n<\/ol>\n<p><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u6a21\u578b\u8d1f\u8d23\u751f\u6210\u547d\u4ee4\uff1b<\/li>\n<li>\u4ee3\u7801\u8d1f\u8d23\u6267\u884c\u4e0e\u8bb0\u5fc6\uff1b<\/li>\n<li>\u6574\u4f53\u50cf\u5728\u201c\u6a21\u62df\u81ea\u7531\u610f\u5fd7\u201d\u3002<\/li>\n<\/ul>\n<p>AutoGPT \u662f\u201c\u6700\u50cf AI \u81ea\u5df1\u884c\u52a8\u201d\u7684\u6846\u67b6\uff0c\u4f46\u5176\u5b9e\u6bcf\u4e00\u6b65\u90fd\u88ab\u5199\u597d\u4e86\u683c\u5f0f\u3002<\/p>\n<h2>\u516d\u3001\u603b\u7ed3\uff1a\u5f53\u524d\u7684\u201c\u667a\u80fd\u89c4\u5212\u201d\uff0c\u662f\u4eba\u5199\u7684\uff0c\u4e0d\u662f\u6a21\u578b\u609f\u7684<\/h2>\n<p>\u4f60\u53ef\u4ee5\u8fd9\u6837\u603b\u7ed3\u8fd9\u9053\u9898\ud83d\udc47<\/p>\n<blockquote>\n<p>\u201c\u76ee\u524d\u4e3b\u6d41 Agent \u7684\u89c4\u5212\u903b\u8f91\uff0c\u51e0\u4e4e\u90fd\u7531 Prompt + \u5916\u90e8\u4ee3\u7801\u5b9e\u73b0\u3002<\/p>\n<p>LLM \u5728\u8fd9\u4e9b\u6846\u67b6\u91cc\u53ea\u662f\u2018\u6267\u884c\u89c4\u5212\u2019\u6216\u2018\u8f85\u52a9\u89c4\u5212\u2019\uff0c\u5b83\u81ea\u5df1\u5e76\u4e0d\u4f1a\u4ece\u96f6\u5f00\u59cb\u5236\u5b9a\u5b8c\u5907\u8ba1\u5212\u3002<\/p>\n<p>\u672a\u6765\u5982\u679c\u8981\u5b9e\u73b0\u771f\u6b63\u7684\u81ea\u4e3b\u89c4\u5212\uff0c\u9700\u8981\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u548c\u66f4\u6df1\u5c42\u7684\u591a\u4ee3\u7406\u7cfb\u7edf\uff0c\u8ba9\u6a21\u578b\u80fd\u81ea\u6211\u53cd\u601d\u3001\u81ea\u6211\u7ea0\u9519\u3001\u81ea\u6211\u6539\u8fdb\u3002\u201d<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f\u6982\u8ff0 \u4eca\u5929\u804a\u4e00\u4e2a\u6700\u8fd1\u5728\u9762\u8bd5\u4e2d\u975e\u5e38\u5bb9\u6613\u88ab\u95ee\u5230\u3001\u4f46\u4e0d\u5c11\u4eba\u7b54\u5f97\u201c\u4e91\u91cc\u96fe\u91cc\u201d\u7684\u95ee\u9898\u201c\u5927\u6a21\u578b\u80fd\u81ea\u5df1\u505a\u89c4\u5212\uff08Planning\uff09\u5417\uff1f\u201d \u522b\u770b\u8fd9\u95ee\u9898   \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[287],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9452"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9452"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9452\/revisions"}],"predecessor-version":[{"id":9453,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9452\/revisions\/9453"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9452"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}