{"id":2536,"date":"2023-04-14T02:46:48","date_gmt":"2023-04-13T18:46:48","guid":{"rendered":"https:\/\/www.shuizilong.com\/house\/?p=2536"},"modified":"2023-04-21T09:34:59","modified_gmt":"2023-04-21T01:34:59","slug":"generative-agents","status":"publish","type":"post","link":"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/","title":{"rendered":"\u4ece Self-Healing Code \u5230 Generative Agents"},"content":{"rendered":"<p><a href=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2542\" data-permalink=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/photo_2023-04-14_03-16-30\/\" data-orig-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30.jpg\" data-orig-size=\"1280,720\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"photo_2023-04-14_03-16-30\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30-300x169.jpg\" data-large-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30-1024x576.jpg\" src=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"aligncenter size-full wp-image-2542\" srcset=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30.jpg 1280w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30-300x169.jpg 300w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30-1024x576.jpg 1024w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/www.latent.space\/p\/agents\">The Anatomy of Autonomy: Why Agents are the next AI Killer App after ChatGPT<\/a><\/li>\n<li><a href=\"https:\/\/blog.langchain.dev\/agents-round\/\">LangChain Blog, Autonomous Agents &amp; Agent Simulations<\/a><\/li>\n<li><a href=\"https:\/\/www.mattprd.com\/p\/the-complete-beginners-guide-to-autonomous-agents\">The Complete Beginners Guide To Autonomous Agents<\/a><\/li>\n<\/ul>\n<p>\u5728 <a href=\"https:\/\/www.shuizilong.com\/house\/archives\/shlug-monthly-afterstory-1\/\">\u4e0a\u7bc7\u6587\u7ae0<\/a> \u5199\u5b8c\u4e4b\u540e\uff0c\u8fd9\u4e2a\u8bdd\u9898\u6709\u4e86\u66f4\u9ad8\u7684\u70ed\u5ea6\uff0c\u5148\u540e\u6709 Self-hearling Code\u3001BabyGPT\u3001AutoGPT\u3001OpenGPT \u5230 Generative Agents \u7b49\u4e00\u5927\u5806\u76f8\u5173\u8bba\u6587\u548c\u5e94\u7528\u3002<br \/>\n\u4e0d\u5f97\u4e0d\u518d\u505a\u4e00\u7bc7\u603b\u7ed3\u4e86\u3002\u3002\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_65 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e489424d1b8\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e489424d1b8\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#Self-Healing_Code\" title=\"Self-Healing Code\">Self-Healing Code<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#Autonomous_Agents\" title=\"Autonomous Agents\">Autonomous Agents<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#BabyAGI\" title=\"BabyAGI\">BabyAGI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#OpenAGI\" title=\"OpenAGI\">OpenAGI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#Generative_Agents\" title=\"Generative Agents\">Generative Agents<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#ChatArena\" title=\"ChatArena\">ChatArena<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/#CAMEL\" title=\"CAMEL\">CAMEL<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<h2><span class=\"ez-toc-section\" id=\"Self-Healing_Code\"><\/span>Self-Healing Code<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5c31\u50cf\u81ea\u7136\u754c\u8bb8\u591a\u4ee4\u4eba\u7fa1\u6155\u7684\u5177\u6709\u81ea\u6108\u80fd\u529b\u7684\u751f\u7269\u4e00\u6837\u3002\u3002\u3002\u65e9\u5728\u5927\u5f3a\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u80fd\u591f\u5199\u51fa\u5728\u8fd0\u884c\u9636\u6bb5\u5177\u6709\u81ea\u6108\u80fd\u529b\u7684\u4ee3\u7801\uff0c\u5c31\u4e00\u76f4\u662f\u8f6f\u4ef6\u5f00\u53d1\u8005\u7684\u8ffd\u6c42\u3002<\/p>\n<p>\u4e00\u79cd\u6700\u7b80\u5355\u7684\u8bbe\u8ba1\u53ef\u80fd\u662f <a href=\"https:\/\/annals-csis.org\/proceedings\/rice2017\/drp\/pdf\/15.pdf\">\u4f18\u96c5\u964d\u7ea7\uff08Graceful Degradation\uff09<\/a>\uff0c\u6bd4\u5982\u8003\u8651\u5230 OpenAI \u7684\u670d\u52a1\u7ecf\u5e38\u4e0d\u7a33\u5b9a\uff0c\u90a3\u4e48\u5728\u7cfb\u7edf\u68c0\u6d4b\u5230 OpenAI API \u6302\u6389\u7684\u65f6\u5019\uff0c\u8c03\u7528\u4e00\u4e2a local \u7684 LLM \u4f5c\u4e3a\u8865\u5145\uff0c\u5c31\u662f\u4e00\u79cd\u6784\u5efa\u4f18\u96c5\u964d\u7ea7\u7684\u65b9\u6cd5\uff0c\u7c7b\u4f3c Windows \u91cc\u7684\u5b89\u5168\u6a21\u5f0f\uff1f<\/p>\n<p>\u4e0d\u4ec5\u5de5\u7a0b\u4e0a\u5982\u6b64\uff0c\u4e8b\u5b9e\u4e0a\u6211\u4eec\u53bb\u8bc4\u4ef7\u4e00\u4e2a\u7b97\u6cd5\u7684\u597d\u574f\u4e5f\u4f1a\u91c7\u53d6\u540c\u6837\u7684\u51c6\u5219&#8230; \u5b83\u6240\u9700\u8981\u7279\u5224\u7684 Conner Cases \u66f4\u5c11\u3001\u4f46\u80fd\u5904\u7406\u7684\u60c5\u51b5\u66f4\u591a\u3001\u4e14\u590d\u6742\u5ea6\u66f4\u4f18\u3001\u6240\u9700\u77e5\u8bc6\u66f4\u5c11\u3001\u4ee3\u7801\u66f4\u4f18\u96c5\u3002\u3002\u3002<\/p>\n<p>\uff08\u3002\u3002\u7b26\u5408\u4e0a\u8ff0\u4e00\u79cd\u6216\u51e0\u79cd\u7684\u60c5\u51b5\uff0c\u53ef\u80fd\u5f88\u591a\uff0c\u4f46\u662f\u4f3c\u4e4e\u6211\u4eec\u5f88\u96be\u627e\u5230\u4e00\u79cd\u5b8c\u5168\u88ab\u4e0a\u4f4d\u66ff\u4ee3\u7684\u60c5\u51b5\uff08\u867d\u7136\u5728\u8d2a\u5fc3\u6784\u9020\u9898\u91cc\u5f88\u5e38\u89c1\u3002\u3002\uff09\u3002\u3002\u3002\u4e5f\u8bb8 <a href=\"https:\/\/zh.wikipedia.org\/wiki\/%E5%B8%8C%E5%B0%94%E6%8E%92%E5%BA%8F\">\u5e0c\u5c14\u6392\u5e8f<\/a> \u662f\u4e2a\u4f8b\u5b50\uff1f\u3002\u3002\u53cd\u6b63\u6211\u662f\u89c9\u5f97\u5b83\u53ea\u6709\u5206\u6790\u8d77\u6765\u8fd8\u9976\u6709\u8da3\u5473\u3002\u3002\u3002\u5b9e\u8df5\u4e2d\u5e94\u8be5\u6ca1\u4eba\u4f1a\u7528\u3002\u3002\u3002\uff09<\/p>\n<p>\u4f46\u8fd9\u5f53\u7136\u8fd8\u8fdc\u8fdc\u4e0d\u591f\uff0c\u4f5c\u4e3a\u4e00\u540d <a href=\"\">\u7b97\u6cd5\u7ade\u8d5b\u8d25\u72ac<\/a>\uff0cChatGPT \u6700\u4e3a\u6709\u8da3\u7684\u6027\u80fd\uff0c\u6211\u4e4b\u524d\u8ba4\u4e3a\u5c31\u662f\u5b83\u53ef\u4ee5\u89e3\u5404\u79cd\u7b97\u6cd5\u9898\u4e86\u3002<br \/>\n\u4e3a\u6b64\u6211\u8fd8\u7279\u5730\u8dd1\u5230 Atcoder\u3001Project Euler \u8fd9\u6837\u9898\u9762\u6bd4\u8f83\u77ed\u7684\u5730\u65b9\u8fdb\u884c\u4e86\u5341\u5206\u591a\u7684\u6d4b\u8bd5\u3002<\/p>\n<p>\u4f46\u662f\u5076\u5c14 TA \u6240\u751f\u6210\u7684\u4ee3\u7801\u5c45\u7136\u662f\u4f1a\u65e0\u6cd5\u901a\u8fc7\u7f16\u8bd1\u7684&#8230; \u7136\u800c\u5728\u4f60\u7a0d\u5fae\u7684\u6307\u5bfc\u4e0b\uff0c\u751a\u81f3\u4f60\u53ea\u662f\u544a\u8bc9\u5b83\u6ca1\u901a\u8fc7\u7f16\u8bd1\u8fd9\u4ef6\u4e8b\uff0c\u8fde\u54ea\u91cc\u51fa\u9519\u90fd\u4e0d\u7528\u544a\u8bc9 TA\uff0c\u5f88\u591a\u65f6\u5019 TA \u4e5f\u80fd\u5b8c\u6210 Debug\uff08\u4ec0\u4e48\u5c0f\u9ec4\u9e2d\u8c03\u8bd5\u6cd5&#8230;\uff09\u3002<\/p>\n<p>\uff08\u4f46\u662f\u6211\u4eec\u4eba\u7c7b\u4e0d\u4e5f\u662f\u8fd9\u6837\u5417\uff1f\u5c31\u50cf\u5927\u5bb6\u5728\u81ea\u5df1\u7684 ACM \u6a21\u677f\u91cc\u4f1a\u52a0\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879\uff0c\u6700\u540e\u4e00\u884c\u65f6\uff0c\u63d0\u4ea4\u524d\u518d Think twice\u3002\u3002\u3002\u5176\u5b9e\u539f\u7406\u4e5f\u662f\u4e00\u6837\u7684\u3002\u3002\u3002\u4ec0\u4e48\u4fe1\u606f\u90fd\u6ca1\u63d0\u3002\u3002\u3002\u4f46\u662f\u4f9d\u7136\u4f1a\u63d0\u9ad8\u51c6\u786e\u7387\u3002\u3002\u3002\u3002\uff09<\/p>\n<p>\u7136\u800c\u5c31\u50cf\u4eba\u4eec\u7b2c\u4e00\u6b21\u770b\u5230 <a href=\"https:\/\/twitter.com\/MinakoOikawa\/status\/1639469840103804929\">\u8fd9\u6761\u63a8\u6587<\/a> \u65f6\u4e00\u6837\uff0c\u5927\u5bb6\u5bf9 LLM \u80fd\u591f\u5728\u4e1a\u52a1\u5c42\u9762\u5b9e\u73b0\u8fd9\u79cd\u81ea\u52a8 Debug \u4ee3\u7801\u7684\u80fd\u529b\u65f6\u4f9d\u7136\u662f\u975e\u5e38\u9707\u60ca\u7684\uff01<br \/>\n\u968f\u7740\u5404\u79cd Advanced Prompting \u65b9\u6848\u7684\u51fa\u73b0\u3002\u3002\u3002\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u53d8\u5f97\u5341\u5206\u5bb9\u6613\u4e86\uff0c\u56e0\u800c\u6784\u5efa\u8fd9\u6837\u5177\u6709 Self-healing Code \u7684 Agent \u4e5f\u4e0d\u662f\u4ec0\u4e48\u9ad8\u7ea7\u7684\u79d8\u5bc6\u4e86\u3002\u3002\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/biobootloader\/wolverine\">Github, Wolverine<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2304.05128\">Teaching Large Language Models to Self-Debug<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"2564\" data-permalink=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/self-debugging\/\" data-orig-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging.jpg\" data-orig-size=\"659,288\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"self-debugging\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging-300x131.jpg\" data-large-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging.jpg\" src=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging.jpg\" alt=\"\" width=\"659\" height=\"288\" class=\"aligncenter size-full wp-image-2564\" srcset=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging.jpg 659w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/self-debugging-300x131.jpg 300w\" sizes=\"auto, (max-width: 659px) 100vw, 659px\" \/><\/a><\/p>\n<p>\u2014\u2014 \u7279\u522b\u662f\uff0c\u6211\u4eec\u8bc1\u660e Self-Debugging \u53ef\u4ee5\u6559\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6a61\u76ae\u9e2d\u5f0f\uff08rubber duck\uff09\u7684\u8c03\u8bd5\uff1b\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u6ca1\u6709\u4efb\u4f55\u5173\u4e8e\u4ee3\u7801\u6b63\u786e\u6027\u6216\u9519\u8bef\u4fe1\u606f\u7684\u53cd\u9988\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u80fd\u591f\u901a\u8fc7\u7528\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\u751f\u6210\u7684\u4ee3\u7801\u6765\u8bc6\u522b\u5176\u9519\u8bef\u3002<\/p>\n<p>\u867d\u7136\u5c0f\u9ec4\u9e2d\u8c03\u8bd5\u6cd5\u5f88\u68d2\uff0c\u4f46\u662f\u6709\u7f16\u8bd1\u5668\u7684\u5e2e\u52a9\u663e\u7136\u662f\u66f4\u597d\u7684\uff0c\u4e8e\u662f\u8fd9\u6837\u5c31\u6709\u4e86\u4e00\u79cd\u975e\u5e38\u66b4\u529b\u7684\u8fdb\u884c Self-Debugging \u7684\u601d\u8def\uff0c\u751f\u6210\u4e00\u6bb5\u4ee3\u7801\uff0c\u4ea4\u7ed9\u7f16\u8bd1\u5668\uff0c\u6839\u636e\u53cd\u9988\u8fdb\u884c Debug\uff0c\u76f4\u5230\u6ca1\u6709\u51fa\u9519 \u2014\u2014 \u5176\u5b9e\u6211\u4eec\u4eba\u7c7b\u4e00\u5f00\u59cb\u4e5f\u662f\u8fd9\u6837 Debug \u7684\u3002<\/p>\n<p>\u7ed3\u5408 CI\/CD\uff0c\u6211\u4eec\u4e0d\u96be\u6784\u5efa\u51fa\u4e00\u4e2a\u5e2e\u52a9 Repo \u5728\u90e8\u7f72\u9636\u6bb5\u8fdb\u884c\u4e00\u5b9a\u7a0b\u5e8f\u81ea\u52a8 Debug \u7684 Github Bot\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/xpluscal\/selfhealing-action-express\">Github Selfhealing Action Express<\/a><\/li>\n<\/ul>\n<p>\u90a3\u4e48\u65e2\u7136\u6211\u4eec\u5df2\u7ecf\u80fd\u591f\u5b9e\u73b0 Self-Debugging\u3001\u548c Self-Debugging with CI\/CD\uff0c\u90a3\u4e48\u6211\u4eec\u4f3c\u4e4e\u53ea\u8981\u5229\u7528\u7c7b\u4f3c\u7684\u601d\u8def\uff0c\u628a\u8fc7\u7a0b\u653e\u5728\u7a0b\u5e8f\u8fd0\u884c\u65f6\uff0c\u5c31\u53ef\u4ee5\u5b9e\u73b0\u771f\u6b63\u610f\u4e49\u4e0a\u7684 Self-Healing Code \u4e86\uff01<\/p>\n<p>\uff08\u4f46\u6211\u8fd8\u6ca1\u627e\u5230\u66f4\u5408\u9002\u7684\u4f8b\u5b50&#8230;\uff09<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Autonomous_Agents\"><\/span>Autonomous Agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/www.shuizilong.com\/house\/archives\/shlug-monthly-afterstory-1\/\">\u4e0a\u6587\u63d0\u5230<\/a>\uff0c\u5728 AI \u5f00\u59cb\u4f1a\u4f7f\u7528\u5de5\u5177\u540e\uff0c\u4e0b\u4e00\u4e2a milestone \u5c31\u662f\u81ea\u6cbb\u4e86\uff0c\u8fd9\u6216\u8bb8\u662f\u8ba9 AI \u53ef\u4ee5\u8131\u79bb\u78b3\u57fa\u751f\u547d\u7684\u63a7\u5236\uff0c\u8fc8\u5411\u81ea\u7531\u7684\u7b2c\u4e00\u6b65\u3002\u3002\u3002<br \/>\nAutonomous \u8fd9\u4e2a\u8bcd\uff0c\u76f8\u4fe1\u5927\u5bb6\u4e00\u5b9a\u4e0d\u964c\u751f\u5427w\u3002\u4e0a\u4e00\u4e2a\u5468\u671f\u4e2d\u4e8e\u6211\u6765\u8bf4\uff0c\u6700\u611f\u5174\u8da3\u7684\u5c31\u662f\u6765\u81ea\u7684 DeFi \u7684\u53ef\u7ec4\u5408\u6027\uff0c\u548c\u6765\u81ea DAO \u7684\u81ea\u6cbb\uff08Autonomous\uff09\u7ec4\u7ec7\uff0c\u8fd9\u4e24\u70b9\u4e86\u3002<br \/>\n\u7136\u800c\u5728\u8fd9\u4e2a\u5468\u671f\u4e2d\uff0c\u53ef\u7ec4\u5408\u6027\u65e9\u5df2\u88ab ChatGPT \u593a\u53d6\u4e86\uff08\u8fde Uniswap \u90fd\u505a\u8d77\u4e86 \u2014\u2014 \u94b1\u5305\uff09\uff0c\u800c\u73b0\u5728\u5c31\u8fde Autonomous \u4e5f\u8981\u88ab\u5b83\u4eec\u593a\u53d6\u4e86\u3002\u3002\u3002<\/p>\n<p>\u800c\u6211\u4eec\u53ea\u9700\u8981\u6cbf\u7528\u4e0a\u6587\u6240\u63d0\u5230\u7684 Self-Debugging \u51e0\u4e4e\u4e00\u6837\u7684\u601d\u8def\uff0c\u7ed3\u5408\u66f4\u591a\u7684\u5916\u90e8\u5de5\u5177\uff0c\u8ba9 Agent \u81ea\u5df1\u8fdb\u884c\u8fde\u7eed\u7684\u591a\u8f6e\u81ea\u52a8\u5bf9\u8bdd\uff0c\u5c31\u53ef\u4ee5\u5236\u9020\u51fa Autonomous Agents \u4e86\u3002<br \/>\n\u76ee\u524d\u5f71\u54cd\u529b\u6700\u5927\u7684\u4f3c\u4e4e\u5c31\u662f AutoGPT \u4e86\uff0c<a href=\"https:\/\/twitter.com\/freddy_alfonso_\/status\/1646936429883428864\">\u5c31\u8fde \ud835\ude76\ud835\ude9b\ud835\ude8a\ud835\ude8d\ud835\ude92\ud835\ude98 \u90fd\u8fc5\u901f\u5bf9\u5176\u8fdb\u884c\u4e86\u652f\u6301<\/a>\u3002<\/p>\n<p>\u8003\u8651\u5230\u8fd9\u4e2a\u4e1c\u897f\u7684\u8c03\u7528\u76ee\u524d\u5f88\u8d35\uff0c\u6211\u4eec\u4e0d\u59a8\u591a\u8003\u5bdf\u4e00\u4e9b\u5927\u5bb6\u5206\u4eab\u51fa\u6765\u7684\u4f8b\u5b50\u56e7\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.bilibili.com\/video\/BV1Tc411s7wZ\">\u5982\u4f55\u521b\u5efa\u81ea\u5df1\u7684\u81ea\u4e3b GPT-4 \u4ee3\u7406 AutoGPT<\/a><\/li>\n<\/ul>\n<p>\u770b\u8d77\u6765\u5927\u5bb6\u90fd\u5904\u5728\u5f88\u5174\u594b~~~<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/Torantulino\/Auto-GPT\/blob\/master\/scripts\/prompt.py\">https:\/\/github.com\/Torantulino\/Auto-GPT\/blob\/master\/scripts\/prompt.py<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/Torantulino\/Auto-GPT\/blob\/master\/scripts\/ai_config.py\">https:\/\/github.com\/Torantulino\/Auto-GPT\/blob\/master\/scripts\/ai_config.py<\/a><\/li>\n<\/ul>\n<p>\u4e0d\u8fc7\u7a0d\u5fae\u9605\u8bfb\u5176\u4ee3\u7801\u4e4b\u540e\uff0c\u5176\u5b9e\u6838\u5fc3\u548c\u4e4b\u524d\u7684 HuggingGPT \u4e00\u6837\uff0c\u4f9d\u7136\u662f\u5229\u7528 hard-code \u7684\u5de5\u5177\u96c6\u3001prompt template \u4ee5\u53ca <a href=\"https:\/\/twitter.com\/julien_c\/status\/1643584810055528454\">&#8220;The output must be in a strict JSON format&#8221;<\/a> \u7684 Advanced Prompting Engineering &#8230; \u5f88\u5bb9\u6613\u53d1\u73b0\uff0c\u8fd9\u4e2a\u4e1c\u897f\u88ab hype \u4e86\u3002<\/p>\n<p>\u7406\u89e3\u4e00\u7bc7 Paper\uff0c\u6700\u597d\u7684\u65b9\u6cd5\u662f\u7406\u89e3\u5b83\u7684\u5c40\u9650\uff0c\u56e0\u6b64\u548c\u4e4b\u524d\u5206\u6790 ChatGPT \u65f6\u7684\u65b9\u6cd5\u4e00\u6837\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u5bf9 AutoGPT \u7684\u5c40\u9650\u6027\u8fdb\u884c\u66f4\u4e3a\u7ec6\u81f4\u7684\u5206\u6790\u3002<br \/>\n\u8fd9\u91cc\u76ee\u524d\u5206\u6790\u7684\u6700\u597d\u7684\u6587\u7ae0\u6211\u8ba4\u4e3a\u662f\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/jina.ai\/news\/auto-gpt-unmasked-hype-hard-truths-production-pitfalls\/\">Auto-GPT Unmasked: The Hype and Hard Truths of Its Production Pitfalls<\/a><\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6700\u540e\u63d0\u5230\u4e86\u4e24\u4e2a\u53ef\u884c\u7684\u6269\u5c55\u65b9\u6848\uff0c\u5176\u4e00\u662f\u5e76\u884c\uff08\u9700\u8981 HuggingGPT \u4e2d\u89e3\u6790\u4efb\u52a1\u7684\u4f9d\u8d56\u6027\u7684\u6a21\u5757\uff09\uff0c\u53e6\u4e00\u4e2a\u65b9\u5411\u662f\u589e\u52a0 AI \u4e4b\u95f4\u7684\u534f\u4f5c\u3002<\/p>\n<p>\u4f46\u662f\u6211\u89c9\u5f97\u8fd8\u6709\u4e24\u4e2a\u65b9\u5411\uff0c\u5176\u4e00\u662f\u5426\u5229\u7528 LLM \u5728\u8fd0\u884c\u9636\u6bb5\u7684\u6d8c\u73b0\u80fd\u529b\uff0c\u4ee5\u8ba9 Agent \u53d1\u73b0\u548c\u5b66\u4f1a\u4f7f\u7528\u65b0\u7684\u5de5\u5177\u3001\u53d1\u73b0\u65b0\u7684\u53ef\u4ee5\u534f\u4f5c\u7684 Agent\uff1f<br \/>\n\u5176\u4e8c\u662f\u80fd\u5426\u589e\u52a0 Memory \u7684\u62bd\u8c61\u5c42\u7ea7\uff0c\u5468\u671f\u6027\u7684\u5bf9\u81ea\u8eab\u8fdb\u884c Fine-Tuning \u3002\u3002\u3002\uff08\u54c7\uff0c\u8fd9\u4e0d\u5c31 Self-healing \u4e86\u5417\uff1f\uff09<\/p>\n<h3><span class=\"ez-toc-section\" id=\"BabyAGI\"><\/span>BabyAGI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/twitter.com\/yoheinakajima\/status\/1647985447644315648\">https:\/\/twitter.com\/yoheinakajima\/status\/1647985447644315648<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"OpenAGI\"><\/span>OpenAGI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/agiresearch\/OpenAGI\">https:\/\/github.com\/agiresearch\/OpenAGI<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Generative_Agents\"><\/span>Generative Agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2304.03442\">Generative Agents: Interactive Simulacra of Human Behavior<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/hwchase17\/status\/1647987713449263106\">https:\/\/twitter.com\/hwchase17\/status\/1647987713449263106<\/a><\/li>\n<li><a href=\"https:\/\/python.langchain.com\/en\/latest\/use_cases\/agents\/characters.html\">https:\/\/python.langchain.com\/en\/latest\/use_cases\/agents\/characters.html<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA.jpg\"><img decoding=\"async\" data-attachment-id=\"2574\" data-permalink=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/ga\/\" data-orig-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA.jpg\" data-orig-size=\"1280,487\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"GA\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA-300x114.jpg\" data-large-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA-1024x390.jpg\" src=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA.jpg\" alt=\"\" width=\"640\" class=\"aligncenter size-full wp-image-2574\" srcset=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA.jpg 1280w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA-300x114.jpg 300w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA-1024x390.jpg 1024w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/GA-768x292.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/a><\/p>\n<p>\u65e2\u7136 AI \u53ef\u4ee5\u4f7f\u7528\u5de5\u5177\uff0c\u4e5f\u53ef\u4ee5\u4e92\u76f8\u8c03\u7528\uff0c\u751a\u81f3\u5728\u65e0\u76d1\u7763\u7684\u73af\u5883\u4e0b\uff0c\u81ea\u6211\u8fd0\u884c\u8fed\u4ee3\uff0c\u90a3\u4e48\u53e6\u4e00\u4e2a\u66f4\u4e3a\u6709\u8da3\u7684\u7814\u7a76\u65b9\u5411\u51fa\u73b0\u4e86\uff0c\u80fd\u653e\u8ba9 AI \u4e4b\u95f4\u4e92\u76f8\u901a\u4fe1\uff0c\u901a\u8fc7\u534f\u4f5c\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\uff0c\u751a\u81f3\u4ee5\u5b9e\u73b0\u4e00\u4e9b\u50cf\u4eba\u7c7b\u793e\u7fa4\uff0c\u6216\u8005\u67d0\u4e9b\u52a8\u7269\u90a3\u6837\u7684\u793e\u4f1a\u5316\u3002<br \/>\n\u4e0d\u8fc7\u8003\u8651\u5230\u73b0\u5b9e\u73af\u5883\u6bd5\u7adf\u8fc7\u4e8e\u590d\u6742\uff0c\u4e0d\u59a8\u8003\u8651\u5efa\u7acb\u4e00\u4e9b\u6c99\u76d2\u73af\u5883\u8fdb\u884c\u5b9e\u9a8c\uff1f<\/p>\n<p><a href=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory.jpg\"><img decoding=\"async\" data-attachment-id=\"2575\" data-permalink=\"https:\/\/www.shuizilong.com\/house\/archives\/generative-agents\/memory\/\" data-orig-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory.jpg\" data-orig-size=\"1280,670\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"memory\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory-300x157.jpg\" data-large-file=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory-1024x536.jpg\" src=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory.jpg\" alt=\"\" width=\"640\" class=\"aligncenter size-full wp-image-2575\" srcset=\"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory.jpg 1280w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory-300x157.jpg 300w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory-1024x536.jpg 1024w, https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/memory-768x402.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"ChatArena\"><\/span>ChatArena<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/chatarena\/chatarena\">Multi-Agent Language Game Environments for LLMs<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"CAMEL\"><\/span>CAMEL<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/lightaime\/camel\">CAMEL: Communicative Agents for \u201cMind\u201d Exploration of Large Scale Language Model Society<\/a><\/li>\n<\/ul>\n<p>TBD<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Anatomy of Autonomy: Why Agents are the next AI Killer App after ChatGPT LangChain Blog, Autonomous Agents &amp; Agent Simulations The Complete Beginners Guide To Autonomous Agents \u5728 \u4e0a\u7bc7\u6587\u7ae0 \u5199\u5b8c\u4e4b\u540e\uff0c\u8fd9\u4e2a\u8bdd\u9898\u6709\u4e86\u66f4\u9ad8\u7684\u70ed\u5ea6\uff0c\u5148\u540e\u6709 Self-hearling Code\u3001BabyGPT\u3001AutoGPT\u3001OpenGPT \u5230 Generative Agents \u7b49\u4e00\u5927\u5806\u76f8\u5173\u8bba\u6587\u548c\u5e94\u7528\u3002 \u4e0d\u5f97\u4e0d\u518d\u505a\u4e00\u7bc7\u603b\u7ed3\u4e86\u3002\u3002\u3002 Self-Healing Code \u5c31\u50cf\u81ea\u7136\u754c\u8bb8\u591a\u4ee4\u4eba\u7fa1\u6155\u7684\u5177\u6709\u81ea\u6108\u80fd\u529b\u7684\u751f\u7269\u4e00\u6837\u3002\u3002\u3002\u65e9\u5728\u5927\u5f3a\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u80fd\u591f\u5199\u51fa\u5728\u8fd0\u884c\u9636\u6bb5\u5177\u6709\u81ea\u6108\u80fd\u529b\u7684\u4ee3\u7801\uff0c\u5c31\u4e00\u76f4\u662f\u8f6f\u4ef6\u5f00\u53d1\u8005\u7684\u8ffd\u6c42\u3002 \u4e00\u79cd\u6700\u7b80\u5355\u7684\u8bbe\u8ba1\u53ef\u80fd\u662f \u4f18\u96c5\u964d\u7ea7\uff08Graceful Degradation\uff09\uff0c\u6bd4\u5982\u8003\u8651\u5230 OpenAI \u7684\u670d\u52a1\u7ecf\u5e38\u4e0d\u7a33\u5b9a\uff0c\u90a3\u4e48\u5728\u7cfb\u7edf\u68c0\u6d4b\u5230 OpenAI API \u6302\u6389\u7684\u65f6\u5019\uff0c\u8c03\u7528\u4e00\u4e2a local \u7684 LLM \u4f5c\u4e3a\u8865\u5145\uff0c\u5c31\u662f\u4e00\u79cd\u6784\u5efa\u4f18\u96c5\u964d\u7ea7\u7684\u65b9\u6cd5\uff0c\u7c7b\u4f3c Windows \u91cc\u7684\u5b89\u5168\u6a21\u5f0f\uff1f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2542,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1],"tags":[],"class_list":["post-2536","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/www.shuizilong.com\/house\/wp-content\/uploads\/2023\/04\/photo_2023-04-14_03-16-30.jpg","jetpack_shortlink":"https:\/\/wp.me\/p2tdP7-EU","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/2536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/comments?post=2536"}],"version-history":[{"count":41,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/2536\/revisions"}],"predecessor-version":[{"id":2586,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/posts\/2536\/revisions\/2586"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/media\/2542"}],"wp:attachment":[{"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/media?parent=2536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/categories?post=2536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.shuizilong.com\/house\/wp-json\/wp\/v2\/tags?post=2536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}