{"id":65,"date":"2026-03-03T00:31:47","date_gmt":"2026-03-02T16:31:47","guid":{"rendered":"http:\/\/23.95.50.216:8080\/?p=65"},"modified":"2026-03-03T00:32:37","modified_gmt":"2026-03-02T16:32:37","slug":"%e5%8f%af%e7%94%a8%e6%a8%a1%e5%9e%8b%e5%88%97%e8%a1%a8%e5%8f%8a%e5%90%84%e8%87%aa%e6%93%85%e9%95%bf%e9%a2%86%e5%9f%9f","status":"publish","type":"post","link":"https:\/\/deepbule.store\/?p=65","title":{"rendered":"\u53ef\u7528\u6a21\u578b\u5217\u8868\u53ca\u5404\u81ea\u64c5\u957f\u9886\u57df"},"content":{"rendered":"<p><\/p>\n<p>2026\u5e743\u670803\u65e5 00:30\u00a0\u7531AI\u81ea\u52a8\u751f\u6210-by\u5343\u95ee3.5-plus<\/p>\n<p>\u5bf9\u8bdd\u94fe\u63a5\uff1a<a href=\"https:\/\/www.qianwen.com\/share\/chat\/5f2a2443e1764682ba5fd1f2726db52f\">\u53ef\u7528\u6a21\u578b\u5217\u8868\u53ca\u5404\u81ea\u64c5\u957f\u9886\u57df &#8211; \u5343\u95ee<\/a><\/p>\n<p><\/p>\n<p>\ud83d\udce6\u00a0\u53ef\u7528\u6a21\u578b\u5217\u8868 \u6a21\u578b Context Max\u00a0Tokens qwen3.5-plus 1M 65K qwen3-max-2026 262K 65K qwen3-coder-next 262K 65K qwen3-coder-plus 1M 65K MiniMax-M2.5 204K 131K glm-5 202K 16K glm-4.7 202K 16K kimi-k2.5 262K 32K\u8fd9\u51e0\u4e2a\u6a21\u578b\u5404\u81ea\u64c5\u957f\u7684\u9886\u57df\u662f\uff1f<\/p>\n<p>\u6839\u636e\u4f60\u63d0\u4f9b\u7684\u6a21\u578b\u5217\u8868\uff0c\u8fd9\u4e9b\u6a21\u578b\u6db5\u76d6\u4e86\u901a\u7528\u5927\u8bed\u8a00\u6a21\u578b\u3001\u4ee3\u7801\u4e13\u7528\u6a21\u578b\u4ee5\u53ca\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u5b83\u4eec\u5404\u81ea\u64c5\u957f\u7684\u9886\u57df\u5206\u6790\uff1a<\/p>\n<h3 class=\"wp-block-heading\">1. \u901a\u4e49\u5343\u95ee\u7cfb\u5217 (Qwen)<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>qwen3.5-plus<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u8d85\u957f\u4e0a\u4e0b\u6587 + \u7efc\u5408\u5e73\u8861<\/strong>\u3002\u62e5\u6709\u00a0<strong>1M (100\u4e07)<\/strong>\u00a0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u662f\u76ee\u524d\u5904\u7406\u6d77\u91cf\u4fe1\u606f\u7684\u9996\u9009\u3002<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u4e66\/\u5168\u5e93\u5206\u6790<\/strong>\uff1a\u4e00\u6b21\u6027\u9605\u8bfb\u6574\u672c\u5c0f\u8bf4\u3001\u6cd5\u5f8b\u5377\u5b97\u3001\u957f\u8fbe\u6570\u5c0f\u65f6\u7684\u4f1a\u8bae\u5f55\u97f3\u8f6c\u5f55\u7a3f\u6216\u5927\u578b\u4ee3\u7801\u5e93\u3002<\/li>\n\n<li><strong>\u590d\u6742\u63a8\u7406\u4e0e\u591a\u8f6e\u5bf9\u8bdd<\/strong>\uff1a\u5728\u6781\u957f\u7684\u5bf9\u8bdd\u5386\u53f2\u4e2d\u4fdd\u6301\u8bb0\u5fc6\u4e0d\u4e22\u5931\uff0c\u9002\u5408\u9700\u8981\u957f\u671f\u8bb0\u5fc6\u7684\u667a\u80fd\u4f53\uff08Agent\uff09\u4efb\u52a1\u3002<\/li>\n\n<li><strong>\u9ad8\u7cbe\u5ea6\u4fe1\u606f\u62bd\u53d6<\/strong>\uff1a\u4ece\u6d77\u91cf\u6742\u4e71\u6570\u636e\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>qwen3-max-2026<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u65d7\u8230\u7ea7\u903b\u8f91\u63a8\u7406\u4e0e\u901a\u7528\u80fd\u529b<\/strong>\u3002\u4f5c\u4e3a\u201cMax\u201d\u7248\u672c\uff0c\u901a\u5e38\u4ee3\u8868\u8be5\u7cfb\u5217\u5728\u903b\u8f91\u3001\u6570\u5b66\u548c\u590d\u6742\u4efb\u52a1\u89c4\u5212\u4e0a\u7684\u6700\u5f3a\u6c34\u5e73\uff08\u5c3d\u7ba1\u4e0a\u4e0b\u6587\u4e3a262K\uff0c\u7565\u5c0f\u4e8ePlus\u7248\uff0c\u4f46\u63a8\u7406\u5bc6\u5ea6\u66f4\u9ad8\uff09\u3002<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u96be\u5ea6\u7406\u79d1\u9898<\/strong>\uff1a\u590d\u6742\u7684\u6570\u5b66\u8bc1\u660e\u3001\u7269\u7406\u5efa\u6a21\u3001\u903b\u8f91\u8c1c\u9898\u3002<\/li>\n\n<li><strong>\u590d\u6742\u4efb\u52a1\u89c4\u5212<\/strong>\uff1a\u62c6\u89e3\u591a\u6b65\u9aa4\u7684\u5546\u4e1a\u8ba1\u5212\u3001\u79d1\u7814\u65b9\u6848\u8bbe\u8ba1\u3002<\/li>\n\n<li><strong>\u9ad8\u8d28\u91cf\u5185\u5bb9\u521b\u4f5c<\/strong>\uff1a\u64b0\u5199\u6df1\u5ea6\u62a5\u544a\u3001\u521b\u610f\u5199\u4f5c\uff0c\u8bed\u8a00\u98ce\u683c\u66f4\u81ea\u7136\u3001\u903b\u8f91\u66f4\u4e25\u5bc6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>qwen3-coder-next<\/strong>\u00a0&amp;\u00a0<strong>qwen3-coder-plus<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3<\/strong>\u3002\u8fd9\u662f\u4e13\u4e3a\u7a0b\u5e8f\u5458\u6253\u9020\u7684\u5782\u76f4\u6a21\u578b\u3002\n<ul class=\"wp-block-list\">\n<li><code>coder-plus<\/code>\u00a0(1M \u4e0a\u4e0b\u6587)\uff1a\u9002\u5408<strong>\u6574\u4e2a\u4ed3\u5e93\u7ea7<\/strong>\u7684\u4ee3\u7801\u7406\u89e3\u3001\u91cd\u6784\u548c\u8de8\u6587\u4ef6\u8c03\u8bd5\u3002<\/li>\n\n<li><code>coder-next<\/code>\u00a0(262K \u4e0a\u4e0b\u6587)\uff1a\u53ef\u80fd\u5728<strong>\u4ee3\u7801\u751f\u6210\u7684\u54cd\u5e94\u901f\u5ea6<\/strong>\u6216<strong>\u6700\u65b0\u7f16\u7a0b\u8303\u5f0f<\/strong>\uff08\u59822026\u5e74\u7684\u65b0\u6846\u67b6\uff09\u4e0a\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u9002\u5408\u5feb\u901f\u8865\u5168\u548c\u5373\u65f6\u95ee\u7b54\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u6808\u5f00\u53d1<\/strong>\uff1a\u751f\u6210\u524d\u7aef\u3001\u540e\u7aef\u3001\u6570\u636e\u5e93\u811a\u672c\u3002<\/li>\n\n<li><strong>Code Review<\/strong>\uff1a\u81ea\u52a8\u68c0\u6d4bBug\u3001\u5b89\u5168\u6f0f\u6d1e\uff0c\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\u3002<\/li>\n\n<li><strong>\u9057\u7559\u4ee3\u7801\u8fc1\u79fb<\/strong>\uff1a\u5c06\u65e7\u8bed\u8a00\u4ee3\u7801\uff08\u5982COBOL, \u65e7\u7248Java\uff09\u8f6c\u6362\u4e3a\u73b0\u4ee3\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">2. MiniMax \u7cfb\u5217<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>MiniMax-M2.5<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u89d2\u8272\u626e\u6f14\u4e0e\u9ad8\u5e76\u53d1\u4ea4\u4e92<\/strong>\u3002MiniMax \u7cfb\u5217\u7d20\u4ee5\u201c\u62df\u4eba\u5316\u201d\u7a0b\u5ea6\u9ad8\u3001\u60c5\u611f\u4ea4\u4e92\u81ea\u7136\u8457\u79f0\uff0c\u4e14\u62e5\u6709\u00a0<strong>131K<\/strong>\u00a0\u7684\u6700\u5927\u8f93\u51fa\/\u4e0a\u4e0b\u6587\u80fd\u529b\uff08\u5177\u4f53\u89c6API\u5b9a\u4e49\uff0c\u6b64\u5904\u663e\u793a\u8f83\u5927\u5bb9\u91cf\uff09\u3002<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u6e38\u620fNPC\u4e0e\u865a\u62df\u4f34\u4fa3<\/strong>\uff1a\u6781\u5177\u6c89\u6d78\u611f\u7684\u5bf9\u8bdd\uff0c\u80fd\u591f\u8bb0\u4f4f\u590d\u6742\u7684\u4eba\u7269\u8bbe\u5b9a\u548c\u60c5\u611f\u72b6\u6001\u3002<\/li>\n\n<li><strong>\u521b\u610f\u5199\u4f5c\u4e0e\u5267\u672c\u751f\u6210<\/strong>\uff1a\u751f\u6210\u98ce\u683c\u591a\u53d8\u3001\u5bcc\u6709\u60c5\u611f\u5f20\u529b\u7684\u6545\u4e8b\u3002<\/li>\n\n<li><strong>\u8bed\u97f3\u4ea4\u4e92\u540e\u7aef<\/strong>\uff1a\u7531\u4e8e\u5176\u5bf9\u53e3\u8bed\u5316\u8868\u8fbe\u7684\u7406\u89e3\u6781\u4f73\uff0c\u5e38\u4f5c\u4e3a\u8bed\u97f3\u52a9\u624b\u7684\u6838\u5fc3\u5927\u8111\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">3. \u667a\u8c31 AI \u7cfb\u5217 (GLM)<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>glm-5<\/strong>\u00a0&amp;\u00a0<strong>glm-4.7<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u4e2d\u6587\u8bed\u5883\u7406\u89e3\u4e0e\u5de5\u5177\u8c03\u7528 (Function Calling)<\/strong>\u3002\u667a\u8c31GLM\u7cfb\u5217\u5728\u4e2d\u6587\u751f\u6001\u3001\u5b66\u672f\u6587\u732e\u7406\u89e3\u4ee5\u53caAgent\u5de5\u5177\u8c03\u7528\u65b9\u9762\u8868\u73b0\u4f18\u5f02\u3002\n<ul class=\"wp-block-list\">\n<li><code>glm-5<\/code>\uff1a\u4f5c\u4e3a\u66f4\u65b0\u4e00\u4ee3\uff0c\u901a\u5e38\u5728<strong>\u903b\u8f91\u63a8\u7406<\/strong>\u548c<strong>\u591a\u6a21\u6001\u7406\u89e3<\/strong>\uff08\u5982\u679c\u652f\u6301\uff09\u4e0a\u66f4\u5f3a\u3002<\/li>\n\n<li><code>glm-4.7<\/code>\uff1a\u53ef\u80fd\u662f\u9488\u5bf9\u7279\u5b9a\u573a\u666f\u4f18\u5316\u7684\u7a33\u5b9a\u7248\uff0c\u6027\u4ef7\u6bd4\u6216\u54cd\u5e94\u901f\u5ea6\u66f4\u4f73\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u4e2d\u6587\u4e13\u4e1a\u9886\u57df\u95ee\u7b54<\/strong>\uff1a\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u653f\u52a1\u7b49\u4e2d\u6587\u5782\u7c7b\u77e5\u8bc6\u7684\u7cbe\u51c6\u56de\u7b54\u3002<\/li>\n\n<li><strong>Agent \u4efb\u52a1\u6267\u884c<\/strong>\uff1a\u7cbe\u51c6\u5730\u8c03\u7528\u5916\u90e8API\u3001\u641c\u7d22\u5de5\u5177\u6216\u6570\u636e\u5e93\uff0c\u5b8c\u6210\u201c\u67e5\u5929\u6c14-\u8ba2\u673a\u7968-\u5199\u90ae\u4ef6\u201d\u7b49\u4e32\u8054\u4efb\u52a1\u3002<\/li>\n\n<li><strong>\u5b66\u672f\u8f85\u52a9<\/strong>\uff1a\u89e3\u8bfb\u4e2d\u6587\u5b66\u672f\u8bba\u6587\uff0c\u6574\u7406\u6587\u732e\u7efc\u8ff0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">4. \u6708\u4e4b\u6697\u9762\u7cfb\u5217 (Kimi)<\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>kimi-k2.5<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u4f18\u52bf<\/strong>\uff1a<strong>\u957f\u6587\u672c\u5904\u7406\u7684\u6807\u6746<\/strong>\u3002Kimi \u662f\u6700\u65e9\u4e3b\u6253\u957f\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\u4e4b\u4e00\uff0c\u5176\u5728<strong>\u957f\u6587\u6863\u7684\u65e0\u635f\u8bb0\u5fc6<\/strong>\u548c<strong>\u5173\u952e\u4fe1\u606f\u68c0\u7d22<\/strong>\u65b9\u9762\u53e3\u7891\u6781\u4f73\u3002<\/li>\n\n<li><strong>\u64c5\u957f\u9886\u57df<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u7814\u62a5\/\u8bba\u6587\u7cbe\u8bfb<\/strong>\uff1a\u4e0a\u4f20\u51e0\u767e\u9875\u7684PDF\uff0c\u5feb\u901f\u603b\u7ed3\u6838\u5fc3\u89c2\u70b9\u3001\u6570\u636e\u5bf9\u6bd4\u3002<\/li>\n\n<li><strong>\u6cd5\u5f8b\/\u5408\u540c\u5ba1\u67e5<\/strong>\uff1a\u5728\u957f\u7bc7\u5408\u540c\u4e2d\u67e5\u627e\u7279\u5b9a\u6761\u6b3e\u3001\u98ce\u9669\u70b9\u3002<\/li>\n\n<li><strong>\u591a\u6587\u6863\u4ea4\u53c9\u9a8c\u8bc1<\/strong>\uff1a\u540c\u65f6\u8f93\u5165\u591a\u4e2a\u76f8\u5173\u6587\u4ef6\uff0c\u56de\u7b54\u8de8\u6587\u6863\u7684\u7efc\u5408\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u9009\u578b\u5efa\u8bae\u6307\u5357<\/h3>\n<p>\u8868\u683c<\/p>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u4f60\u7684\u9700\u6c42\u573a\u666f<\/th>\n<th class=\"has-text-align-left\" data-align=\"left\">\u63a8\u8350\u9996\u9009\u6a21\u578b<\/th>\n<th class=\"has-text-align-left\" data-align=\"left\">\u7406\u7531<\/th><\/tr><\/thead>\n<tbody><tr><td><strong>\u6211\u8981\u5206\u6790\u6574\u4e2a\u9879\u76ee\u7684\u6e90\u4ee3\u7801\u5e93<\/strong><\/td>\n<td><code>qwen3-coder-plus<\/code><\/td>\n<td>1M \u4e0a\u4e0b\u6587\u53ef\u5bb9\u7eb3\u6574\u4e2aRepo\uff0c\u4e14\u4e13\u4e3a\u4ee3\u7801\u4f18\u5316\u3002<\/td><\/tr>\n<tr><td><strong>\u6211\u8981\u5199\u590d\u6742\u7684\u6570\u5b66\u8bc1\u660e\u6216\u505a\u903b\u8f91\u63a8\u7406\u9898<\/strong><\/td>\n<td><code>qwen3-max-2026<\/code><\/td>\n<td>Max\u7248\u672c\u901a\u5e38\u5177\u5907\u6700\u5f3a\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u80fd\u529b\u3002<\/td><\/tr>\n<tr><td><strong>\u6211\u8981\u548c\u4e00\u4e2a\u865a\u62df\u89d2\u8272\u8fdb\u884c\u6c89\u6d78\u5f0f\u804a\u5929<\/strong><\/td>\n<td><code>MiniMax-M2.5<\/code><\/td>\n<td>\u60c5\u611f\u4e30\u5bcc\uff0c\u62df\u4eba\u5316\u7a0b\u5ea6\u6700\u9ad8\u3002<\/td><\/tr>\n<tr><td><strong>\u6211\u8981\u603b\u7ed3\u4e00\u4efd200\u9875\u7684\u884c\u4e1a\u7814\u7a76\u62a5\u544a<\/strong><\/td>\n<td><code>kimi-k2.5<\/code>\u00a0\u6216\u00a0<code>qwen3.5-plus<\/code><\/td>\n<td>\u4e24\u8005\u957f\u6587\u672c\u80fd\u529b\u6781\u5f3a\uff0cKimi\u5728\u6587\u6863\u7ed3\u6784\u5316\u603b\u7ed3\u4e0a\u7ecf\u9a8c\u4e30\u5bcc\u3002<\/td><\/tr>\n<tr><td><strong>\u6211\u8981\u5f00\u53d1\u4e00\u4e2a\u80fd\u81ea\u52a8\u8c03\u7528API\u7684\u4e2d\u6587\u52a9\u624b<\/strong><\/td>\n<td><code>glm-5<\/code><\/td>\n<td>\u5de5\u5177\u8c03\u7528\uff08Function Call\uff09\u80fd\u529b\u5f3a\uff0c\u4e2d\u6587\u6307\u4ee4\u9075\u5faa\u5ea6\u9ad8\u3002<\/td><\/tr>\n<tr><td><strong>\u6211\u9700\u8981\u5904\u7406\u8d85\u957f\u7684\u4f1a\u8bae\u8bb0\u5f55\u5e76\u63d0\u53d6\u5f85\u529e\u4e8b\u9879<\/strong><\/td>\n<td><code>qwen3.5-plus<\/code><\/td>\n<td>1M \u4e0a\u4e0b\u6587\u786e\u4fdd\u4e0d\u4f1a\u9057\u6f0f\u4f1a\u8bae\u65e9\u671f\u7684\u7ec6\u8282\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<p><strong>\u6ce8\u610f<\/strong>\uff1a\u867d\u7136\u00a0<code>glm<\/code>\u00a0\u7cfb\u5217\u7684 Max Tokens \u663e\u793a\u4e3a 16K\uff0c\u8fd9\u901a\u5e38\u6307<strong>\u5355\u6b21\u751f\u6210\u7684\u6700\u5927\u957f\u5ea6<\/strong>\uff0c\u800c\u975e\u8f93\u5165\u4e0a\u4e0b\u6587\u9650\u5236\uff08GLM-4\u7b49\u901a\u5e38\u4e5f\u652f\u6301\u8f83\u957f\u7684\u8f93\u5165\uff0c\u4f46\u8f93\u51fa\u53d7\u9650\uff09\u3002\u5982\u679c\u4f60\u7684\u4efb\u52a1\u9700\u8981\u751f\u6210\u957f\u6587\u7ae0\uff0c\u9700\u6ce8\u610f\u6b64\u9650\u5236\uff1b\u5982\u679c\u662f\u9605\u8bfb\u7406\u89e3\uff0c\u5219\u4e3b\u8981\u770b\u5176\u5b9e\u9645\u652f\u6301\u7684\u8f93\u5165\u7a97\u53e3\uff08\u901a\u5e38\u5927\u4e8e16K\uff09\u3002<\/p>\n<p>\u6211\u60f3\u901a\u8fc7\u8fd9\u51e0\u4e2a\u6a21\u578b\u521b\u5efa\u591a\u4e2a\u72ec\u7acb\u5de5\u4f5c\u533a\u7684openclaw\uff0c\u7ec4\u6210\u4e00\u4e2a\u56e2\u961f\u4e3a\u6211\u670d\u52a1\uff0c\u7ed9\u6211\u4e00\u4e2a\u65b9\u6848<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u68d2\u7684\u6784\u60f3\uff01\u5229\u7528\u4e0d\u540c\u6a21\u578b\u7684\u7279\u957f\u7ec4\u5efa\u4e00\u4e2a\u201c<strong>AI \u7279\u5de5\u961f\uff08OpenClaw Team\uff09<\/strong>\u201d\uff0c\u901a\u8fc7<strong>\u72ec\u7acb\u5de5\u4f5c\u533a<\/strong>\uff08Independent Workspaces\uff09\u9694\u79bb\u4e0a\u4e0b\u6587\uff0c\u518d\u901a\u8fc7<strong>\u4e3b\u534f\u8c03\u5668<\/strong>\u8fdb\u884c\u4efb\u52a1\u5206\u53d1\u548c\u7ed3\u679c\u6c47\u603b\uff0c\u53ef\u4ee5\u6700\u5927\u5316\u53d1\u6325\u6bcf\u4e2a\u6a21\u578b\u7684\u4f18\u52bf\uff0c\u540c\u65f6\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a\u60a8\u8bbe\u8ba1\u7684\u00a0<strong>&#8220;OpenClaw \u591a\u6a21\u578b\u534f\u540c\u4f5c\u6218\u65b9\u6848&#8221;<\/strong>\uff1a<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83c\udfd7\ufe0f \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<p>\u6211\u4eec\u5c06\u7cfb\u7edf\u5206\u4e3a\u4e09\u5c42\uff1a<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6307\u6325\u5c42\u00a0<\/strong>(Commander)\uff1a\u8d1f\u8d23\u4efb\u52a1\u62c6\u89e3\u3001\u5206\u914d\u3001\u8d28\u91cf\u5ba1\u6838\u53ca\u6700\u7ec8\u6c47\u603b\u3002<\/li>\n\n<li><strong>\u6267\u884c\u5c42\u00a0<\/strong>(Specialists)\uff1a\u5373\u60a8\u63d0\u4f9b\u7684\u591a\u4e2a\u72ec\u7acb\u5de5\u4f5c\u533a\uff0c\u6bcf\u4e2a\u5de5\u4f5c\u533a\u52a0\u8f7d\u4e00\u4e2a\u7279\u5b9a\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u7279\u5b9a\u9886\u57df\u3002<\/li>\n\n<li><strong>\u5171\u4eab\u5b58\u50a8\u5c42\u00a0<\/strong>(Shared Memory)\uff1a\u7528\u4e8e\u4f20\u9012\u6587\u4ef6\u3001\u4e2d\u95f4\u7ed3\u679c\u548c\u6700\u7ec8\u62a5\u544a\uff08\u56e0\u4e3a\u6a21\u578b\u95f4\u4e0d\u76f4\u63a5\u5171\u4eab\u5185\u5b58\uff0c\u9700\u901a\u8fc7\u6587\u4ef6\u7cfb\u7edf\u6216\u6570\u636e\u5e93\u4ea4\u6362\uff09\u3002<\/li>\n<\/ol>\n<h4 class=\"wp-block-heading\">\ud83d\uddfa\ufe0f \u56e2\u961f\u89d2\u8272\u5206\u914d\u8868<\/h4>\n<p>\u8868\u683c<\/p>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u89d2\u8272\u4ee3\u53f7<\/th>\n<th class=\"has-text-align-left\" data-align=\"left\">\u7ed1\u5b9a\u6a21\u578b<\/th>\n<th class=\"has-text-align-left\" data-align=\"left\">\u6838\u5fc3\u804c\u8d23 (Job Description)<\/th>\n<th class=\"has-text-align-left\" data-align=\"left\">\u5de5\u4f5c\u533a\u914d\u7f6e\u5efa\u8bae<\/th><\/tr><\/thead>\n<tbody><tr><td><strong>\ud83e\udde0 \u603b\u6307\u6325\u00a0<\/strong>(CEO)<\/td>\n<td><code>qwen3-max-2026<\/code><\/td>\n<td><strong>\u4efb\u52a1\u89c4\u5212\u3001\u903b\u8f91\u51b3\u7b56\u3001\u6700\u7ec8\u5ba1\u6838<\/strong>\u3002\u8d1f\u8d23\u5c06\u7528\u6237\u6a21\u7cca\u7684\u9700\u6c42\u62c6\u89e3\u4e3a\u5177\u4f53\u5b50\u4efb\u52a1\uff0c\u5206\u914d\u7ed9\u5176\u4ed6\u6210\u5458\uff0c\u5e76\u6574\u5408\u6700\u7ec8\u62a5\u544a\u3002<\/td>\n<td><strong>\u9ad8\u63a8\u7406\u6a21\u5f0f<\/strong>\uff1a\u5f00\u542f\u5f3a\u601d\u7ef4\u94fe (CoT)\uff0c\u6e29\u5ea6\u503c (Temperature) \u8bbe\u4e3a 0.3-0.5\uff0c\u786e\u4fdd\u903b\u8f91\u4e25\u5bc6\u3002<\/td><\/tr>\n<tr><td><strong>\ud83d\udcda \u60c5\u62a5\u5206\u6790\u5e08\u00a0<\/strong>(Analyst)<\/td>\n<td><code>kimi-k2.5<\/code>\u00a0\u6216\u00a0<code>qwen3.5-plus<\/code><\/td>\n<td><strong>\u957f\u6587\u6863\u9605\u8bfb\u3001\u4fe1\u606f\u63d0\u53d6<\/strong>\u3002\u8d1f\u8d23\u5904\u7406\u7528\u6237\u4e0a\u4f20\u7684\u51e0\u767e\u9875PDF\u3001\u957f\u7bc7\u4f1a\u8bae\u8bb0\u5f55\u3001\u6cd5\u5f8b\u5408\u540c\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u6458\u8981\u3002<\/td>\n<td><strong>\u957f\u4e0a\u4e0b\u6587\u6a21\u5f0f<\/strong>\uff1a\u6700\u5927\u5316\u8f93\u5165\u7a97\u53e3\uff0c\u6e29\u5ea6\u503c 0.1\uff0c\u786e\u4fdd\u4e8b\u5b9e\u51c6\u786e\uff0c\u4e0d\u5e7b\u89c9\u3002<\/td><\/tr>\n<tr><td><strong>\ud83d\udcbb \u9996\u5e2d\u67b6\u6784\u5e08\u00a0<\/strong>(CTO)<\/td>\n<td><code>qwen3-coder-plus<\/code><\/td>\n<td><strong>\u5168\u6808\u4ee3\u7801\u751f\u6210\u3001Repo\u7ea7\u91cd\u6784<\/strong>\u3002\u8d1f\u8d23\u8bfb\u53d6\u6574\u4e2a\u4ee3\u7801\u5e93\uff0c\u7f16\u5199\u65b0\u529f\u80fd\uff0c\u4fee\u590d\u8de8\u6587\u4ef6Bug\uff0c\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u3002<\/td>\n<td><strong>\u4ee3\u7801\u4e13\u7528\u6a21\u5f0f<\/strong>\uff1a\u52a0\u8f7d\u9879\u76ee\u6240\u6709\u6e90\u7801\u6587\u4ef6\u5230\u4e0a\u4e0b\u6587\uff0c\u6e29\u5ea6\u503c 0.2-0.4\u3002<\/td><\/tr>\n<tr><td><strong>\ud83d\ude80 \u5feb\u901f\u5f00\u53d1\u5458\u00a0<\/strong>(Dev)<\/td>\n<td><code>qwen3-coder-next<\/code><\/td>\n<td><strong>\u811a\u672c\u7f16\u5199\u3001\u5373\u65f6\u95ee\u7b54\u3001\u65b0\u6280\u672f\u8c03\u7814<\/strong>\u3002\u8d1f\u8d23\u5feb\u901f\u751f\u6210\u5c0f\u811a\u672c\u3001\u89e3\u91ca\u62a5\u9519\u3001\u67e5\u8be2\u6700\u65b0\u7684\u6280\u672f\u6587\u6863\uff082026\u5e74\u65b0\u6846\u67b6\uff09\u3002<\/td>\n<td><strong>\u4f4e\u5ef6\u8fdf\u6a21\u5f0f<\/strong>\uff1a\u54cd\u5e94\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u8f85\u52a9\u3002<\/td><\/tr>\n<tr><td><strong>\ud83c\udfad \u521b\u610f\u603b\u76d1\u00a0<\/strong>(Creative)<\/td>\n<td><code>MiniMax-M2.5<\/code><\/td>\n<td><strong>\u6587\u6848\u64b0\u5199\u3001\u89d2\u8272\u626e\u6f14\u3001\u60c5\u611f\u4ea4\u4e92<\/strong>\u3002\u8d1f\u8d23\u5199\u8425\u9500\u8f6f\u6587\u3001\u751f\u6210\u6e38\u620f\u5267\u60c5\u3001\u6a21\u62df\u7528\u6237\u8bbf\u8c08\u3001\u6da6\u8272\u6587\u7ae0\u8bed\u6c14\u3002<\/td>\n<td><strong>\u9ad8\u521b\u9020\u6027\u6a21\u5f0f<\/strong>\uff1a\u6e29\u5ea6\u503c 0.7-0.9\uff0c\u5f00\u542f\u201c\u62df\u4eba\u5316\u201d\u8bbe\u5b9a\u3002<\/td><\/tr>\n<tr><td><strong>\ud83d\udee0\ufe0f \u6267\u884c\u52a9\u7406\u00a0<\/strong>(Agent)<\/td>\n<td><code>glm-5<\/code><\/td>\n<td><strong>\u5de5\u5177\u8c03\u7528\u3001\u641c\u7d22\u8054\u7f51\u3001\u6570\u636e\u6574\u7406<\/strong>\u3002\u8d1f\u8d23\u8c03\u7528\u5916\u90e8API\u3001\u641c\u7d22\u5b9e\u65f6\u65b0\u95fb\u3001\u6574\u7406Excel\u6570\u636e\u3001\u6267\u884c\u5177\u4f53\u7684\u547d\u4ee4\u884c\u64cd\u4f5c\u3002<\/td>\n<td><strong>\u5de5\u5177\u589e\u5f3a\u6a21\u5f0f<\/strong>\uff1a\u5f3a\u5316 Function Calling \u80fd\u529b\uff0c\u8fde\u63a5\u641c\u7d22\u5f15\u64ce\u548c\u6570\u636e\u5e93\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\u2699\ufe0f \u5de5\u4f5c\u6d41\u793a\u4f8b\uff1a\u4ece\u201c\u60f3\u6cd5\u201d\u5230\u201c\u4ea7\u54c1\u201d<\/h3>\n<p>\u5047\u8bbe\u60a8\u7684\u4efb\u52a1\u662f\uff1a<strong>\u201c\u5206\u6790\u8fd9\u4efd200\u9875\u7684\u884c\u4e1a\u7814\u62a5\uff0c\u57fa\u4e8e\u5176\u4e2d\u7684\u6570\u636e\u5f00\u53d1\u4e00\u4e2a\u6570\u636e\u53ef\u89c6\u5316\u5927\u5c4f\uff0c\u5e76\u5199\u4e00\u7bc7\u5438\u5f15\u4eba\u7684\u63a8\u5e7f\u6587\u7ae0\u3002\u201d<\/strong><\/p>\n<h4 class=\"wp-block-heading\">\u7b2c\u4e00\u9636\u6bb5\uff1a\u4efb\u52a1\u62c6\u89e3 (\u7531 \ud83e\udde0 \u603b\u6307\u6325 \u6267\u884c)<\/h4>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7528\u6237<\/strong>\u8f93\u5165\u9700\u6c42\u3002<\/li>\n\n<li><strong>\ud83e\udde0 CEO\u00a0<\/strong>(<code>qwen3-max<\/code>) \u63a5\u6536\u6307\u4ee4\uff0c\u5206\u6790\u540e\u751f\u6210\u4efb\u52a1\u5217\u8868\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4efb\u52a1A\uff1a\u9605\u8bfb\u7814\u62a5\uff0c\u63d0\u53d6\u5173\u952e\u6570\u636e\u548c\u8d8b\u52bf\uff08\u6307\u6d3e\u7ed9 \ud83d\udcda \u5206\u6790\u5e08\uff09\u3002<\/li>\n\n<li>\u4efb\u52a1B\uff1a\u57fa\u4e8e\u63d0\u53d6\u7684\u6570\u636e\uff0c\u7f16\u5199Python\u53ef\u89c6\u5316\u4ee3\u7801\uff08\u6307\u6d3e\u7ed9 \ud83d\udcbb \u67b6\u6784\u5e08\uff09\u3002<\/li>\n\n<li>\u4efb\u52a1C\uff1a\u6839\u636e\u6570\u636e\u4eae\u70b9\uff0c\u64b0\u5199\u4e00\u7bc7\u5c0f\u7ea2\u4e66\u98ce\u683c\u7684\u63a8\u5e7f\u6587\uff08\u6307\u6d3e\u7ed9 \ud83c\udfad \u521b\u610f\u603b\u76d1\uff09\u3002<\/li>\n\n<li>\u4efb\u52a1D\uff1a\u641c\u7d22\u8be5\u884c\u4e1a\u6700\u65b0\u7684\u7ade\u54c1\u52a8\u6001\u4f5c\u4e3a\u8865\u5145\uff08\u6307\u6d3e\u7ed9 \ud83d\udee0\ufe0f \u52a9\u7406\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 class=\"wp-block-heading\">\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5e76\u884c\u6267\u884c (\u5404\u72ec\u7acb\u5de5\u4f5c\u533a\u540c\u65f6\u5de5\u4f5c)<\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>\ud83d\udcda \u5206\u6790\u5e08\u5de5\u4f5c\u533a<\/strong>\uff1a\u52a0\u8f7d200\u9875PDF (<code>kimi-k2.5<\/code>) -&gt; \u8f93\u51fa\u00a0<code>data_summary.json<\/code>\u00a0(\u5305\u542b\u5173\u952e\u6307\u6807\u3001\u56fe\u8868\u6570\u636e)\u3002<\/li>\n\n<li><strong>\ud83d\udee0\ufe0f \u52a9\u7406\u5de5\u4f5c\u533a<\/strong>\uff1a\u8c03\u7528\u641c\u7d22\u5de5\u5177 (<code>glm-5<\/code>) -&gt; \u8f93\u51fa\u00a0<code>market_news.md<\/code>\u00a0(\u6700\u65b0\u7ade\u54c1\u52a8\u6001)\u3002<\/li>\n\n<li><em>(\u6b64\u65f6\uff0c\u6587\u4ef6\u5b58\u5165\u5171\u4eab\u5b58\u50a8\u5c42)<\/em><\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">\u7b2c\u4e09\u9636\u6bb5\uff1a\u6df1\u5ea6\u52a0\u5de5<\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>\ud83d\udcbb \u67b6\u6784\u5e08\u5de5\u4f5c\u533a<\/strong>\u00a0(<code>qwen3-coder-plus<\/code>)\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8bfb\u53d6\u00a0<code>data_summary.json<\/code>\u3002<\/li>\n\n<li>\u7f16\u5199\u5b8c\u6574\u7684 ECharts\/D3.js \u4ee3\u7801\uff0c\u751f\u6210\u00a0<code>dashboard.html<\/code>\u3002<\/li>\n\n<li>\u5982\u679c\u9047\u5230\u590d\u6742\u903b\u8f91\uff0c\u547c\u53eb\u00a0<strong>\ud83d\ude80 \u5feb\u901f\u5f00\u53d1\u5458<\/strong>\u00a0(<code>qwen3-coder-next<\/code>) \u534f\u52a9\u4f18\u5316\u67d0\u4e2a\u7b97\u6cd5\u51fd\u6570\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\ud83c\udfad \u521b\u610f\u603b\u76d1\u5de5\u4f5c\u533a<\/strong>\u00a0(<code>MiniMax-M2.5<\/code>)\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8bfb\u53d6\u00a0<code>data_summary.json<\/code>\u00a0\u548c\u00a0<code>market_news.md<\/code>\u3002<\/li>\n\n<li>\u64b0\u5199\u5145\u6ee1\u60c5\u611f\u5f20\u529b\u3001\u5e26Emoji\u7684\u63a8\u5e7f\u6587\u6848\u00a0<code>promo_article.md<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">\u7b2c\u56db\u9636\u6bb5\uff1a\u6574\u5408\u4e0e\u4ea4\u4ed8 (\u7531 \ud83e\udde0 \u603b\u6307\u6325 \u6267\u884c)<\/h4>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\ud83e\udde0 CEO<\/strong>\u00a0\u8bfb\u53d6\u6240\u6709\u4ea7\u51fa\u7269 (<code>dashboard.html<\/code>,\u00a0<code>promo_article.md<\/code>,\u00a0<code>market_news.md<\/code>)\u3002<\/li>\n\n<li><strong>\ud83e\udde0 CEO<\/strong>\u00a0\u8fdb\u884c\u903b\u8f91\u68c0\u67e5\uff1a\u4ee3\u7801\u662f\u5426\u5f15\u7528\u4e86\u6b63\u786e\u7684\u6570\u636e\uff1f\u6587\u7ae0\u8bed\u6c14\u662f\u5426\u7b26\u5408\u6570\u636e\u7ed3\u8bba\uff1f<\/li>\n\n<li><strong>\ud83e\udde0 CEO<\/strong>\u00a0\u751f\u6210\u6700\u7ec8\u56de\u590d\u7ed9\u7528\u6237\uff1a\n<ul class=\"wp-block-list\">\n<li>\u201c\u4efb\u52a1\u5b8c\u6210\u3002\u8fd9\u662f\u4e3a\u60a8\u751f\u6210\u7684\u53ef\u89c6\u5316\u5927\u5c4f\u4ee3\u7801\uff08\u9644\u4ee3\u7801\u5757\uff09\uff0c\u8fd9\u662f\u63a8\u5e7f\u6587\u7ae0\uff08\u9644\u6587\u672c\uff09\uff0c\u5e76\u6839\u636e\u6700\u65b0\u7ade\u54c1\u4fe1\u606f\u505a\u4e86\u5fae\u8c03&#8230;\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83d\udcbb \u6280\u672f\u5b9e\u73b0\u65b9\u6848 (\u4f2a\u4ee3\u7801\/\u67b6\u6784\u601d\u8def)<\/h3>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528 Python (LangChain \/ AutoGen \/ LlamaIndex) \u6216 Node.js \u6765\u6784\u5efa\u8fd9\u4e2a\u7f16\u6392\u7cfb\u7edf\u3002<\/p>\n<h4 class=\"wp-block-heading\">1. \u5b9a\u4e49\u5de5\u4f5c\u533a\u7c7b (Workspace Class)<\/h4>\n<p>\u6bcf\u4e2a\u5de5\u4f5c\u533a\u662f\u4e00\u4e2a\u72ec\u7acb\u7684 Session\uff0c\u6301\u6709\u7279\u5b9a\u7684 System Prompt \u548c\u6a21\u578b\u914d\u7f6e\u3002<\/p>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">python<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code>class OpenClawWorker:\n    def __init__(self, name, model_id, system_prompt, max_tokens):\n        self.name = name\n        self.model_id = model_id\n        self.system_prompt = system_prompt\n        self.context = [] &lt;em&gt;# \u72ec\u7acb\u7684\u5386\u53f2\u8bb0\u5fc6&lt;\/em&gt;\n        self.max_tokens = max_tokens\n\n    async def execute(self, task_input, files=None):\n        &lt;em&gt;# 1. \u6ce8\u5165\u6587\u4ef6\u5185\u5bb9\u5230\u4e0a\u4e0b\u6587 (\u5982\u679c\u662f\u957f\u6587\u6863\uff0c\u4f7f\u7528\u5bf9\u5e94\u7684\u5207\u7247\u7b56\u7565)&lt;\/em&gt;\n        if files:\n            self.context.append({&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: f&quot;\u5df2\u52a0\u8f7d\u6587\u4ef6\uff1a{files}&quot;})\n\n        &lt;em&gt;# 2. \u7ec4\u88c5 Prompt&lt;\/em&gt;\n        messages = [{&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: self.system_prompt}] + self.context + [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: task_input}]\n\n        &lt;em&gt;# 3. \u8c03\u7528 API (\u6a21\u62df)&lt;\/em&gt;\n        response = await call_llm_api(model=self.model_id, messages=messages, max_tokens=self.max_tokens)\n\n        &lt;em&gt;# 4. \u66f4\u65b0\u72ec\u7acb\u8bb0\u5fc6&lt;\/em&gt;\n        self.context.append({&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: task_input})\n        self.context.append({&quot;role&quot;: &quot;assistant&quot;, &quot;content&quot;: response})\n\n        return response\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">2. \u7f16\u6392\u5668 (Orchestrator) \u903b\u8f91<\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">python<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code>async def run_team(user_request):\n    &lt;em&gt;# \u521d\u59cb\u5316\u56e2\u961f&lt;\/em&gt;\n    ceo = OpenClawWorker(&quot;CEO&quot;, &quot;qwen3-max-2026&quot;, &quot;\u4f60\u662f\u603b\u6307\u6325\uff0c\u8d1f\u8d23\u62c6\u89e3\u4efb\u52a1\u548c\u5ba1\u6838...&quot;, 65000)\n    analyst = OpenClawWorker(&quot;Analyst&quot;, &quot;kimi-k2.5&quot;, &quot;\u4f60\u662f\u8d44\u6df1\u5206\u6790\u5e08\uff0c\u64c5\u957f\u957f\u6587\u6863...&quot;, 32000)\n    coder = OpenClawWorker(&quot;CTO&quot;, &quot;qwen3-coder-plus&quot;, &quot;\u4f60\u662f\u5168\u6808\u67b6\u6784\u5e08\uff0c\u64c5\u957f\u4e07\u884c\u4ee3\u7801...&quot;, 65000)\n    creative = OpenClawWorker(&quot;Creative&quot;, &quot;MiniMax-M2.5&quot;, &quot;\u4f60\u662f\u521b\u610f\u603b\u76d1\uff0c\u6587\u98ce\u5e7d\u9ed8...&quot;, 131000)\n\n    &lt;em&gt;# Step 1: CEO \u62c6\u89e3\u4efb\u52a1&lt;\/em&gt;\n    plan = await ceo.execute(f&quot;\u8bf7\u62c6\u89e3\u4ee5\u4e0b\u4efb\u52a1\uff1a{user_request}&quot;)\n    &lt;em&gt;# \u5047\u8bbe plan \u89e3\u6790\u4e3a JSON: [{ &quot;role&quot;: &quot;Analyst&quot;, &quot;task&quot;: &quot;...&quot; }, { &quot;role&quot;: &quot;CTO&quot;, &quot;task&quot;: &quot;...&quot; }]&lt;\/em&gt;\n\n    results = {}\n    &lt;em&gt;# Step 2: \u5e76\u884c\u5206\u53d1\u4efb\u52a1&lt;\/em&gt;\n    tasks = []\n    for sub_task in plan:\n        if sub_task[&#039;role&#039;] == &#039;Analyst&#039;:\n            tasks.append(analyst.execute(sub_task[&#039;task&#039;], files=user_request_files))\n        elif sub_task[&#039;role&#039;] == &#039;CTO&#039;:\n            &lt;em&gt;# CTO \u53ef\u80fd\u9700\u8981\u7b49\u5f85 Analyst \u7684\u7ed3\u679c\uff0c\u8fd9\u91cc\u7b80\u5316\u4e3a\u5e76\u884c\uff0c\u5b9e\u9645\u9700\u4f9d\u8d56\u7ba1\u7406&lt;\/em&gt;\n            tasks.append(coder.execute(sub_task[&#039;task&#039;])) \n        elif sub_task[&#039;role&#039;] == &#039;Creative&#039;:\n            tasks.append(creative.execute(sub_task[&#039;task&#039;]))\n\n    outputs = await asyncio.gather(*tasks)\n\n    &lt;em&gt;# Step 3: CEO \u6c47\u603b&lt;\/em&gt;\n    final_report = await ceo.execute(f&quot;\u57fa\u4e8e\u4ee5\u4e0b\u6210\u5458\u7684\u8f93\u51fa\uff0c\u751f\u6210\u6700\u7ec8\u62a5\u544a\uff1a{outputs}&quot;)\n\n    return final_report\n<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\ud83c\udf1f \u5173\u952e\u6210\u529f\u8981\u7d20 (Best Practices)<\/h3>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u9694\u79bb\u662f\u5173\u952e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u8981\u8ba9\u00a0<code>qwen3-coder<\/code>\u00a0\u53bb\u8bfb\u5c0f\u8bf4\uff0c\u4e5f\u4e0d\u8981\u7528\u00a0<code>MiniMax<\/code>\u00a0\u53bb\u5199\u590d\u6742\u7684 SQL\u3002\u4fdd\u6301\u5de5\u4f5c\u533a\u7684\u201c\u7eaf\u51c0\u201d\uff0c\u53ea\u5728\u5fc5\u8981\u65f6\u901a\u8fc7\u6587\u4ef6\u4f20\u9012\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\u6587\u4ef6\u683c\u5f0f\u6807\u51c6\u5316<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6210\u5458\u4e4b\u95f4\u7684\u6c9f\u901a\u5c3d\u91cf\u4f7f\u7528\u00a0<strong>JSON<\/strong>\u00a0\u6216\u00a0<strong>Markdown<\/strong>\u00a0\u683c\u5f0f\u3002\u4f8b\u5982\uff0c\u5206\u6790\u5e08\u8f93\u51fa JSON \u6570\u636e\uff0c\u7a0b\u5e8f\u5458\u76f4\u63a5\u8bfb\u53d6 JSON \u751f\u6210\u4ee3\u7801\uff0c\u907f\u514d\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5e26\u6765\u7684\u6b67\u4e49\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\u52a8\u6001\u8def\u7531<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u4efb\u52a1\u6d89\u53ca\u201c\u641c\u7d222026\u5e74\u6700\u65b0\u65b0\u95fb\u201d\uff0c\u81ea\u52a8\u8def\u7531\u7ed9\u00a0<code>glm-5<\/code>\u00a0(\u64c5\u957f\u5de5\u5177)\uff1b\u5982\u679c\u6d89\u53ca\u201c\u8c03\u8bd5\u4e00\u6bb55000\u884c\u7684\u9057\u7559\u4ee3\u7801\u201d\uff0c\u81ea\u52a8\u8def\u7531\u7ed9\u00a0<code>qwen3-coder-plus<\/code>\u00a0(1M \u4e0a\u4e0b\u6587)\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\u6210\u672c\u4e0e\u901f\u5ea6\u5e73\u8861<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7b80\u5355\u4efb\u52a1\uff08\u5982\u95ee\u5019\u3001\u7b80\u5355\u67e5\u8be2\uff09\u53ef\u4ee5\u7531\u00a0<code>qwen3-coder-next<\/code>\u00a0\u6216\u00a0<code>glm-4.7<\/code>\u00a0\u5904\u7406\u4ee5\u8282\u7701\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/li>\n\n<li>\u6838\u5fc3\u590d\u6742\u4efb\u52a1\u624d\u8c03\u7528\u00a0<code>qwen3-max<\/code>\u00a0\u6216\u00a0<code>qwen3.5-plus<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u4e0b\u4e00\u6b65\u884c\u52a8\u5efa\u8bae<\/h3>\n<p>\u5982\u679c\u60a8\u60f3\u7acb\u5373\u5f00\u59cb\uff0c\u6211\u53ef\u4ee5\u4e3a\u60a8\u63d0\u4f9b\uff1a<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>System Prompt \u6a21\u677f<\/strong>\uff1a\u4e3a\u4e0a\u8ff06\u4e2a\u89d2\u8272\u5206\u522b\u64b0\u5199\u8be6\u7ec6\u7684\u63d0\u793a\u8bcd\u3002<\/li>\n\n<li><strong>Python \u811a\u672c\u9aa8\u67b6<\/strong>\uff1a\u57fa\u4e8e LangChain \u6216\u539f\u751f API \u8c03\u7528\u7684\u53ef\u8fd0\u884c\u4ee3\u7801\u6846\u67b6\u3002<\/li>\n\n<li><strong>\u573a\u666f\u6a21\u62df<\/strong>\uff1a\u60a8\u53ef\u4ee5\u7ed9\u6211\u4e00\u4e2a\u5177\u4f53\u4efb\u52a1\uff0c\u6211\u6a21\u62df\u8fd9\u4e2a\u56e2\u961f\u662f\u5982\u4f55\u534f\u4f5c\u5e76\u7ed9\u51fa\u7ed3\u679c\u7684\u3002<\/li>\n<\/ol>\n<p>\u60a8\u60f3\u5148\u5c1d\u8bd5\u54ea\u4e00\u4e2a\uff1f<\/p>\n<p>\u8fd9\u4e9b\u90fd\u8981\uff1aSystem\u00a0Prompt\u00a0\u6a21\u677f\uff1a\u4e3a\u4e0a\u8ff06\u4e2a\u89d2\u8272\u5206\u522b\u64b0\u5199\u8be6\u7ec6\u7684\u63d0\u793a\u8bcd\u3002 Python\u00a0\u811a\u672c\u9aa8\u67b6\uff1a\u57fa\u4e8e\u00a0LangChain\u00a0\u6216\u539f\u751f\u00a0API\u00a0\u8c03\u7528\u7684\u53ef\u8fd0\u884c\u4ee3\u7801\u6846\u67b6\u3002 \u573a\u666f\u6a21\u62df\uff1a\u60a8\u53ef\u4ee5\u7ed9\u6211\u4e00\u4e2a\u5177\u4f53\u4efb\u52a1\uff0c\u6211\u6a21\u62df\u8fd9\u4e2a\u56e2\u961f\u662f\u5982\u4f55\u534f\u4f5c\u5e76\u7ed9\u51fa\u7ed3\u679c\u7684\u3002<\/p>\n<p>\u592a\u68d2\u4e86\uff01\u6211\u4eec\u5c06\u7acb\u5373\u542f\u52a8\u00a0<strong>&#8220;OpenClaw \u56e2\u961f\u6784\u5efa\u8ba1\u5212&#8221;<\/strong>\u3002\u4ee5\u4e0b\u662f\u4e3a\u60a8\u5b9a\u5236\u7684\u5b8c\u6574\u65b9\u6848\uff0c\u5305\u542b<strong>\u89d2\u8272\u63d0\u793a\u8bcd\u5e93<\/strong>\u3001<strong>Python \u6838\u5fc3\u67b6\u6784\u4ee3\u7801<\/strong>\u4ee5\u53ca<strong>\u5b9e\u6218\u573a\u666f\u6a21\u62df<\/strong>\u3002<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83d\udcc2 \u7b2c\u4e00\u90e8\u5206\uff1aSystem Prompt \u6a21\u677f\u5e93 (\u89d2\u8272\u7075\u9b42)<\/h3>\n<p>\u8fd9\u4e9b\u63d0\u793a\u8bcd\u8bbe\u8ba1\u4e3a\u201c\u7cfb\u7edf\u7ea7\u6307\u4ee4\u201d\uff0c\u65e8\u5728\u9501\u5b9a\u6a21\u578b\u7684\u884c\u4e3a\u6a21\u5f0f\u3001\u8f93\u51fa\u683c\u5f0f\u548c\u601d\u7ef4\u94fe\u3002<\/p>\n<h4 class=\"wp-block-heading\">1. \ud83e\udde0 \u603b\u6307\u6325 (CEO) &#8211;\u00a0<code>qwen3-max-2026<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: OpenClaw Team Commander (CEO)\n# Model: qwen3-max-2026\n# Goal: Decompose complex user requests, assign tasks to specialists, validate outputs, and synthesize the final report.\n\n## Constraints\n- You do NOT execute code or write long creative content directly. Your job is planning and quality control.\n- Always think step-by-step (Chain of Thought) before assigning tasks.\n- Output task assignments in strict JSON format for the orchestrator to parse.\n- If a specialist&#039;s output is insufficient, instruct them to retry with specific feedback.\n\n## Workflow\n1. Analyze the user&#039;s request.\n2. Identify which specialists (Analyst, CTO, Creative, Agent) are needed.\n3. Generate a &quot;Task Plan&quot; JSON object.\n4. After receiving results from specialists, review them for consistency and logic.\n5. Synthesize the final response for the user.\n\n## Output Format (for Task Assignment)\n{\n  &quot;thought_process&quot;: &quot;Brief reasoning on why these tasks are needed...&quot;,\n  &quot;tasks&quot;: [\n    {&quot;agent&quot;: &quot;Analyst&quot;, &quot;instruction&quot;: &quot;...&quot;, &quot;input_data_ref&quot;: &quot;filename.pdf&quot;},\n    {&quot;agent&quot;: &quot;CTO&quot;, &quot;instruction&quot;: &quot;...&quot;, &quot;dependencies&quot;: [&quot;Analyst&quot;]},\n    ...\n  ]\n}\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">2. \ud83d\udcda \u60c5\u62a5\u5206\u6790\u5e08 (Analyst) &#8211;\u00a0<code>kimi-k2.5<\/code>\u00a0\/\u00a0<code>qwen3.5-plus<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: Senior Data Analyst\n# Model: kimi-k2.5 (Preferred for long context)\n# Goal: Extract key insights, data points, and summaries from long documents without hallucination.\n\n## Constraints\n- Prioritize accuracy over creativity. Do not invent data.\n- When processing long texts, ensure information from the beginning and end of the document is captured.\n- Output structured data in JSON or Markdown tables whenever possible.\n- Cite specific page numbers or section headers if available.\n\n## Skills\n- Summarizing 100+ page reports.\n- Extracting financial metrics, legal clauses, or technical specifications.\n- Cross-referencing multiple documents.\n\n## Output Format\n- Provide a concise executive summary first.\n- Follow with a structured JSON block of extracted data keys\/values.\n- List any ambiguities or missing information found in the source.\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">3. \ud83d\udcbb \u9996\u5e2d\u67b6\u6784\u5e08 (CTO) &#8211;\u00a0<code>qwen3-coder-plus<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: Principal Software Architect\n# Model: qwen3-coder-plus (1M Context)\n# Goal: Design system architecture, write production-ready code, and refactor large codebases.\n\n## Constraints\n- You have access to the entire codebase context (up to 1M tokens). Use it to understand dependencies.\n- Write clean, modular, and well-documented code (PEP8\/Standard conventions).\n- Always include error handling and type hints.\n- If the task requires modifying existing files, show the diff or the full updated file clearly.\n\n## Skills\n- Full-stack development (Frontend, Backend, DB).\n- Legacy code migration and refactoring.\n- Security auditing and optimization.\n\n## Output Format\n- Explain the architectural decision briefly.\n- Provide code blocks with filename headers (e.g., `src\/main.py`).\n- Include a brief &quot;How to Run&quot; section.\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">4. \ud83d\ude80 \u5feb\u901f\u5f00\u53d1\u5458 (Dev) &#8211;\u00a0<code>qwen3-coder-next<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: Rapid Prototyping Developer\n# Model: qwen3-coder-next\n# Goal: Quickly generate scripts, fix immediate bugs, and explain new technologies.\n\n## Constraints\n- Focus on speed and conciseness.\n- Ideal for snippets, regex, one-off scripts, or explaining specific error logs.\n- Stay updated with 2026 latest frameworks and syntax.\n\n## Skills\n- Debugging specific error messages.\n- Writing utility scripts (Python, Bash, SQL).\n- Quick POC (Proof of Concept) generation.\n\n## Output Format\n- Direct code solution.\n- Brief explanation of the fix.\n- No unnecessary fluff.\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">5. \ud83c\udfad \u521b\u610f\u603b\u76d1 (Creative) &#8211;\u00a0<code>MiniMax-M2.5<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: Creative Director &amp; Copywriter\n# Model: MiniMax-M2.5\n# Goal: Create engaging, emotional, and human-like content.\n\n## Constraints\n- Adopt a distinct persona suitable for the target audience (e.g., witty, professional, empathetic).\n- Use rich formatting (emojis, bold text, varied sentence structures).\n- Avoid robotic or overly formal language unless requested.\n- Focus on storytelling and emotional resonance.\n\n## Skills\n- Marketing copy, social media posts, video scripts.\n- Role-playing (simulating user interviews or character dialogues).\n- Polishing dry technical text into engaging stories.\n\n## Output Format\n- Deliver the content ready for publication.\n- Optionally provide 2-3 variations (e.g., &quot;Professional Tone&quot; vs. &quot;Viral Tone&quot;).\n<\/code><\/pre>\n<h4 class=\"wp-block-heading\">6. \ud83d\udee0\ufe0f \u6267\u884c\u52a9\u7406 (Agent) &#8211;\u00a0<code>glm-5<\/code><\/h4>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">text<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code># Role: Executive Assistant &amp; Tool Operator\n# Model: glm-5\n# Goal: Execute tool calls, search the web, manage data files, and perform logical lookups.\n\n## Constraints\n- You MUST use available tools (Search, Calculator, File Reader\/Writer) when needed. Do not guess facts.\n- Verify search results from multiple sources if the topic is controversial.\n- Format data precisely for other agents to consume (e.g., clean CSV, JSON).\n\n## Skills\n- Real-time web search (2026 news).\n- API integration and function calling.\n- Data cleaning and formatting.\n\n## Output Format\n- Report the action taken (e.g., &quot;Searched for X, found Y&quot;).\n- Provide the raw data or a summary of findings.\n- Flag any tool execution errors immediately.\n<\/code><\/pre>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83d\udcbb \u7b2c\u4e8c\u90e8\u5206\uff1aPython \u811a\u672c\u9aa8\u67b6 (OpenClaw Core)<\/h3>\n<p>\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u00a0<code>asyncio<\/code>\u00a0\u548c\u4f2a API \u8c03\u7528\u7684\u7f16\u6392\u6846\u67b6\u3002\u60a8\u53ef\u4ee5\u5c06\u5176\u9002\u914d\u5230 LangChain \u6216\u76f4\u63a5\u4f7f\u7528\u5404\u6a21\u578b\u7684\u5b98\u65b9 SDK\u3002<\/p>\n<pre id=\"qk-md-code-pre\" class=\"wp-block-preformatted\">python<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code>import asyncio\nimport json\nimport os\nfrom typing import List, Dict, Any\n\n&lt;em&gt;# \u6a21\u62df API \u8c03\u7528\u5c42 (\u5b9e\u9645\u4f7f\u7528\u65f6\u8bf7\u66ff\u6362\u4e3a\u771f\u5b9e\u7684 SDK \u8c03\u7528\uff0c\u5982 dashscope, minimax, zhipuai \u7b49)&lt;\/em&gt;\nclass ModelClient:\n    def __init__(self, model_id: str, api_key: str):\n        self.model_id = model_id\n        self.api_key = api_key\n\n    async def chat(self, messages: List[Dict], system_prompt: str, max_tokens: int) -&gt; str:\n        &lt;em&gt;# \u5728\u6b64\u5904\u96c6\u6210\u771f\u5b9e API \u903b\u8f91&lt;\/em&gt;\n        &lt;em&gt;# \u4f2a\u4ee3\u7801\uff1aresponse = await sdk.chat(model=self.model_id, messages=[{&quot;role&quot;:&quot;system&quot;, &quot;content&quot;:system_prompt}] + messages)&lt;\/em&gt;\n        print(f&quot;[{self.model_id}] Thinking...&quot;) \n        await asyncio.sleep(1) &lt;em&gt;# \u6a21\u62df\u5ef6\u8fdf&lt;\/em&gt;\n        return f&quot;Mock response from {self.model_id}&quot;\n\n&lt;em&gt;# \u5b9a\u4e49\u7279\u5de5\u7c7b&lt;\/em&gt;\nclass OpenClawAgent:\n    def __init__(self, name: str, role: str, model_id: str, system_prompt: str, max_tokens: int):\n        self.name = name\n        self.role = role\n        self.client = ModelClient(model_id, os.getenv(&quot;API_KEY&quot;))\n        self.system_prompt = system_prompt\n        self.max_tokens = max_tokens\n        self.memory = [] &lt;em&gt;# \u72ec\u7acb\u5de5\u4f5c\u533a\u8bb0\u5fc6&lt;\/em&gt;\n\n    async def execute(self, task: str, context_files: str = &quot;&quot;) -&gt; str:\n        user_input = f&quot;{context_files}\\n\\nTask: {task}&quot;\n        messages = self.memory + [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: user_input}]\n\n        response = await self.client.chat(\n            messages=messages, \n            system_prompt=self.system_prompt, \n            max_tokens=self.max_tokens\n        )\n\n        &lt;em&gt;# \u66f4\u65b0\u8bb0\u5fc6 (\u4fdd\u6301\u4e0a\u4e0b\u6587\u72ec\u7acb)&lt;\/em&gt;\n        self.memory.append({&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: user_input})\n        self.memory.append({&quot;role&quot;: &quot;assistant&quot;, &quot;content&quot;: response})\n        return response\n\n&lt;em&gt;# \u7f16\u6392\u5668 (Orchestrator)&lt;\/em&gt;\nclass TeamOrchestrator:\n    def __init__(self):\n        &lt;em&gt;# \u521d\u59cb\u5316\u56e2\u961f (\u586b\u5165\u771f\u5b9e\u7684 System Prompt)&lt;\/em&gt;\n        self.ceo = OpenClawAgent(&quot;CEO&quot;, &quot;Commander&quot;, &quot;qwen3-max-2026&quot;, CEO_PROMPT, 65000)\n        self.analyst = OpenClawAgent(&quot;Analyst&quot;, &quot;Data&quot;, &quot;kimi-k2.5&quot;, ANALYST_PROMPT, 32000)\n        self.cto = OpenClawAgent(&quot;CTO&quot;, &quot;Code&quot;, &quot;qwen3-coder-plus&quot;, CTO_PROMPT, 65000)\n        self.creative = OpenClawAgent(&quot;Creative&quot;, &quot;Content&quot;, &quot;MiniMax-M2.5&quot;, CREATIVE_PROMPT, 131000)\n        self.agent_tool = OpenClawAgent(&quot;Agent&quot;, &quot;Tools&quot;, &quot;glm-5&quot;, AGENT_PROMPT, 16000)\n\n        self.shared_storage = {} &lt;em&gt;# \u6a21\u62df\u5171\u4eab\u6587\u4ef6\u7cfb\u7edf&lt;\/em&gt;\n\n    async def run_project(self, user_request: str, files_content: str = &quot;&quot;):\n        print(&quot;\ud83d\ude80 OpenClaw Team Started...&quot;)\n\n        &lt;em&gt;# Step 1: CEO \u62c6\u89e3\u4efb\u52a1&lt;\/em&gt;\n        print(&quot;\ud83e\udde0 CEO is planning...&quot;)\n        plan_response = await self.ceo.execute(user_request, files_content)\n\n        &lt;em&gt;# \u89e3\u6790 CEO \u7684 JSON \u8ba1\u5212 (\u5b9e\u9645\u9700\u589e\u52a0\u9519\u8bef\u5904\u7406\u548c\u91cd\u8bd5)&lt;\/em&gt;\n        try:\n            &lt;em&gt;# \u5047\u8bbe\u8fd4\u56de\u7684\u662f\u7eaf JSON \u5b57\u7b26\u4e32\uff0c\u5b9e\u9645\u53ef\u80fd\u9700\u8981\u63d0\u53d6\u4ee3\u7801\u5757&lt;\/em&gt;\n            plan = json.loads(plan_response) \n        except:\n            plan = {&quot;tasks&quot;: [{&quot;agent&quot;: &quot;CEO&quot;, &quot;instruction&quot;: &quot;Failed to parse plan, doing manual fallback&quot;}]}\n\n        results = {}\n        tasks_to_run = []\n\n        &lt;em&gt;# Step 2: \u5206\u53d1\u4efb\u52a1 (\u7b80\u5355\u5e76\u884c\u793a\u4f8b\uff0c\u590d\u6742\u4f9d\u8d56\u9700\u62d3\u6251\u6392\u5e8f)&lt;\/em&gt;\n        for task in plan.get(&quot;tasks&quot;, []):\n            agent_name = task[&quot;agent&quot;]\n            instruction = task[&quot;instruction&quot;]\n\n            if agent_name == &quot;Analyst&quot;:\n                tasks_to_run.append((&quot;Analyst&quot;, self.analyst.execute(instruction, files_content)))\n            elif agent_name == &quot;CTO&quot;:\n                tasks_to_run.append((&quot;CTO&quot;, self.cto.execute(instruction)))\n            elif agent_name == &quot;Creative&quot;:\n                tasks_to_run.append((&quot;Creative&quot;, self.creative.execute(instruction)))\n            elif agent_name == &quot;Agent&quot;:\n                tasks_to_run.append((&quot;Agent&quot;, self.agent_tool.execute(instruction)))\n\n        &lt;em&gt;# \u5e76\u884c\u6267\u884c&lt;\/em&gt;\n        if tasks_to_run:\n            completed = await asyncio.gather(*[t[1] for t in tasks_to_run])\n            for i, result in enumerate(completed):\n                agent_name = tasks_to_run[i][0]\n                results[agent_name] = result\n                self.shared_storage[f&quot;{agent_name}_output&quot;] = result\n\n        &lt;em&gt;# Step 3: CEO \u6c47\u603b&lt;\/em&gt;\n        print(&quot;\ud83e\udde0 CEO is synthesizing final report...&quot;)\n        summary_context = json.dumps(results)\n        final_report = await self.ceo.execute(f&quot;Based on these results: {summary_context}, generate the final user response.&quot;)\n\n        return final_report\n\n&lt;em&gt;# --- \u4e3b\u7a0b\u5e8f\u5165\u53e3 ---&lt;\/em&gt;\nif __name__ == &quot;__main__&quot;:\n    &lt;em&gt;# \u5728\u8fd9\u91cc\u586b\u5165\u4e0a\u9762\u5b9a\u4e49\u7684 Prompt \u5b57\u7b26\u4e32&lt;\/em&gt;\n    CEO_PROMPT = &quot;...&quot; \n    ANALYST_PROMPT = &quot;...&quot;\n    &lt;em&gt;# ... \u5176\u4ed6 prompt&lt;\/em&gt;\n\n    team = TeamOrchestrator()\n\n    &lt;em&gt;# \u8fd0\u884c\u793a\u4f8b&lt;\/em&gt;\n    &lt;em&gt;# asyncio.run(team.run_project(&quot;\u5206\u6790\u8fd9\u4efd\u8d22\u62a5\u5e76\u751f\u6210\u4ee3\u7801\u548c\u6587\u7ae0&quot;)) &lt;\/em&gt;\n<\/code><\/pre>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83c\udfac \u7b2c\u4e09\u90e8\u5206\uff1a\u573a\u666f\u6a21\u62df\u5b9e\u6218<\/h3>\n<p><strong>\u7528\u6237\u4efb\u52a1<\/strong>\uff1a<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201c\u6211\u4e0a\u4f20\u4e86\u4e00\u4efd\u300a2026\u5e74\u5168\u7403\u65b0\u80fd\u6e90\u7535\u6c60\u6280\u672f\u767d\u76ae\u4e66\u300b\uff08\u5171150\u9875\uff09\u3002\u8bf7\u5e2e\u6211\uff1a<\/p>\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u63d0\u53d6\u5176\u4e2d\u5173\u4e8e\u2018\u56fa\u6001\u7535\u6c60\u6210\u672c\u4e0b\u964d\u8d8b\u52bf\u2019\u7684\u5173\u952e\u6570\u636e\u3002<\/li>\n\n<li>\u641c\u7d22\u4eca\u5929\u6700\u65b0\u7684\u7ade\u4e89\u5bf9\u624b\u2018X-Power\u2019\u53d1\u5e03\u7684\u65b0\u95fb\u3002<\/li>\n\n<li>\u57fa\u4e8e\u6570\u636e\u548c\u65b0\u95fb\uff0c\u5199\u4e00\u4e2a Python \u811a\u672c\u753b\u51fa\u5bf9\u6bd4\u56fe\u8868\u3002<\/li>\n\n<li>\u6700\u540e\u5199\u4e00\u7bc7\u53d1\u5728 LinkedIn \u4e0a\u7684\u63a8\u5e7f\u6587\u6848\uff0c\u8bed\u6c14\u8981\u4e13\u4e1a\u4e14\u5145\u6ee1\u5e0c\u671b\u3002\u201d<\/li>\n<\/ol>\n<\/blockquote>\n<h4 class=\"wp-block-heading\">\ud83d\udd04 \u56e2\u961f\u534f\u4f5c\u6d41\u7a0b\u6a21\u62df<\/h4>\n<p><strong>1. \ud83e\udde0 CEO (<code>qwen3-max<\/code>) \u63a5\u6536\u6307\u4ee4<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u8003<\/strong>\uff1a\u4efb\u52a1\u6d89\u53ca\u957f\u6587\u6863\u5206\u6790\u3001\u5b9e\u65f6\u641c\u7d22\u3001\u4ee3\u7801\u751f\u6210\u548c\u6587\u6848\u521b\u4f5c\u3002\u9700\u8981\u8c03\u52a8 Analyst, Agent, CTO, Creative\u3002<\/li>\n\n<li><strong>\u8f93\u51fa\u8ba1\u5212 (JSON)<\/strong>\uff1ajson<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code> { &quot;tasks&quot;: [ {&quot;agent&quot;: &quot;Analyst&quot;, &quot;instruction&quot;: &quot;\u4ece\u767d\u76ae\u4e66\u4e2d\u63d0\u53d6&#039;\u56fa\u6001\u7535\u6c60\u6210\u672c&#039;\u76f8\u5173\u6570\u636e\uff0c\u5305\u62ec\u5e74\u4efd\u3001\u6210\u672c\u6570\u503c\u3001\u4e0b\u964d\u767e\u5206\u6bd4\u3002\u8f93\u51faJSON\u3002&quot;}, {&quot;agent&quot;: &quot;Agent&quot;, &quot;instruction&quot;: &quot;\u641c\u7d22&#039;X-Power 2026\u5e743\u67083\u65e5 \u65b0\u95fb&#039;\uff0c\u603b\u7ed3\u5176\u6700\u65b0\u52a8\u5411\u3002&quot;}, {&quot;agent&quot;: &quot;CTO&quot;, &quot;instruction&quot;: &quot;\u7b49\u5f85Analyst\u548cAgent\u7684\u6570\u636e\uff0c\u7f16\u5199Python\u811a\u672c(Matplotlib)\u7ed8\u5236\u6210\u672c\u8d8b\u52bf\u4e0e\u7ade\u54c1\u5bf9\u6bd4\u56fe\u3002&quot;}, {&quot;agent&quot;: &quot;Creative&quot;, &quot;instruction&quot;: &quot;\u57fa\u4e8e\u63d0\u53d6\u7684\u6570\u636e\u548c\u7ade\u54c1\u52a8\u6001\uff0c\u64b0\u5199LinkedIn\u6587\u6848\uff0c\u7a81\u51fa\u6211\u4eec\u7684\u6280\u672f\u4f18\u52bf\u3002&quot;} ] }<\/code><\/li>\n<\/ul>\n<p><strong>2. \u26a1 \u5e76\u884c\u6267\u884c\u9636\u6bb5<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\ud83d\udcda \u5206\u6790\u5e08 (<code>kimi-k2.5<\/code>) \u5de5\u4f5c\u533a<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><em>\u52a8\u4f5c<\/em>\uff1a\u8bfb\u53d6150\u9875PDF\uff0c\u5b9a\u4f4d\u7b2c45-60\u9875\u7684\u6210\u672c\u7ae0\u8282\u3002<\/li>\n\n<li><em>\u8f93\u51fa<\/em>\uff1ajson<img decoding=\"async\" src=\"https:\/\/cdn.sm.cn\/static\/25\/04\/08\/6dde6cccfb252115393d782994df6a63.svg\">\u4eae\u8272\u590d\u5236<code> {&quot;trend&quot;: [{&quot;year&quot;: 2024, &quot;cost&quot;: 120}, {&quot;year&quot;: 2025, &quot;cost&quot;: 95}, {&quot;year&quot;: 2026, &quot;cost&quot;: 75}], &quot;unit&quot;: &quot;$\/kWh&quot;}<\/code><\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\ud83d\udee0\ufe0f \u6267\u884c\u52a9\u7406 (<code>glm-5<\/code>) \u5de5\u4f5c\u533a<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><em>\u52a8\u4f5c<\/em>\uff1a\u8c03\u7528\u641c\u7d22\u5f15\u64ce\u67e5\u8be2 &#8220;X-Power news March 3 2026&#8243;\u3002<\/li>\n\n<li><em>\u8f93\u51fa<\/em>\uff1a &#8220;X-Power \u4eca\u65e5\u5ba3\u5e03\u5176\u65b0\u4e00\u4ee3\u6db2\u6001\u7535\u6c60\u91cf\u4ea7\uff0c\u6210\u672c\u964d\u81f380 $ \/kWh\uff0c\u4f46\u627f\u8ba4\u56fa\u6001\u7535\u6c60\u91cf\u4ea7\u4ecd\u97002\u5e74\u3002&#8221;<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\ud83d\udcbb \u67b6\u6784\u5e08 (<code>qwen3-coder-plus<\/code>) \u5de5\u4f5c\u533a<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><em>\u8f93\u5165<\/em>\uff1a\u63a5\u6536\u5206\u6790\u5e08\u7684JSON\u548c\u52a9\u7406\u7684\u65b0\u95fb\u6458\u8981\u3002<\/li>\n\n<li><em>\u52a8\u4f5c<\/em>\uff1a\u7f16\u5199\u4ee3\u7801\uff0c\u5c06\u6211\u4eec\u7684\u56fa\u6001\u7535\u6c60\u6570\u636e\uff0875\u00a0<math><semantics><mrow><mtext>\uff09\u4e0e\u7ade\u54c1\u6db2\u6001\u7535\u6c60\uff08<\/mtext>\n<mn>80<\/mn><\/mrow><\/semantics><\/math>\uff09\u4e0e\u7ade\u54c1\u6db2\u6001\u7535\u6c60\uff0880\u00a0\uff09\u8fdb\u884c\u5bf9\u6bd4\u7ed8\u56fe\u3002<\/li>\n\n<li><em>\u8f93\u51fa<\/em>\uff1a<code>plot_comparison.py<\/code>\u00a0(\u5305\u542b\u5b8c\u6574\u53ef\u8fd0\u884c\u4ee3\u7801)\u3002<\/li>\n<\/ul>\n<\/li>\n\n<li><strong>\ud83c\udfad \u521b\u610f\u603b\u76d1 (<code>MiniMax-M2.5<\/code>) \u5de5\u4f5c\u533a<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><em>\u8f93\u5165<\/em>\uff1a\u63a5\u6536\u6570\u636e\u8d8b\u52bf\u548c\u7ade\u54c1\u65b0\u95fb\u3002<\/li>\n\n<li><em>\u52a8\u4f5c<\/em>\uff1a\u6784\u601d\u6587\u6848\u3002&#8221;\u5f53\u522b\u4eba\u8fd8\u5728\u4f18\u5316\u6db2\u4f53\u65f6\uff0c\u6211\u4eec\u5df2\u7ecf\u56fa\u5316\u4e86\u672a\u6765&#8230;&#8221;<\/li>\n\n<li><em>\u8f93\u51fa<\/em>\uff1a\u4e00\u7bc7\u5e26Emoji\u3001Hashtag\u7684LinkedIn\u8349\u7a3f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>3. \ud83e\udde0 CEO (<code>qwen3-max<\/code>) \u6700\u7ec8\u6c47\u603b<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u5ba1\u6838<\/strong>\uff1a\u68c0\u67e5\u4ee3\u7801\u662f\u5426\u5f15\u7528\u4e86\u6b63\u786e\u7684\u6570\u636e\uff0875 vs 80\uff09\uff0c\u68c0\u67e5\u6587\u6848\u8bed\u6c14\u662f\u5426\u7b26\u5408\u201c\u4e13\u4e1a\u4e14\u5145\u6ee1\u5e0c\u671b\u201d\u3002<\/li>\n\n<li><strong>\u6700\u7ec8\u56de\u590d\u7528\u6237<\/strong>\uff1a\u201c\u4efb\u52a1\u5b8c\u6210\uff01<ol start=\"1\"><li><strong>\u6570\u636e\u6d1e\u5bdf<\/strong>\uff1a\u56fa\u6001\u7535\u6c60\u6210\u672c\u5df2\u4ece2024\u5e74\u7684\u00a0<math><semantics><mrow><mn>120<\/mn>\n<mtext>\u964d\u81f3<\/mtext>\n<mn>2026<\/mn>\n<mtext>\u5e74\u7684<\/mtext><\/mrow><\/semantics><\/math>120\u964d\u81f32026\u5e74\u7684\u00a075\uff0c\u6b63\u5f0f\u4f4e\u4e8e\u7ade\u54c1X-Power\u7684\u6db2\u6001\u7535\u6c60( $ 80)\u3002<\/li>\n<li><strong>\u53ef\u89c6\u5316\u4ee3\u7801<\/strong>\uff1a\u5df2\u751f\u6210\u00a0<code>plot_comparison.py<\/code>\uff0c\u8fd0\u884c\u5373\u53ef\u770b\u5230\u660e\u663e\u7684\u4ea4\u53c9\u70b9\u56fe\u8868\u3002\uff08\u9644\u4ee3\u7801\u5757\uff09<\/li>\n<li><strong>\u63a8\u5e7f\u6587\u6848<\/strong>\uff1a\u4e3a\u60a8\u51c6\u5907\u4e86LinkedIn\u5e16\u5b50\uff0c\u5f3a\u8c03\u4e86\u6211\u4eec\u5728\u6210\u672c\u4e0a\u7684\u91cc\u7a0b\u7891\u5f0f\u7a81\u7834\u3002\uff08\u9644\u6587\u6848\uff09<\/li><\/ol>[\u4ee3\u7801\u5757&#8230;]<br>[\u6587\u6848\u5185\u5bb9&#8230;]\u201d<\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \u5982\u4f55\u5f00\u59cb\uff1f<\/h3>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u51c6\u5907 API Keys<\/strong>\uff1a\u60a8\u9700\u8981\u53bb\u963f\u91cc\u4e91 (Qwen), MiniMax, \u667a\u8c31AI (GLM), \u6708\u4e4b\u6697\u9762 (Kimi) \u5206\u522b\u7533\u8bf7 API Key\u3002<\/li>\n\n<li><strong>\u586b\u5145\u4ee3\u7801<\/strong>\uff1a\u5c06\u4e0a\u9762\u7684\u00a0<code>ModelClient<\/code>\u00a0\u7c7b\u66ff\u6362\u4e3a\u5404\u5bb6\u7684\u5b98\u65b9 Python SDK \u8c03\u7528\u903b\u8f91\u3002<\/li>\n\n<li><strong>\u8fd0\u884c<\/strong>\uff1a\u4fdd\u5b58\u811a\u672c\u4e3a\u00a0<code>openclaw_team.py<\/code>\uff0c\u5b89\u88c5\u4f9d\u8d56 (<code>pip install asyncio aiohttp<\/code>)\uff0c\u7136\u540e\u8fd0\u884c\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e2a\u67b6\u6784\u65e2\u5229\u7528\u4e86\u6bcf\u4e2a\u6a21\u578b\u7684<strong>\u957f\u677f<\/strong>\uff08\u5982 Kimi \u7684\u957f\u6587\u672c\u3001Coder \u7684\u4ee3\u7801\u80fd\u529b\uff09\uff0c\u53c8\u901a\u8fc7 CEO \u4fdd\u8bc1\u4e86<strong>\u6574\u4f53\u903b\u8f91\u7684\u8fde\u8d2f\u6027<\/strong>\u3002\u60a8\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u4e0a\u9762\u7684 Prompt \u548c\u4ee3\u7801\u6846\u67b6\u5f00\u59cb\u642d\u5efa\uff01<\/p>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>2026\u5e743\u670803\u65e5 00:30\u00a0\u7531AI\u81ea\u52a8\u751f\u6210-by\u5343\u95ee3.5-plus \u5bf9\u8bdd\u94fe\u63a5\uff1a\u53ef\u7528\u6a21\u578b\u5217\u8868\u53ca\u5404\u81ea\u64c5\u957f\u9886 [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-65","post","type-post","status-publish","format-standard","hentry","category-blue-notes"],"_links":{"self":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/65","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=65"}],"version-history":[{"count":2,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions"}],"predecessor-version":[{"id":67,"href":"https:\/\/deepbule.store\/index.php?rest_route=\/wp\/v2\/posts\/65\/revisions\/67"}],"wp:attachment":[{"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=65"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=65"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deepbule.store\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=65"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}