{"id":33255,"date":"2025-07-23T11:46:31","date_gmt":"2025-07-23T03:46:31","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33255"},"modified":"2025-07-23T11:46:31","modified_gmt":"2025-07-23T03:46:31","slug":"context-engineering","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/context-engineering\/","title":{"rendered":"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09"},"content":{"rendered":"<p>\u8ba9\u6211\u4eec\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1\u5f00\u59cb\uff1a\u5b89\u6392\u4e00\u6b21\u4f1a\u8bae\u3002<\/p>\n<p>\u5f53\u7528\u6237\u8bf4\uff1a\u201c\u563f\uff0c\u770b\u770b\u660e\u5929\u80fd\u4e0d\u80fd\u5feb\u901f\u540c\u6b65\u4e00\u4e0b\uff1f\u201d<\/p>\n<p>\u4e00\u4e2a\u4ec5\u4f9d\u8d56\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u7684AI\u53ef\u80fd\u4f1a\u56de\u590d\uff1a\u201c\u597d\u7684\uff0c\u660e\u5929\u53ef\u4ee5\u3002\u8bf7\u95ee\u60a8\u5e0c\u671b\u5b89\u6392\u5728\u51e0\u70b9\uff1f\u201d \u8fd9\u4e2a\u56de\u7b54\u867d\u7136\u6b63\u786e\uff0c\u4f46\u5374\u673a\u68b0\u4e14\u6beb\u65e0\u5e2e\u52a9\uff0c\u56e0\u4e3a\u5b83\u7f3a\u5c11\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u7406\u89e3\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u8bbe\u60f3\u53e6\u4e00\u4e2aAI\u3002\u5b83\u5728\u6536\u5230\u540c\u6837\u8bf7\u6c42\u65f6\uff0c\u4e0d\u4ec5\u770b\u5230\u4e86\u8fd9\u53e5\u8bdd\uff0c\u8fd8\u80fd\u7acb\u523b\u8bbf\u95ee\u4e00\u4e2a\u4e30\u5bcc\u7684\u4fe1\u606f\u73af\u5883\uff1a\u4f60\u7684\u65e5\u5386\u663e\u793a\u660e\u5929\u65e5\u7a0b\u5df2\u6ee1\uff1b\u4e0e\u5bf9\u65b9\u7684\u90ae\u4ef6\u5386\u53f2\u8868\u660e\u4f60\u4eec\u7684\u6c9f\u901a\u98ce\u683c\u662f\u975e\u6b63\u5f0f\u7684\uff1b\u8054\u7cfb\u4eba\u5217\u8868\u5c06\u5bf9\u65b9\u6807\u8bb0\u4e3a\u91cd\u8981\u5408\u4f5c\u4f19\u4f34\uff1bAI\u8fd8\u62e5\u6709\u76f4\u63a5\u53d1\u9001\u4f1a\u8bae\u9080\u8bf7\u548c\u90ae\u4ef6\u7684\u5de5\u5177\u6743\u9650\u3002<\/p>\n<p>\u8fd9\u65f6\uff0c\u5b83\u7684\u56de\u590d\u4f1a\u662f\uff1a\u201c\u563f Jim\uff01\u6211\u770b\u4e86\u4e0b\uff0c\u660e\u5929\u65e5\u7a0b\u5b8c\u5168\u6392\u6ee1\u4e86\u3002\u5468\u56db\u4e0a\u5348\u4f3c\u4e4e\u6709\u4e2a\u7a7a\u6863\uff0c\u4f60\u770b\u65b9\u4fbf\u5417\uff1f\u5982\u679c\u53ef\u4ee5\uff0c\u6211\u5c31\u76f4\u63a5\u53d1\u9080\u8bf7\u4e86\u3002\u201d<\/p>\n<p>\u8fd9\u79cd\u5929\u58e4\u4e4b\u522b\uff0c\u5e76\u975e\u56e0\u4e3a\u7b2c\u4e8c\u4e2aAI\u7684\u6a21\u578b\u672c\u8eab\u66f4\u201c\u806a\u660e\u201d\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u6240\u5904\u7684\u201c\u4e0a\u4e0b\u6587\u201d\u66f4\u5b8c\u6574\u3002\u8fd9\u79cd\u4ece\u4f18\u5316\u5355\u4e00\u6307\u4ee4\u5230\u6784\u5efa\u52a8\u6001\u4fe1\u606f\u73af\u5883\u7684\u8303\u5f0f\u8fc1\u79fb\uff0c\u6b63\u662f\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u9886\u57df\u6700\u91cd\u8981\u7684\u8fdb\u5316\u2014\u2014\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09\u3002<\/p>\n<h3>\u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1f<\/h3>\n<p>Andrej Karpathy \u63d0\u51fa\u4e86\u4e00\u4e2a\u7edd\u4f73\u7684\u6bd4\u55bb\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c31\u50cf\u4e00\u79cd\u65b0\u578b\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u800c\u5b83\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\u5c31\u662f\u5185\u5b58\uff08RAM\uff09\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6838\u5fc3\u4efb\u52a1\uff0c\u5c31\u662f\u9ad8\u6548\u5730\u7ba1\u7406\u8fd9\u5757\u201c\u5185\u5b58\u201d\uff0c\u5728\u6bcf\u4e00\u6b21\u8fd0\u7b97\u524d\uff0c\u90fd\u628a\u6700\u5173\u952e\u7684\u4fe1\u606f\u653e\u8fdb\u53bb\u3002<\/p>\n<p>\u4e00\u4e2a\u66f4\u5de5\u7a0b\u5316\u7684\u5b9a\u4e49\u662f\uff1a<strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u4e00\u95e8\u8bbe\u8ba1\u548c\u6784\u5efa\u52a8\u6001\u7cfb\u7edf\u7684\u5b66\u79d1\uff0c\u8be5\u7cfb\u7edf\u80fd\u5728\u6070\u5f53\u7684\u65f6\u673a\uff0c\u4ee5\u6070\u5f53\u7684\u683c\u5f0f\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u89e3\u51b3\u95ee\u9898\u6240\u9700\u7684\u6070\u5f53\u4fe1\u606f\u548c\u5de5\u5177\u3002<\/strong><\/p>\n<p>\u5b83\u6240\u7ba1\u7406\u7684\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u662f\u4e00\u4e2a\u7acb\u4f53\u7684\u4e03\u7ef4\u7cfb\u7edf\uff1a<\/p>\n<ul>\n<li><strong>\u6307\u4ee4 (Instructions):<\/strong>\u00a0\u5b9a\u4e49AI\u884c\u4e3a\u51c6\u5219\u548c\u8eab\u4efd\u7684\u7cfb\u7edf\u7ea7\u63d0\u793a\u3002<\/li>\n<li><strong>\u7528\u6237\u8f93\u5165 (User Prompt):<\/strong>\u00a0\u7528\u6237\u63d0\u51fa\u7684\u5177\u4f53\u95ee\u9898\u6216\u4efb\u52a1\u3002<\/li>\n<li><strong>\u77ed\u671f\u8bb0\u5fc6 (State \/ History):<\/strong>\u00a0\u5f53\u524d\u5bf9\u8bdd\u7684\u4ea4\u4e92\u5386\u53f2\uff0c\u786e\u4fdd\u5bf9\u8bdd\u7684\u8fde\u7eed\u6027\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6 (Long-Term Memory):<\/strong>\u00a0\u8de8\u8d8a\u591a\u6b21\u5bf9\u8bdd\u7684\u6301\u4e45\u5316\u77e5\u8bc6\uff0c\u5982\u7528\u6237\u504f\u597d\u3002<\/li>\n<li><strong>\u68c0\u7d22\u4fe1\u606f (Retrieved Information):<\/strong>\u00a0\u901a\u8fc7RAG\u7b49\u6280\u672f\u4ece\u5916\u90e8\u5b9e\u65f6\u83b7\u53d6\u7684\u77e5\u8bc6\u3002<\/li>\n<li><strong>\u53ef\u7528\u5de5\u5177 (Available Tools):<\/strong>\u00a0AI\u53ef\u4ee5\u8c03\u7528\u7684\u51fd\u6570\u6216API\u5217\u8868\u3002<\/li>\n<li><strong>\u7ed3\u6784\u5316\u8f93\u51fa (Structured Output):<\/strong>\u00a0\u5bf9AI\u8f93\u51fa\u683c\u5f0f\u7684\u5b9a\u4e49\uff0c\u5982\u8981\u6c42\u8fd4\u56deJSON\u3002<\/li>\n<\/ul>\n<h3>\u4e3a\u4f55\u4e0a\u4e0b\u6587\u5982\u6b64\u5173\u952e\uff1f\u5931\u8d25\u7684\u56db\u79cd\u6a21\u5f0f<\/h3>\n<p>\u5f53\u4e00\u4e2a Agent \u7cfb\u7edf\u8868\u73b0\u4e0d\u4f73\u65f6\uff0c\u6839\u672c\u539f\u56e0\u5f80\u5f80\u662f\u4e0a\u4e0b\u6587\u7ba1\u7406\u51fa\u4e86\u95ee\u9898\u3002\u4e00\u4e2a\u8fc7\u957f\u6216\u8d28\u91cf\u4f4e\u4e0b\u7684\u4e0a\u4e0b\u6587\uff0c\u901a\u5e38\u4f1a\u5bfc\u81f4\u4ee5\u4e0b\u56db\u79cd\u5931\u8d25\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u4e2d\u6bd2 (Context Poisoning):<\/strong>\u00a0\u9519\u8bef\u7684\u6216\u7531\u6a21\u578b\u5e7b\u89c9\u4ea7\u751f\u7684\u4fe1\u606f\u8fdb\u5165\u4e86\u4e0a\u4e0b\u6587\uff0c\u6c61\u67d3\u540e\u7eed\u51b3\u7b56\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5e72\u6270 (Context Distraction):<\/strong>\u00a0\u8fc7\u591a\u65e0\u5173\u4fe1\u606f\u6df9\u6ca1\u4e86\u6838\u5fc3\u6307\u4ee4\uff0c\u5bfc\u81f4\u6a21\u578b\u504f\u79bb\u4efb\u52a1\u76ee\u6807\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u6df7\u6dc6 (Context Confusion):<\/strong>\u00a0\u4e0a\u4e0b\u6587\u4e2d\u4e00\u4e9b\u6a21\u68f1\u4e24\u53ef\u6216\u4e0d\u5fc5\u8981\u7684\u7ec6\u8282\uff0c\u5f71\u54cd\u4e86\u6700\u7ec8\u8f93\u51fa\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u51b2\u7a81 (Context Clash):<\/strong>\u00a0\u4e0a\u4e0b\u6587\u4e2d\u7684\u4e0d\u540c\u90e8\u5206\u5b58\u5728\u4e8b\u5b9e\u6216\u903b\u8f91\u4e0a\u7684\u77db\u76fe\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5f00\u53d1\u8005\u4eec\u603b\u7ed3\u51fa\u4e86\u56db\u79cd\u7ba1\u7406\u4e0a\u4e0b\u6587\u7684\u6838\u5fc3\u7b56\u7565\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33259\" title=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b74325f65cad8af.png\" alt=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-1\" width=\"2048\" height=\"729\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b74325f65cad8af.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b74325f65cad8af-1536x547.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b74325f65cad8af-18x6.png 18w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><\/p>\n<h3>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6838\u5fc3\u7b56\u7565<\/h3>\n<h4>1. \u5199\u5165 (Write)\uff1a\u5c06\u4fe1\u606f\u4fdd\u5b58\u5230\u5916\u90e8\u5b58\u50a8<\/h4>\n<p>\u201c\u5199\u5165\u201d\u662f\u4e3a Agent \u63d0\u4f9b\u4e00\u79cd\u8bb0\u7b14\u8bb0\u7684\u80fd\u529b\uff0c\u5c06\u5173\u952e\u4fe1\u606f\u5b58\u50a8\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u5916\u3002<\/p>\n<ul>\n<li><strong>\u6682\u5b58\u533a (Scratchpads):<\/strong>\u00a0\u4e00\u79cd\u4efb\u52a1\u5185\u7684\u77ed\u671f\u8bb0\u5fc6\u3002\u4f8b\u5982\uff0c<code><a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Anthropic<\/a><\/code>\u00a0\u7684\u7814\u7a76\u663e\u793a\uff0c\u5176\u00a0<code>LeadResearcher<\/code>\u00a0Agent \u5728\u6267\u884c\u590d\u6742\u4efb\u52a1\u524d\uff0c\u4f1a\u5148\u5c06\u601d\u8003\u597d\u7684\u8ba1\u5212\u201c\u5199\u5165\u201d\u5230\u5916\u90e8\u5185\u5b58\uff0c\u9632\u6b62\u6838\u5fc3\u8ba1\u5212\u56e0\u4e0a\u4e0b\u6587\u8d85\u957f\u800c\u4e22\u5931\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6 (Memories):<\/strong>\u00a0\u5141\u8bb8 Agent \u8de8\u4f1a\u8bdd\u8bb0\u4f4f\u4fe1\u606f\u3002\u50cf\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/chatgpt-6\/\">ChatGPT<\/a><\/code>\u00a0\u7684\u8bb0\u5fc6\u529f\u80fd\uff0c\u4ee5\u53ca\u5f00\u53d1\u5de5\u5177\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/cursoryuaigongtong\/\">Cursor<\/a><\/code>\u00a0\u548c\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/codeium\/\">Windsurf<\/a><\/code>\u00a0\u4e2d\uff0c\u90fd\u5305\u542b\u4e86\u57fa\u4e8e\u7528\u6237\u4ea4\u4e92\u81ea\u52a8\u751f\u6210\u548c\u4fdd\u5b58\u957f\u671f\u8bb0\u5fc6\u7684\u673a\u5236\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33256\" title=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/78398040b435717.png\" alt=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-2\" width=\"1504\" height=\"920\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/78398040b435717.png 1504w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/78398040b435717-18x12.png 18w\" sizes=\"auto, (max-width: 1504px) 100vw, 1504px\" \/><\/p>\n<h4>2. \u9009\u62e9 (Select)\uff1a\u6309\u9700\u5c06\u76f8\u5173\u4e0a\u4e0b\u6587\u62c9\u5165\u7a97\u53e3<\/h4>\n<p>\u201c\u9009\u62e9\u201d\u8d1f\u8d23\u5728\u6070\u5f53\u7684\u65f6\u673a\uff0c\u4ece\u6d77\u91cf\u5916\u90e8\u4fe1\u606f\u4e2d\u7cbe\u51c6\u5730\u6311\u9009\u51fa\u5f53\u524d\u4efb\u52a1\u6700\u9700\u8981\u7684\u90e8\u5206\uff0c\u653e\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<ul>\n<li><strong>\u4ece\u7279\u5b9a\u6587\u4ef6\u4e2d\u9009\u62e9:<\/strong>\u00a0\u4e00\u4e9b\u6210\u719f\u7684 Agent \u4f1a\u901a\u8fc7\u8bfb\u53d6\u7279\u5b9a\u6587\u4ef6\u83b7\u53d6\u4e0a\u4e0b\u6587\u3002\u4f8b\u5982\uff0c<code><a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Claude<\/a> Code<\/code>\u00a0\u4f1a\u8bfb\u53d6\u00a0<code>CLAUDE.md<\/code>\u00a0\u6587\u4ef6\uff0c\u800c\u00a0<code>Cursor<\/code>\u00a0\u5219\u4f7f\u7528\u89c4\u5219\u6587\u4ef6\uff08rules files\uff09\u6765\u52a0\u8f7d\u7f16\u7801\u89c4\u8303\uff0c\u8fd9\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u201c\u7a0b\u5e8f\u5316\u8bb0\u5fc6\u201d\u9009\u62e9\u65b9\u5f0f\u3002<\/li>\n<li><strong>\u4ece\u5de5\u5177\u96c6\u4e2d\u9009\u62e9:<\/strong>\u00a0\u5f53\u53ef\u7528\u5de5\u5177\u975e\u5e38\u591a\u65f6\uff0c\u5229\u7528 <a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a> \u6280\u672f\u6839\u636e\u5f53\u524d\u4efb\u52a1\u52a8\u6001\u68c0\u7d22\u5e76\u201c\u9009\u62e9\u201d\u6700\u76f8\u5173\u7684\u51e0\u4e2a\u5de5\u5177\uff0c\u80fd\u5c06\u5de5\u5177\u9009\u62e9\u7684\u51c6\u786e\u7387\u63d0\u9ad8\u6570\u500d\u3002<\/li>\n<\/ul>\n<h4>3. \u538b\u7f29 (Compress)\uff1a\u4fdd\u7559\u7cbe\u534e\uff0c\u51cf\u5c11\u5197\u4f59<\/h4>\n<p>\u201c\u538b\u7f29\u201d\u65e8\u5728\u4e0d\u635f\u5931\u5173\u952e\u4fe1\u606f\u7684\u524d\u63d0\u4e0b\uff0c\u51cf\u5c11\u4e0a\u4e0b\u6587\u5360\u7528\u7684\u4ee4\u724c\uff08Token\uff09\u6570\u91cf\u3002<\/p>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u6458\u8981 (Context Summarization):<\/strong>\u00a0\u5f53\u5bf9\u8bdd\u5386\u53f2\u53d8\u5f97\u8fc7\u957f\u65f6\uff0c\u53ef\u4ee5\u8c03\u7528 LLM \u5bf9\u5176\u8fdb\u884c\u603b\u7ed3\u3002<code><a href=\"https:\/\/www.kdjingpai.com\/de\/claude-code\/\">Claude Code<\/a><\/code>\u00a0\u7684\u201c\u81ea\u52a8\u538b\u7f29\u201d\uff08auto-compact\uff09\u529f\u80fd\u5c31\u662f\u5178\u578b\u4f8b\u5b50\uff0c\u5f53\u4e0a\u4e0b\u6587\u4f7f\u7528\u7387\u8d85\u8fc795%\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u5c06\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2\u8fdb\u884c\u6458\u8981\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u4fee\u526a (Context Trimming):<\/strong>\u00a0\u4e00\u79cd\u57fa\u4e8e\u89c4\u5219\u7684\u8fc7\u6ee4\u3002\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u76f4\u63a5\u79fb\u9664\u6700\u65e9\u7684\u51e0\u8f6e\u5bf9\u8bdd\uff0c\u66f4\u9ad8\u7ea7\u7684\u5219\u53ef\u4f7f\u7528\u4e13\u95e8\u8bad\u7ec3\u7684\u201c\u4e0a\u4e0b\u6587\u4fee\u526a\u5668\u201d\u6a21\u578b\u6765\u8bc6\u522b\u5e76\u5220\u9664\u4e0d\u91cd\u8981\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33257\" title=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4b2ee825ffcea1.png\" alt=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-3\" width=\"1584\" height=\"636\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4b2ee825ffcea1.png 1584w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4b2ee825ffcea1-1536x617.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a4b2ee825ffcea1-18x7.png 18w\" sizes=\"auto, (max-width: 1584px) 100vw, 1584px\" \/><\/p>\n<h4>4. \u9694\u79bb (Isolate)\uff1a\u62c6\u5206\u4e0a\u4e0b\u6587\u4ee5\u5e94\u5bf9\u590d\u6742\u4efb\u52a1<\/h4>\n<p>\u201c\u9694\u79bb\u201d\u7684\u6838\u5fc3\u601d\u60f3\u662f\u201c\u5206\u800c\u6cbb\u4e4b\u201d\uff0c\u5c06\u4e00\u4e2a\u5927\u4efb\u52a1\u5206\u89e3\uff0c\u8ba9\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u5728\u9694\u79bb\u7684\u73af\u5883\u4e2d\u88ab\u5904\u7406\u3002<\/p>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53 (Multi-agent):<\/strong>\u00a0\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u7ed9\u591a\u4e2a\u62e5\u6709\u72ec\u7acb\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u4e13\u5bb6 Agent\u3002<code>Anthropic<\/code>\u00a0\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u7814\u7a76\u4efb\u52a1\u4e2d\uff0c\u591a\u4e2a\u5e76\u884c\u5de5\u4f5c\u7684\u5b50 Agent \u56e2\u961f\uff0c\u5176\u8868\u73b0\u8fdc\u8d85\u5355\u4e2a\u62e5\u6709\u5de8\u5927\u4e0a\u4e0b\u6587\u7684 Agent\u3002<\/li>\n<li><strong>\u6c99\u7bb1\u73af\u5883 (Sandboxed Environments):<\/strong>\u00a0\u5bf9\u4e8e\u4ee3\u7801\u6267\u884c\u7c7b\u4efb\u52a1\uff0c\u53ef\u5c06\u6267\u884c\u8fc7\u7a0b\u9694\u79bb\u5728\u6c99\u7bb1\u4e2d\u3002<code>HuggingFace<\/code>\u00a0\u7684\u00a0<code>CodeAgent<\/code>\u00a0\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\uff0cLLM \u8d1f\u8d23\u751f\u6210\u4ee3\u7801\uff0c\u4ee3\u7801\u5728\u6c99\u7bb1\u4e2d\u8fd0\u884c\u540e\uff0c\u53ea\u6709\u6700\u5173\u952e\u7684\u6267\u884c\u7ed3\u679c\u88ab\u8fd4\u56de\u5230 LLM \u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u6267\u884c\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33258\" title=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0a22d847334c9f.png\" alt=\"Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09-4\" width=\"1532\" height=\"584\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0a22d847334c9f.png 1532w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a0a22d847334c9f-18x7.png 18w\" sizes=\"auto, (max-width: 1532px) 100vw, 1532px\" \/><\/p>\n<h3>\u5b9e\u73b0\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5229\u5668\uff1aLangGraph \u4e0e LangSmith<\/h3>\n<p>\u8981\u5b9e\u73b0\u4e0a\u8ff0\u590d\u6742\u7684\u7b56\u7565\uff0c\u9700\u8981\u4e00\u4e2a\u8db3\u591f\u7075\u6d3b\u548c\u53ef\u63a7\u7684\u6846\u67b6\u3002<code>LangChain<\/code>\u00a0\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/langgraph\/\">LangGraph<\/a><\/code>\u00a0\u548c\u00a0<code>LangSmith<\/code>\u00a0\u4e3a\u6b64\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002<\/p>\n<p><strong>LangGraph<\/strong>\u00a0\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u53ef\u63a7 Agent \u7684\u4f4e\u9636\u6846\u67b6\u3002\u5b83\u5c06 Agent \u7684\u5de5\u4f5c\u6d41\u6784\u5efa\u4e3a\u4e00\u4e2a\u72b6\u6001\u56fe\uff0c\u5176\u8bbe\u8ba1\u5b8c\u7f8e\u5730\u5339\u914d\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u9700\u6c42\uff1a<\/p>\n<ul>\n<li><strong>\u72b6\u6001\u5bf9\u8c61 (State Object):<\/strong>\u00a0\u5145\u5f53\u4e86\u5b8c\u7f8e\u7684\u201c\u6682\u5b58\u533a\u201d\uff08\u5199\u5165\uff09\u548c\u4e0a\u4e0b\u6587\u201c\u9694\u79bb\u201d\u533a\u3002\u4f60\u53ef\u4ee5\u5728\u72b6\u6001\u4e2d\u5b9a\u4e49\u4e0d\u540c\u5b57\u6bb5\uff0c\u4e00\u90e8\u5206\u66b4\u9732\u7ed9 LLM\uff0c\u53e6\u4e00\u90e8\u5206\u5219\u4f5c\u4e3a\u5185\u90e8\u72b6\u6001\uff0c\u6309\u9700\u201c\u9009\u62e9\u201d\u6027\u5730\u4f7f\u7528\u3002<\/li>\n<li><strong>\u6301\u4e45\u5316\u4e0e\u8bb0\u5fc6:<\/strong>\u00a0\u5176\u5185\u7f6e\u7684\u68c0\u67e5\u70b9\uff08checkpointing\uff09\u548c\u8bb0\u5fc6\u6a21\u5757\uff0c\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u77ed\u671f\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u201c\u5199\u5165\u201d\u4e0e\u201c\u9009\u62e9\u201d\u3002<\/li>\n<li><strong>\u53ef\u5b9a\u5236\u7684\u8282\u70b9:<\/strong>\u00a0\u56fe\u4e2d\u7684\u6bcf\u4e2a\u8282\u70b9\u90fd\u662f\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u6b65\u9aa4\u3002\u4f60\u53ef\u4ee5\u5728\u8282\u70b9\u4e2d\u8f7b\u677e\u5b9e\u73b0\u201c\u538b\u7f29\u201d\u903b\u8f91\uff0c\u4f8b\u5982\u5728\u8c03\u7528\u67d0\u4e2a\u5de5\u5177\u540e\u7acb\u523b\u5bf9\u7ed3\u679c\u8fdb\u884c\u6458\u8981\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u67b6\u6784:<\/strong>\u00a0<code>LangGraph<\/code>\u00a0\u63d0\u4f9b\u4e86\u5982\u00a0<code>supervisor<\/code>\u00a0\u548c\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/swarm\/\">swarm<\/a><\/code>\u00a0\u7b49\u5e93\uff0c\u539f\u751f\u652f\u6301\u6784\u5efa\u590d\u6742\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4e0a\u4e0b\u6587\u7684\u201c\u9694\u79bb\u201d\u3002<\/li>\n<\/ul>\n<p><strong>LangSmith<\/strong>\u00a0\u5219\u662f\u4e00\u4e2a\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u5e73\u53f0\u3002\u5b83\u8ba9\u4f60\u80fd\u591f\u50cf\u8c03\u8bd5\u666e\u901a\u7a0b\u5e8f\u4e00\u6837\uff0c\u6e05\u6670\u5730\u8ffd\u8e2a Agent \u7684\u6bcf\u4e00\u6b65\u51b3\u7b56\u8fc7\u7a0b\uff0c\u7cbe\u786e\u5730\u770b\u5230\u6bcf\u4e00\u6b21 LLM \u8c03\u7528\u65f6\u5176\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u5230\u5e95\u5305\u542b\u4e86\u54ea\u4e9b\u4fe1\u606f\u3002\u8fd9\u4e3a\u8bca\u65ad\u548c\u4f18\u5316\u4e0a\u4e0b\u6587\u5de5\u7a0b\u63d0\u4f9b\u4e86\u4e0d\u53ef\u6216\u7f3a\u7684\u6d1e\u5bdf\u529b\uff0c\u5e76\u80fd\u901a\u8fc7\u8bc4\u4f30\uff08Eval\uff09\u529f\u80fd\u9a8c\u8bc1\u4f18\u5316\u7b56\u7565\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u4ece\u63d0\u793a\u5de5\u7a0b\u7684\u201c\u70bc\u91d1\u672f\u201d\uff0c\u5230\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u201c\u7cfb\u7edf\u79d1\u5b66\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u6f14\u8fdb\uff0c\u66f4\u662f\u6784\u5efa\u53ef\u9760\u3001\u5f3a\u5927AI\u5e94\u7528\u7684\u5fc5\u7136\u8def\u5f84\u3002\u638c\u63e1\u8fd9\u95e8\u6280\u827a\uff0c\u4ee5\u53ca\u00a0<code>LangGraph<\/code>\u00a0\u548c\u00a0<code>LangSmith<\/code> \u8fd9\u6837\u7684\u5de5\u5177\uff0c\u6b63\u5728\u6210\u4e3aAI\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8ba9\u6211\u4eec\u4ece\u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1\u5f00\u59cb\uff1a\u5b89\u6392\u4e00\u6b21\u4f1a\u8bae\u3002 \u5f53\u7528\u6237\u8bf4\uff1a\u201c\u563f\uff0c\u770b\u770b\u660e\u5929\u80fd\u4e0d\u80fd\u5feb\u901f\u540c\u6b65\u4e00\u4e0b\uff1f\u201d \u4e00\u4e2a\u4ec5\u4f9d\u8d56\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u7684AI\u53ef\u80fd\u4f1a\u56de\u590d\uff1a\u201c\u597d\u7684\uff0c\u660e\u5929\u53ef\u4ee5\u3002\u8bf7\u95ee\u60a8\u5e0c\u671b\u5b89\u6392\u5728\u51e0\u70b9\uff1f\u201d \u8fd9\u4e2a\u56de\u7b54\u867d\u7136\u6b63\u786e\uff0c\u4f46\u5374\u673a\u68b0\u4e14&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-33255","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33255","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=33255"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/33255\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=33255"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=33255"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=33255"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}