{"id":90,"date":"2026-09-01T12:46:18","date_gmt":"2026-09-01T04:46:18","guid":{"rendered":"https:\/\/techpulsego.com\/?p=90"},"modified":"2026-09-01T12:46:23","modified_gmt":"2026-09-01T04:46:23","slug":"%e4%bb%8e-prompt-%e5%88%b0-orchestration%ef%bc%9a2026-%e5%b9%b4%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%88multi-agent%ef%bc%89%e7%b3%bb%e7%bb%9f%e6%9e%b6%e6%9e%84%e8%ae%be%e8%ae%a1%e4%b8%8e%e8%90%bd","status":"publish","type":"post","link":"https:\/\/techpulsego.com\/?p=90","title":{"rendered":"\u4ece Prompt \u5230 Orchestration\uff1a2026 \u5e74\u591a\u667a\u80fd\u4f53\uff08Multi-Agent\uff09\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u4e0e\u843d\u5730\u5b9e\u8df5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u968f\u7740\u5927\u6a21\u578b\u6f14\u8fdb\uff0c\u6211\u4eec\u7ecf\u5386\u4e86\u4ece\u57fa\u7840\u7684 Chat-bot \u5230 Copilot \u7684\u9636\u6bb5\u3002\u7136\u800c\uff0c\u5355\u4e00\u63d0\u793a\u8bcd\uff08Prompt\uff09\u4e0e\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\uff0c\u4f7f\u5f97\u5355\u4e2a LLM \u5728\u9762\u5bf9\u590d\u6742\u5de5\u7a0b\u4efb\u52a1\u65f6\u6781\u6613\u51fa\u73b0\u201c\u5e7b\u89c9\u201d\u4e0e\u903b\u8f91\u65ad\u5c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u4e0b\u6280\u672f\u754c\u6700\u6838\u5fc3\u7684\u67b6\u6784\u53d8\u9769\uff0c\u6b63\u662f\u4ece <strong>\u201cGenerative AI\u201d<\/strong> \u5411 <strong>\u201cAgentic AI\u201d<\/strong> \u7684\u6f14\u8fdb\u3002\u901a\u8fc7\u6784\u5efa\u591a\u667a\u80fd\u4f53\u534f\u540c\u7cfb\u7edf\uff08Multi-Agent Systems\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba9 AI \u50cf\u771f\u5b9e\u5de5\u7a0b\u56e2\u961f\u4e00\u6837\u5206\u5de5\u5408\u4f5c\uff1a\u9700\u6c42\u5206\u6790\u5e08\u3001\u67b6\u6784\u5e08\u3001Code Reviewer \u548c QA 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class=\"wp-block-code\"><code>+---------------------------------------------------------------+\n|                       \u8def\u7531\u4e0e\u7f16\u6392\u5c42 (Orchestrator)              |\n+-------------------+-------------------+-----------------------+\n                    |                   |\n            +-------v-------+   +-------v-------+\n            |  Coder Agent  |   | Reviewer Agent|\n            +-------+-------+   +-------+-------+\n                    |                   |\n            +-------v-------------------v-------+\n            |   \u5171\u4eab\u8bb0\u5fc6\u4e0e\u72b6\u6001\u5b58\u50a8 (Shared State) |\n            +-----------------------------------+\n<\/code><\/pre>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u94fe\u5f0f\u5de5\u4f5c\u6d41\uff08Sequential Workflows\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong> \u7ebf\u6027\u903b\u8f91\u660e\u663e\u7684\u7ba1\u9053\u4efb\u52a1\uff08\u5982\uff1a\u4ee3\u7801\u751f\u6210 -> \u9759\u6001\u68c0\u67e5 -> \u6587\u6863\u751f\u6210\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u70b9\uff1a<\/strong> \u4e0a\u6e38 Agent \u7684 Output \u662f\u4e0b\u6e38 Agent \u7684 Input\uff0c\u9700\u8bbe\u7f6e\u4e25\u683c\u7684\u6807\u51c6\u6570\u636e Schema\uff08\u901a\u5e38\u4f7f\u7528 Pydantic \u6821\u9a8c\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8def\u7531\u4e0e\u7f16\u6392\u8005\u6a21\u5f0f\uff08Orchestrator-Workers\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong> \u590d\u6742\u7684\u975e\u7ebf\u6027\u5f00\u53d1\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u70b9\uff1a<\/strong> \u7531\u4e2d\u592e\u4e3b\u63a7 Agent \u5206\u6790\u4efb\u52a1\uff0c\u5206\u53d1\u7ed9\u4e13\u4e1a Worker Agent\uff08\u5982\uff1a\u524d\u7aef\u4e13\u5bb6\u3001\u540e\u7aef\u4e13\u5bb6\u3001\u6570\u636e\u5e93\u4e13\u5bb6\uff09\uff0c\u6700\u540e\u7531\u4e3b\u63a7\u6c47\u603b\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\u5668-\u4f18\u5316\u5668\u5faa\u73af\uff08Evaluator-Optimizer Loop\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong> \u5bf9\u4ee3\u7801\u8d28\u91cf\u548c\u5b89\u5168\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u70b9\uff1a<\/strong> \u751f\u6210 Agent \u7f16\u5199\u4ee3\u7801\uff0c\u8bc4\u4f30 Agent \u8fd0\u884c Unit Test \u5e76\u67e5\u627e\u5b89\u5168\u6f0f\u6d1e\uff0c\u82e5\u672a\u901a\u8fc7\u5219\u53cd\u9988\u62d2\u7edd\u7406\u7531\uff0c\u89e6\u53d1\u751f\u6210 Agent \u91cd\u65b0\u91cd\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u534f\u540c\uff08Parallelization \/ Fan-out Fan-in\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong> \u8de8\u6a21\u5757\u7684\u4ee3\u7801\u5ba1\u8ba1\u6216\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u70b9\uff1a<\/strong> \u540c\u65f6\u542f\u52a8\u591a\u4e2a\u76f8\u540c\u6216\u4e0d\u540c\u804c\u8d23\u7684 Agent\uff0c\u63d0\u9ad8\u5e76\u53d1\u6548\u7387\uff0c\u6700\u540e\u805a\u5408\u591a\u7ef4\u5ea6\u5206\u6790\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001 \u751f\u4ea7\u7ea7\u843d\u5730\u7684\u4e09\u5927\u907f\u5751\u539f\u5219<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5b9e\u9a8c\u5ba4\u5199 Demo \u5f88\u7b80\u5355\uff0c\u4f46\u5728\u535a\u5ba2\u6216\u751f\u4ea7\u9879\u76ee\u4e2d\u6784\u5efa\u53ef\u843d\u5730\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5fc5\u987b\u5904\u7406\u4ee5\u4e0b\u4e09\u4e2a\u81f4\u547d\u75db\u70b9\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u72b6\u6001\u6f02\u79fb\u4e0e\u6b7b\u5faa\u73af\uff08State Drift &amp; Infinite Loops\uff09<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u201c\u8bc4\u4f30-\u4f18\u5316\u201d\u5faa\u73af\u4e2d\uff0c\u4e24\u4e2a Agent \u6781\u6613\u9677\u5165\u201c\u6211\u4fee\u6539\u3001\u4f60\u62a5\u9519\u3001\u6211\u6539\u56de\u539f\u6837\u3001\u4f60\u7ee7\u7eed\u62a5\u9519\u201d\u7684\u6b7b\u5faa\u73af\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89e3\u6cd5\uff1a<\/strong> \u5f3a\u5236\u5f15\u5165 <strong>Max Loops<\/strong> \u9608\u503c\uff0c\u5e76\u5efa\u7acb\u201c\u4eba\u7c7b\u4ecb\u5165\u673a\u5236\uff08Human-in-the-loop\uff09\u201d\u3002\u5f53\u5c1d\u8bd5 3 \u6b21\u4fee\u590d\u4f9d\u7136\u5931\u8d25\u65f6\uff0c\u6253\u65ad\u5de5\u4f5c\u6d41\u5e76\u629b\u51fa\u8be6\u7ec6\u65e5\u5fd7\u7559\u7ed9\u4eba\u5de5\u5e72\u9884\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u5de5\u5177\u8c03\u7528\u7684\u6807\u51c6\u7edf\u4e00\uff08Model Context Protocol \/ MCP\uff09<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u667a\u80fd\u4f53\u9700\u8981\u63a5\u5165 GitHub\u3001Jira\u3001\u6570\u636e\u5e93\u53ca\u90e8\u7f72\u7ec8\u7aef\uff0c\u624b\u52a8\u7f16\u5199 API \u5305\u88c5\u51fd\u6570\u4f1a\u5bfc\u81f4\u7ef4\u62a4\u6210\u672c\u5267\u589e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89e3\u6cd5\uff1a<\/strong> \u5168\u9762\u62e5\u62b1\u5f00\u6e90\u7684\u6807\u51c6\u5de5\u5177\u534f\u8bae\uff08\u5982 MCP \u534f\u8bae\uff09\uff0c\u901a\u8fc7\u7edf\u4e00\u63a5\u53e3\u66b4\u9732 Context \u4e0e Tooling\uff0c\u8ba9 Agent \u80fd\u591f\u5b89\u5168\u4e14\u6807\u51c6\u5730\u8c03\u7528\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. Token \u6210\u672c\u4e0e\u4e0a\u4e0b\u6587\u81a8\u80c0\u63a7\u5236<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u76f8\u4e92\u5bf9\u8bdd\u4f1a\u8fc5\u901f\u5403\u6389\u6d77\u91cf Token\uff0c\u4e14\u5197\u957f\u7684\u4e0a\u4e0b\u6587\u4f1a\u5bfc\u81f4\u6a21\u578b\u201c\u6ce8\u610f\u529b\u7f3a\u5931\uff08Lost in the Middle\uff09\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89e3\u6cd5\uff1a<\/strong> \u91c7\u7528<strong>\u5c40\u90e8\u8bb0\u5fc6\u526a\u679d\uff08Memory Pruning\uff09\u4e0e\u8bed\u4e49\u6458\u8981\uff08Semantic Summarization\uff09<\/strong>\u3002\u53ea\u5411\u5b50 Agent \u4f20\u9012\u5b8c\u6210\u5f53\u524d\u5b50\u4efb\u52a1\u6240\u5fc5\u9700\u7684\u6700\u5c0f\u4e0a\u4e0b\u6587\uff08Minimal Viable Context\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001 \u603b\u7ed3\u4e0e\u5c55\u671b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 2026 \u5e74\u7684\u8f6f\u4ef6\u5de5\u7a0b\u89c6\u89d2\u4e0b\uff0c<strong>AI 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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