{"id":1094,"date":"2025-03-19T14:25:43","date_gmt":"2025-03-19T06:25:43","guid":{"rendered":"https:\/\/cdjax.com\/?p=1094"},"modified":"2025-03-19T14:27:14","modified_gmt":"2025-03-19T06:27:14","slug":"%e4%bb%80%e4%b9%88%e6%98%afagent-loop","status":"publish","type":"post","link":"https:\/\/cdjax.com\/?p=1094","title":{"rendered":"\u4ec0\u4e48\u662fAgent Loop"},"content":{"rendered":"\n<p><strong>Agent Loop\uff08\u667a\u80fd\u4f53\u5faa\u73af\uff09<\/strong>&nbsp;\u662f\u81ea\u4e3b\u667a\u80fd\u4f53\uff08AI Agent\uff09\u7684\u6838\u5fc3\u8fd0\u884c\u673a\u5236\uff0c\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u7684\u6b65\u9aa4\u5b9e\u73b0\u76ee\u6807\u5bfc\u5411\u7684\u4efb\u52a1\u6267\u884c\u3002\u4ee5\u4e0b\u662f\u5176\u6838\u5fc3\u6d41\u7a0b\u53ca\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u6838\u5fc3\u539f\u7406\uff1a\u95ed\u73af\u53cd\u9988\u9a71\u52a8<\/strong><\/h3>\n\n\n\n<p>Agent Loop\u662f\u4e00\u4e2a<strong>\u6301\u7eed\u5faa\u73af\u7684\u8fc7\u7a0b<\/strong>\uff0c\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u52a8\u6001\u8c03\u6574\u7b56\u7565\u4ee5\u5b8c\u6210\u4efb\u52a1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f93\u5165\u89e3\u6790<\/strong>\uff1a\u7406\u89e3\u7528\u6237\u6307\u4ee4\u6216\u73af\u5883\u72b6\u6001\u3002<\/li>\n\n\n\n<li><strong>\u89c4\u5212\u4e0e\u51b3\u7b56<\/strong>\uff1a\u751f\u6210\u884c\u52a8\u8ba1\u5212\uff08\u5982\u5206\u89e3\u5b50\u4efb\u52a1\u3001\u9009\u62e9\u5de5\u5177\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u64cd\u4f5c<\/strong>\uff1a\u8c03\u7528\u5de5\u5177\uff08\u5982API\u3001\u4ee3\u7801\u3001\u5916\u90e8\u670d\u52a1\u7b49\uff09\u83b7\u53d6\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong>\u53cd\u9988\u5b66\u4e60<\/strong>\uff1a\u6839\u636e\u6267\u884c\u7ed3\u679c\u8c03\u6574\u7b56\u7565\uff0c\u4f18\u5316\u540e\u7eed\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u5178\u578b\u6d41\u7a0b\u5206\u6b65<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(1) \u76ee\u6807\u89e3\u6790\uff08Goal Parsing\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u5206\u89e3<\/strong>\uff1a\u5c06\u7528\u6237\u6307\u4ee4\u62c6\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u5b50\u76ee\u6807\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u82e5\u7528\u6237\u8bf4\u201c\u9884\u8ba2\u4ece\u5317\u4eac\u5230\u7ebd\u7ea6\u7684\u673a\u7968\u201d\uff0cAgent\u4f1a\u5c06\u5176\u5206\u89e3\u4e3a\u67e5\u8be2\u822a\u73ed\u65f6\u95f4\u3001\u6bd4\u8f83\u4ef7\u683c\u3001\u786e\u8ba4\u5ea7\u4f4d\u7b49\u6b65\u9aa4\u3002<\/li>\n\n\n\n<li><strong>\u610f\u56fe\u8bc6\u522b<\/strong>\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u786e\u5b9a\u7528\u6237\u7684\u6df1\u5c42\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(2) \u89c4\u5212\u4e0e\u4efb\u52a1\u5206\u914d\uff08Planning &amp; Task Allocation\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u884c\u52a8\u8ba1\u5212<\/strong>\uff1a\u5229\u7528LLM\uff08\u5982GPT\uff09\u6216\u89c4\u5219\u5f15\u64ce\u5236\u5b9a\u5206\u6b65\u7b56\u7565\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u4f7f\u7528Python\u4ee3\u7801\u8c03\u7528\u822a\u73edAPI\uff0c\u6216\u901a\u8fc7\u5bf9\u8bdd\u8be2\u95ee\u7528\u6237\u504f\u597d\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u9009\u62e9<\/strong>\uff1a\u6839\u636e\u4efb\u52a1\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\uff08\u5982\u641c\u7d22\u5f15\u64ce\u3001\u6570\u636e\u5e93\u63a5\u53e3\u3001\u7b2c\u4e09\u65b9\u670d\u52a1\u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(3) \u6267\u884c\u4e0e\u64cd\u4f5c\uff08Execution &amp; Action\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u5177\u8c03\u7528<\/strong>\uff1a\u76f4\u63a5\u6267\u884c\u4ee3\u7801\u3001\u8c03\u7528API\u6216\u89e6\u53d1\u5916\u90e8\u52a8\u4f5c\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u901a\u8fc7OpenAI\u7684<code>requests<\/code>\u5e93\u8bbf\u95ee\u5929\u6c14\u6570\u636e\uff0c\u6216\u8c03\u7528\u652f\u4ed8\u7cfb\u7edf\u5b8c\u6210\u4ea4\u6613\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u679c\u6536\u96c6<\/strong>\uff1a\u83b7\u53d6\u6267\u884c\u540e\u7684\u53cd\u9988\u4fe1\u606f\uff08\u5982\u6210\u529f\/\u5931\u8d25\u72b6\u6001\u3001\u8fd4\u56de\u7684\u6570\u636e\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(4) \u53cd\u9988\u4e0e\u8c03\u6574\uff08Feedback &amp; Adaptation\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bc4\u4f30\u7ed3\u679c<\/strong>\uff1a\u5224\u65ad\u5f53\u524d\u6b65\u9aa4\u662f\u5426\u8fbe\u6210\u76ee\u6807\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u82e5\u822a\u73ed\u67e5\u8be2\u65e0\u7ed3\u679c\uff0c\u53ef\u80fd\u9700\u8981\u8c03\u6574\u641c\u7d22\u6761\u4ef6\u6216\u91cd\u65b0\u8be2\u95ee\u7528\u6237\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u66f4\u65b0<\/strong>\uff1a\u901a\u8fc7\u8bb0\u5fc6\u6a21\u5757\uff08Memory\uff09\u5b58\u50a8\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u786e\u4fdd\u540e\u7eed\u6b65\u9aa4\u7684\u8fde\u8d2f\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(5) \u8f93\u51fa\u4e0e\u7ec8\u6b62<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u7ec8\u8f93\u51fa<\/strong>\uff1a\u5411\u7528\u6237\u63d0\u4f9b\u4efb\u52a1\u5b8c\u6210\u7684\u7ed3\u679c\u6216\u4e0b\u4e00\u6b65\u5efa\u8bae\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u201c\u5df2\u4e3a\u60a8\u9884\u8ba2\u822a\u73edCX8401\uff0c\u8d77\u98de\u65f6\u95f4\u4e3a2\u670815\u65e518:30\u3002\u201d<\/li>\n\n\n\n<li><strong>\u5faa\u73af\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u5f53\u76ee\u6807\u8fbe\u6210\u3001\u8d85\u65f6\u6216\u7528\u6237\u4e2d\u65ad\u65f6\u505c\u6b62\u5faa\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u5173\u952e\u6280\u672f\u652f\u6491<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(1) \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u4e3aAgent\u7684\u201c\u5927\u8111\u201d\uff0c\u8d1f\u8d23\u610f\u56fe\u7406\u89e3\u3001\u89c4\u5212\u751f\u6210\u548c\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u4f7f\u7528Claude-3.5-Sonnet\u6a21\u578b\u89e3\u6790\u6307\u4ee4\u5e76\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(2) \u5de5\u5177\u8c03\u7528\u94fe\uff08Tool Chains\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96c6\u6210\u591a\u79cd\u5de5\u5177\u5b9e\u73b0\u5177\u4f53\u4efb\u52a1\uff0c\u5982\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u67e5\u8be2\uff08\u6570\u636e\u5e93API\uff09<\/li>\n\n\n\n<li>\u6587\u4ef6\u64cd\u4f5c\uff08\u8bfb\u5199\u672c\u5730\u6587\u4ef6\uff09<\/li>\n\n\n\n<li>\u6d4f\u89c8\u5668\u4f7f\u7528\uff08\u8bbf\u95ee\u4e92\u8054\u7f51\u5185\u5bb9\uff09<\/li>\n\n\n\n<li>\u7f16\u8f91\u5668\u4f7f\u7528\uff08Coding\uff09<\/li>\n\n\n\n<li>\u5916\u90e8\u670d\u52a1\uff08\u652f\u4ed8\u3001\u7269\u6d41\u7cfb\u7edf\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>(3) \u8bb0\u5fc6\u6a21\u5757\uff08Memory\uff09<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b58\u50a8\u5386\u53f2\u5bf9\u8bdd\u548c\u4e2d\u95f4\u7ed3\u679c\uff0c\u786e\u4fdd\u957f\u671f\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002<br><em>\u793a\u4f8b<\/em>\uff1a\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u8bb0\u4f4f\u7528\u6237\u7684\u504f\u597d\uff08\u5982\u201c\u6211\u53ea\u5750\u5546\u52a1\u8231\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u5178\u578b\u5e94\u7528\u573a\u666f<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u52a8\u5316\u4efb\u52a1<\/strong>\uff1a\u5982\u6570\u636e\u6293\u53d6\u3001\u90ae\u4ef6\u5206\u7c7b\u3001\u8ba2\u5355\u5904\u7406\u3002<\/li>\n\n\n\n<li><strong>\u590d\u6742\u51b3\u7b56\u652f\u6301<\/strong>\uff1a\u91d1\u878d\u5206\u6790\u3001\u533b\u7597\u8bca\u65ad\u5efa\u8bae\u3002<\/li>\n\n\n\n<li><strong>\u865a\u62df\u52a9\u624b<\/strong>\uff1a\u667a\u80fd\u5ba2\u670d\u3001\u4e2a\u4eba\u65e5\u7a0b\u7ba1\u7406\u3002<\/li>\n\n\n\n<li><strong>\u6e38\u620fAI<\/strong>\uff1a\u81ea\u4e3b\u89d2\u8272\u884c\u4e3a\u89c4\u5212\uff08\u5982\u300a\u661f\u9645\u4e89\u9738\u300b\u4e2d\u7684AI\u5bf9\u624b\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u4e0e\u4f20\u7edf\u6d41\u7a0b\u7684\u533a\u522b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52a8\u6001\u9002\u5e94\u6027<\/strong>\uff1a\u4e0d\u540c\u4e8e\u56fa\u5b9a\u6d41\u7a0b\u7684\u201cWorkflow\u201d\uff0cAgent Loop\u53ef\u5b9e\u65f6\u8c03\u6574\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u76ee\u6807\u5bfc\u5411<\/strong>\uff1a\u59cb\u7ec8\u56f4\u7ed5\u7528\u6237\u6307\u4ee4\u4f18\u5316\u8def\u5f84\uff0c\u800c\u975e\u6309\u9884\u8bbe\u6b65\u9aa4\u6267\u884c\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u4e3b\u51b3\u7b56<\/strong>\uff1a\u901a\u8fc7LLM\u548c\u5de5\u5177\u94fe\u5b9e\u73b0\u7aef\u5230\u7aef\u81ea\u52a8\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p>Agent Loop\u7684\u6838\u5fc3\u662f<strong>\u4ee5\u76ee\u6807\u4e3a\u5bfc\u5411\u7684\u52a8\u6001\u5faa\u73af\u673a\u5236<\/strong>\uff0c\u7ed3\u5408LLM\u7684\u63a8\u7406\u80fd\u529b\u4e0e\u5de5\u5177\u94fe\u7684\u6267\u884c\u80fd\u529b\uff0c\u5728\u53cd\u9988\u8fed\u4ee3\u4e2d\u9010\u6b65\u903c\u8fd1\u6700\u7ec8\u7ed3\u679c\u3002\u8fd9\u4e00\u6a21\u5f0f\u6b63\u5728\u63a8\u52a8AI\u4ece\u201c\u5355\u6b21\u54cd\u5e94\u201d\u5411\u201c\u6301\u7eed\u534f\u4f5c\u201d\u53d1\u5c55\uff0c\u6210\u4e3a\u4e0b\u4e00\u4ee3\u667a\u80fd\u7cfb\u7edf\u7684\u57fa\u7840\u67b6\u6784\u4e4b\u4e00\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Agent Loop\uff08\u667a\u80fd\u4f53\u5faa\u73af\uff09&nbsp;\u662f\u81ea\u4e3b\u667a\u80fd\u4f53\uff08AI Agent\uff09\u7684\u6838\u5fc3\u8fd0\u884c\u673a\u5236\uff0c\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u7684\u6b65 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"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","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[5],"tags":[],"class_list":["post-1094","post","type-post","status-publish","format-standard","hentry","category-product"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p8LQPD-hE","_links":{"self":[{"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/posts\/1094","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cdjax.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1094"}],"version-history":[{"count":2,"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/posts\/1094\/revisions"}],"predecessor-version":[{"id":1096,"href":"https:\/\/cdjax.com\/index.php?rest_route=\/wp\/v2\/posts\/1094\/revisions\/1096"}],"wp:attachment":[{"href":"https:\/\/cdjax.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1094"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cdjax.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1094"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cdjax.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1094"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}