{"id":9435,"date":"2025-07-22T17:50:32","date_gmt":"2025-07-22T09:50:32","guid":{"rendered":"\/?p=9435"},"modified":"2025-07-22T17:50:32","modified_gmt":"2025-07-22T09:50:32","slug":"%e3%80%90agent%e4%b8%93%e9%a2%98%e3%80%91%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%ef%bc%9acontext-engineering%e7%88%86%e7%81%ab%ef%bc%81%e5%94%a4%e9%86%92%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"\/?p=9435","title":{"rendered":"\u3010Agent\u4e13\u9898\u3011\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1aContext Engineering\u7206\u706b\uff01\u5524\u9192\u5927\u6a21\u578b\u201c\u5fc3\u667a\u201d\uff0cAI\u667a\u80fd\u4f53\u843d\u5730\u7684\u5173\u952e\u6b66\u5668\u6765\u4e86"},"content":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u529b\u7684\u4e0d\u65ad\u8dc3\u5347\uff0cAI \u667a\u80fd\u4f53\u6b63\u5728\u4ece\u7eaf\u5bf9\u8bdd\u7cfb\u7edf\u8fc8\u5411\u66f4\u590d\u6742\u7684\u591a\u8f6e\u63a8\u7406\u3001\u591a\u5de5\u5177\u534f\u540c\u4e0e\u957f\u671f\u4efb\u52a1\u6267\u884c\u3002<\/p>\n<p>\u800c\u652f\u6491\u8fd9\u4e00\u6f14\u5316\u7684\u201c\u5e55\u540e\u4e3b\u89d2\u201d\uff0c<strong>\u6b63\u662f\u4e00\u4e2a\u6280\u672f\u95e8\u69db\u65e5\u76ca\u63d0\u5347\u7684\u65b0\u9886\u57df\uff1a**<\/strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09**\u3002\u7ee7 Vibe Coding\uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\u706b\u4e86\u4e4b\u540e\uff0cAI\u5708\u53c8\u8fce\u6765\u4e00\u80a1\u65b0\u7684\u6280\u672f\u70ed\u6f6e\u3002<\/p>\n<p>\u8fd9\u4e00\u6b21\uff0c\u662f\u7531\u524d\u7279\u65af\u62c9 AI \u603b\u76d1\u3001\u6df1\u5ea6\u5b66\u4e60\u5e03\u9053\u8005 <strong>Andrej Karpathy<\/strong> \u4eb2\u81ea\u70b9\u71c3\u7684\u706b\u3002\u4ed6\u5728\u4e00\u6b21\u6f14\u8bb2\u4e2d\u5f3a\u8c03\uff1a\u201c\u5982\u679c\u4f60\u60f3\u771f\u6b63\u638c\u63a7\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u4e0d\u662f\u53bb\u5fae\u8c03\u6743\u91cd\uff0c\u800c\u662f\u638c\u63a7\u5b83\u7684\u2018\u5fc3\u667a\u4e16\u754c\u2019\u2014\u2014\u4f60\u63d0\u4f9b\u7ed9\u5b83\u7684\u4e0a\u4e0b\u6587\u3002\u201d<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173835780.png\" alt=\"image-20250722173835780\" \/><\/p>\n<p>\u5728\u6784\u5efa AI \u667a\u80fd\u4f53\u7684\u8fc7\u7a0b\u4e2d\uff0c\u201c\u4e0a\u4e0b\u6587\u201d\u4e0d\u4ec5\u4ec5\u662f\u51e0\u4e2a\u63d0\u793a\u8bcd\u7684\u7ec4\u5408\uff0c\u66f4\u662f\u6784\u6210\u5176\u201c\u8ba4\u77e5\u5b87\u5b99\u201d\u7684\u6838\u5fc3\u7d20\u6750\u3002<strong>\u5b83\u5305\u542b\u6a21\u578b\u5f53\u524d\u80fd\u201c\u770b\u5230\u201d\u7684\u4fe1\u606f\uff08\u5982\u4efb\u52a1\u6307\u4ee4\u3001\u5916\u90e8\u77e5\u8bc6\u3001\u5386\u53f2\u8f68\u8ff9\uff09\uff0c\u4e5f\u51b3\u5b9a\u4e86\u6a21\u578b\u201c\u5982\u4f55\u770b\u5230\u201d\uff08\u7ed3\u6784\u5316\u4e0e\u5426\uff09\u3001\u201c\u4f55\u65f6\u770b\u5230\u201d\uff08\u9759\u6001\u6ce8\u5165\u6216\u52a8\u6001\u66f4\u65b0\uff09\u3002<\/strong><\/p>\n<p><strong>\u6b63\u5982 Andrej Karpathy \u6240\u8bf4\uff1a\u201cLLM \u662f\u65b0\u7684\u8ba1\u7b97\u5e73\u53f0\uff0c\u6a21\u578b\u672c\u4f53\u5c31\u50cf CPU\uff0c\u800c\u4e0a\u4e0b\u6587\u7a97\u53e3\u5c31\u50cf RAM\u3002\u4f60\u65e0\u6cd5\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u6bcf\u6b21\u9002\u914d\u5177\u4f53\u4efb\u52a1\uff0c\u4f46\u4f60\u53ef\u4ee5\u7528\u4e0a\u4e0b\u6587\u5de5\u7a0b\u53bb\u63a7\u5236\u5b83\u2018\u601d\u8003\u7684\u6750\u6599\u2019\u3002\u201d<\/strong><\/p>\n<p>\u4e8e\u662f\uff0c<strong>\u4e00\u4e2a\u5168\u65b0\u7684\u5de5\u7a0b\u8303\u5f0f\u88ab\u63a8\u4e0a\u98ce\u53e3\u6d6a\u5c16\uff1a**<\/strong>Context Engineering\uff08\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff09**\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173849704.png\" alt=\"image-20250722173849704\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173910331.png\" alt=\"image-20250722173910331\" \/><\/p>\n<p><strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong>\u662f\u4e00\u95e8\u96c6\u827a\u672f\u4e0e\u79d1\u5b66\u4e8e\u4e00\u4f53\u7684\u5b66\u95ee\uff0c\u76ee\u6807\u662f\u9ad8\u6548\u586b\u5145 LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4f7f\u5176\u5728\u6bcf\u4e00\u6b65\u4efb\u52a1\u6267\u884c\u4e2d\u90fd\u62e5\u6709\u201c\u521a\u521a\u597d\u201d\u7684\u4fe1\u606f\u91cf\u3002\u5b83\u4e0d\u4ec5\u6d89\u53ca\u4fe1\u606f\u7684\u9009\u62e9\u3001\u7ec4\u7ec7\u4e0e\u6ce8\u5165\u65b9\u5f0f\uff0c\u8fd8\u5173\u6ce8\u4e0a\u4e0b\u6587\u7684\u52a8\u6001\u6027\u3001\u53ef\u6269\u5c55\u6027\u4e0e\u51c6\u786e\u6027\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173921172.png\" alt=\"image-20250722173921172\" \/><\/p>\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u6784\u5efa AI \u667a\u80fd\u4f53\u8fc7\u7a0b\u4e2d\u6240\u6d89\u53ca\u7684\u4e0a\u4e0b\u6587\u7c7b\u578b\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6307\u4ee4<\/strong>\uff1a\u63d0\u793a\u8bcd\u3001\u5c11\u6837\u672c\u793a\u4f8b\u3001\u5de5\u5177\u63cf\u8ff0\u3001\u7cfb\u7edf\u89d2\u8272\u8bbe\u5b9a\u7b49\uff1b<\/li>\n<li><strong>\u77e5\u8bc6<\/strong>\uff1a\u7ed3\u6784\u5316\u4e8b\u5b9e\u3001\u5916\u90e8\u77e5\u8bc6\u5e93\uff08\u901a\u8fc7RAG\u6ce8\u5165\uff09\u6216\u8bed\u4e49\u8bb0\u5fc6\uff1b<\/li>\n<li><strong>\u5de5\u5177\u53cd\u9988<\/strong>\uff1a\u51fd\u6570\u8c03\u7528\u3001API \u8fd4\u56de\u503c\u3001\u63d2\u4ef6\u54cd\u5e94\u7b49\u591a\u6a21\u6001\u4e2d\u95f4\u7ed3\u679c\uff1b<\/li>\n<li><strong>\u5386\u53f2\u8f68\u8ff9<\/strong>\uff1a\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3001\u7528\u6237\u8f93\u5165\u8bb0\u5f55\u3001\u7b56\u7565\u8def\u5f84\u7b49\u3002<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173933010.png\" alt=\"image-20250722173933010\" \/><\/p>\n<p>\u7531\u4e8e LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u8d44\u6e90\u6709\u9650\uff08\u5373\u4f7f\u6269\u5c55\u81f3\u767e\u4e07 tokens \u4e5f\u4f9d\u65e7\u5b58\u5728\u8fb9\u754c\uff09\uff0c\u4e0d\u52a0\u9009\u62e9\u5730\u6ce8\u5165\u4e0a\u4e0b\u6587\u5c06\u5bfc\u81f4<strong>\u6210\u672c\u4e0a\u5347\u3001\u54cd\u5e94\u5ef6\u8fdf\u3001\u6027\u80fd\u9000\u5316\u751a\u81f3\u5e7b\u89c9\u589e\u5f3a<\/strong>\u3002\u56e0\u6b64\uff0c\u5bf9\u4e0a\u4e0b\u6587\u7684\u7ba1\u7406\u4e0e\u8bbe\u8ba1\uff0c\u5fc5\u987b\u501f\u52a9\u7cfb\u7edf\u5316\u7b56\u7565\u3002<\/p>\n<h3><strong>\u56db\u5927\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7b56\u7565\u8be6\u89e3\uff1a\u5199\u3001\u9009\u3001\u538b\u7f29\u3001\u9694\u79bb\u3002<\/strong><\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173942878.png\" alt=\"image-20250722173942878\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722173953085.png\" alt=\"image-20250722173953085\" \/><\/p>\n<h4><strong>1. \u5199\u4e0a\u4e0b\u6587\uff08Write Context\uff09<\/strong><\/h4>\n<p><strong>\u5199\u4e0a\u4e0b\u6587<\/strong>\u662f\u6307\u5c06\u5173\u952e\u4efb\u52a1\u4fe1\u606f\u4fdd\u5b58\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u5916\uff0c\u4f46\u53c8\u53ef\u88ab\u6a21\u578b\u95f4\u63a5\u5229\u7528\u7684\u624b\u6bb5\uff0c\u7c7b\u4f3c\u4eba\u7c7b\u201c\u5199\u4fbf\u7b7e\u201d\u3001\u201c\u505a\u7b14\u8bb0\u201d\u7684\u884c\u4e3a\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u4fbf\u7b7e\uff08Scratchpads\uff09<\/strong>\uff1aAnthropic \u63d0\u51fa\u7684\u7814\u7a76\u663e\u793a\uff0cAI \u667a\u80fd\u4f53\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u6216\u72b6\u6001\u5b57\u6bb5\u8bb0\u5f55\u8ba1\u5212\u4fe1\u606f\uff0c\u53ef\u5e2e\u52a9\u5176\u5728\u4efb\u52a1\u8fc7\u7a0b\u4e2d\u6301\u4e45\u5316\u7b56\u7565\u3001\u53c2\u6570\u6216\u72b6\u6001\u3002\u4f8b\u5982\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u8d85\u8fc7 20 \u4e07 tokens \u7684\u957f\u4efb\u52a1\u62c6\u89e3\u4e3a\u9636\u6bb5\u6027\u6b65\u9aa4\uff0c\u5e76\u901a\u8fc7\u4fbf\u7b7e\u8bb0\u5f55\u6bcf\u4e00\u9636\u6bb5\u51b3\u7b56\uff0c\u4ece\u800c\u907f\u514d\u7a97\u53e3\u6ea2\u51fa\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8bb0\u5fc6\uff08Memory\uff09<\/strong>\uff1a\u6307 AI \u667a\u80fd\u4f53\u81ea\u52a8\u4ece\u591a\u8f6e\u5386\u53f2\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u9ad8\u4ef7\u503c\u4e8b\u5b9e\uff08\u8bed\u4e49\u8bb0\u5fc6\uff09\u3001\u884c\u4e3a\u6d41\u7a0b\uff08\u7a0b\u5e8f\u8bb0\u5fc6\uff09\u3001\u6848\u4f8b\u8f68\u8ff9\uff08\u60c5\u666f\u8bb0\u5fc6\uff09\u5e76\u957f\u671f\u4fdd\u7559\u3002\u8fd9\u4e00\u673a\u5236\u5df2\u88ab ChatGPT\u3001Cursor\u3001Windsurf \u7b49\u96c6\u6210\uff0c\u7528\u4e8e\u5b9e\u73b0\u201c\u4e2a\u6027\u5316\u54cd\u5e94\u201d\u3002\u5982 ChatGPT \u80fd\u8bb0\u4f4f\u7528\u6237\u7684\u5199\u4f5c\u98ce\u683c\u548c\u5de5\u4f5c\u573a\u666f\uff0c\u5e76\u5728\u672a\u6765\u4f1a\u8bdd\u4e2d\u4e3b\u52a8\u878d\u5408\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722174014353.png\" alt=\"image-20250722174014353\" \/><\/p>\n<\/li>\n<\/ul>\n<h4><strong>2. \u9009\u4e0a\u4e0b\u6587\uff08Select Context\uff09<\/strong><\/h4>\n<p><strong>\u9009\u4e0a\u4e0b\u6587<\/strong>\u662f\u5c06\u6700\u76f8\u5173\u7684\u4fe1\u606f\u62c9\u5165\u5f53\u524d\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u5b83\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4e2d\u6700\u5178\u578b\u7684\u52a8\u6001\u90e8\u5206\uff0c\u6db5\u76d6\u4fbf\u7b7e\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u4e0e\u77e5\u8bc6\u56db\u79cd\u7ef4\u5ea6\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u8bb0\u5fc6\u9009\u62e9<\/strong>\uff1a\u5982 Claude Code \u4f7f\u7528 CLAUDE.md \u6587\u4ef6\u3001Cursor \u4f7f\u7528 config rules\uff0c\u7528\u4e8e\u63d0\u4f9b\u59cb\u7ec8\u6ce8\u5165\u7684\u89c4\u5219\u6027\u77e5\u8bc6\u3002\u5bf9\u4e8e\u6d77\u91cf\u8bed\u4e49\u8bb0\u5fc6\uff0cChatGPT \u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u7d22\u5f15\u8fc7\u6ee4\u8c03\u7528\u5185\u5bb9\uff0c\u4f46\u4ecd\u5b58\u5728\u201c\u610f\u5916\u6ce8\u5165\u201d\u95ee\u9898\uff08\u5982 Simon Willison \u906d\u9047 AI \u81ea\u52a8\u6cc4\u9732\u4f4d\u7f6e\u4fe1\u606f\uff09\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722174022335.png\" alt=\"image-20250722174022335\" \/><\/p>\n<\/li>\n<li>\n<p><strong>\u5de5\u5177\u9009\u62e9<\/strong>\uff1a\u5927\u6a21\u578b\u9762\u5bf9\u591a\u79cd\u5de5\u5177\u65f6\uff0c\u53ef\u80fd\u4f1a\u56e0\u63cf\u8ff0\u76f8\u4f3c\u4ea7\u751f\u6df7\u6dc6\u3002RAG-MCP \u67b6\u6784\u901a\u8fc7\u5c06\u5de5\u5177\u8bf4\u660e\u7d22\u5f15\u5165\u5e93\uff0c\u4ec5\u68c0\u7d22\u4efb\u52a1\u76f8\u5173\u7684\u5de5\u5177\u63cf\u8ff0\uff0c\u5b9e\u9a8c\u8bc1\u660e\u5de5\u5177\u9009\u62e9\u51c6\u786e\u7387\u63d0\u9ad8 3 \u500d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u77e5\u8bc6\u9009\u62e9\uff08RAG\uff09<\/strong>\uff1a\u4ee5 Windsurf \u4e3a\u4f8b\uff0c\u5176\u4ee3\u7801 RAG \u67b6\u6784\u5e76\u975e\u7b80\u5355\u505a\u6587\u672c\u5d4c\u5165\uff0c\u800c\u662f\u7ed3\u5408 AST \u5206\u5757\u3001\u8bed\u4e49\u91cd\u6392\u3001\u591a\u6e90\u7d22\u5f15\u7b49\u624b\u6bb5\uff0c\u5728\u5343\u4e07\u884c\u4ee3\u7801\u4e2d\u5feb\u901f\u5b9a\u4f4d\u4efb\u52a1\u76f8\u5173\u903b\u8f91\u6a21\u5757\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u5347\u667a\u80fd\u4f53\u54cd\u5e94\u7684\u4e13\u4e1a\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<h4><strong>3. \u538b\u7f29\u4e0a\u4e0b\u6587\uff08Compress Context\uff09<\/strong><\/h4>\n<p><strong>\u538b\u7f29\u4e0a\u4e0b\u6587<\/strong>\u7528\u4e8e\u7cbe\u7b80\u5197\u4f59 tokens\uff0c\u901a\u8fc7\u201c\u6458\u8981\u201d\u548c\u201c\u4fee\u526a\u201d\u4e24\u7c7b\u65b9\u5f0f\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u4e0a\u4e0b\u6587\u6458\u8981\uff08Summarization\uff09<\/strong>\uff1aClaude Code \u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f7f\u7528\u7387\u8fbe\u5230 95% \u540e\u4f1a\u81ea\u52a8\u5bf9\u5bf9\u8bdd\u8f68\u8ff9\u8fdb\u884c\u603b\u7ed3\uff0c\u518d\u66ff\u4ee3\u6ce8\u5165\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u91c7\u7528\u9012\u5f52\u6458\u8981\u3001\u5c42\u6b21\u6458\u8981\u7b49\u7b56\u7565\uff0c\u4e5f\u53ef\u4ee5\u8bad\u7ec3\u5fae\u8c03\u6a21\u578b\u7528\u4e8e\u5173\u952e\u4e8b\u4ef6\u63d0\u53d6\u3002<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722174054988.png\" alt=\"image-20250722174054988\" \/><\/p>\n<\/li>\n<li>\n<p><strong>\u4e0a\u4e0b\u6587\u4fee\u526a\uff08Trimming\uff09<\/strong>\uff1a\u4f7f\u7528\u89c4\u5219\u5254\u9664\u8001\u65e7\u3001\u65e0\u6548\u6216\u51b2\u7a81\u4e0a\u4e0b\u6587\u3002\u4f8b\u5982\u6e05\u9664\u6700\u65e9\u56de\u5408\u4fe1\u606f\u3001\u5254\u9664\u4e2d\u95f4\u65e0\u5173\u8def\u5f84\u7b49\u3002\u8fd9\u79cd\u7b56\u7565\u64cd\u4f5c\u7b80\u4fbf\uff0c\u5728\u5de5\u5177\u8c03\u7528\u9891\u7e41\u6216\u6210\u672c\u654f\u611f\u573a\u666f\u4e2d\u5c24\u4e3a\u5e38\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n<h4><strong>4. \u9694\u79bb\u4e0a\u4e0b\u6587\uff08Isolate Context\uff09<\/strong><\/h4>\n<p><strong>\u9694\u79bb\u4e0a\u4e0b\u6587<\/strong>\u662f\u5c06\u4efb\u52a1\u4e0a\u4e0b\u6587\u62c6\u5206\u4e3a\u591a\u4e2a\u201c\u72ec\u7acb\u7a7a\u95f4\u201d\uff0c\u5b9e\u73b0\u591a Agent \u534f\u4f5c\u3001\u73af\u5883\u5206\u533a\u6216\u72b6\u6001\u6a21\u5757\u5316\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20250722174039458.png\" alt=\"image-20250722174039458\" \/><\/p>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff08Multi-Agent\uff09<\/strong>\uff1a\u5982 OpenAI Swarm \u548c Anthropic \u591a\u667a\u80fd\u4f53\u56e2\u961f\u7814\u7a76\uff0c\u6bcf\u4e2a\u5b50 Agent \u7ba1\u7406\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u4e0e\u6307\u4ee4\uff0c\u9002\u7528\u4e8e\u5206\u5e03\u5f0f\u590d\u6742\u4efb\u52a1\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u76f8\u8f83\u5355\u4f53 Agent\uff0c\u8fd9\u79cd\u6a21\u5f0f\u54cd\u5e94\u51c6\u786e\u7387\u663e\u8457\u63d0\u9ad8\uff0c\u5c3d\u7ba1 token \u4f7f\u7528\u91cf\u9ad8\u8fbe\u5355 Agent \u7684 15 \u500d\u3002<\/li>\n<li><strong>\u73af\u5883\u9694\u79bb\uff08Environment Isolation\uff09<\/strong>\uff1aHugging Face CodeAgent \u67b6\u6784\u5c06\u4ee3\u7801\u5de5\u5177\u6267\u884c\u653e\u5165\u6c99\u7bb1\u73af\u5883\uff0c\u5de5\u5177\u8c03\u7528\u53c2\u6570\u4e0e\u8fd4\u56de\u503c\u5728\u6c99\u7bb1\u4e2d\u5b8c\u6210\u72b6\u6001\u9694\u79bb\uff0c\u4ec5\u8fd4\u56de\u7ed3\u679c\u6ce8\u5165 LLM\uff0c\u4ece\u800c\u9632\u6b62\u4e0a\u4e0b\u6587\u6c61\u67d3\u3002<\/li>\n<li><strong>\u8fd0\u884c\u65f6\u72b6\u6001\u5bf9\u8c61\uff08State Object\uff09<\/strong>\uff1a\u4ee5 LangGraph \u4e3a\u4f8b\uff0c\u7cfb\u7edf\u72b6\u6001\u7531\u7ed3\u6784\u5316\u5b57\u6bb5\u7ec4\u6210\u3002\u5f00\u53d1\u8005\u53ef\u7cbe\u786e\u63a7\u5236\u54ea\u4e9b\u5b57\u6bb5\u5728\u6bcf\u6b65\u6ce8\u5165\u6a21\u578b\uff0c\u54ea\u4e9b\u4fe1\u606f\u4fdd\u6301\u9694\u79bb\uff0c\u4ec5\u5728\u7279\u5b9a\u56de\u5408\u66b4\u9732\uff0c\u4ece\u800c\u5b9e\u73b0\u201c\u52a8\u6001\u4e0a\u4e0b\u6587\u7ba1\u7406\u201d\u3002<\/li>\n<\/ul>\n<h3><\/h3>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5df2\u9010\u6b65\u6210\u4e3a AI \u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u6838\u5fc3\u5de5\u7a0b\u5206\u652f\u3002\u65e0\u8bba\u662f Anthropic \u7684\u7814\u7a76\uff0cOpenAI \u7684\u4ea7\u54c1\u843d\u5730\uff0c\u8fd8\u662f LangChain\/LangGraph \u7b49\u5f00\u53d1\u6846\u67b6\u7684\u6f14\u8fdb\uff0c\u90fd\u5728\u5f3a\u8c03\u4e00\u4e2a\u8d8b\u52bf\uff1a<\/p>\n<p><strong>\u4e0a\u4e0b\u6587\uff0c\u4e0d\u53ea\u662f\u63d0\u793a\u8bcd\uff0c\u5b83\u662f\u667a\u80fd\u4f53\u7684\u201c\u5de5\u4f5c\u5185\u5b58\u201d\u3001\u201c\u77e5\u8bc6\u603b\u7ebf\u201d\u4e0e\u201c\u884c\u4e3a\u7ea6\u675f\u201d\u3002<\/strong><\/p>\n<p>\u672a\u6765\uff0c\u968f\u7740\u5de5\u5177\u751f\u6001\u6269\u5f20\u3001\u591a\u6a21\u6001\u8f93\u5165\u7206\u53d1\u4e0e\u4efb\u52a1\u6301\u7eed\u589e\u957f\uff0cAI \u667a\u80fd\u4f53\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u5c06\u8d70\u5411\u66f4\u81ea\u52a8\u5316\u3001\u66f4\u667a\u80fd\u3001\u66f4\u8bed\u4e49\u5316\u3002<\/p>\n<p><strong>Context Engineering \u5c06\u4ece\u4eba\u5de5\u624b\u5de5\u9009\u62e9\uff0c\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u4e0a\u4e0b\u6587\u8c03\u5ea6\u5668\u201d\uff0c\u6210\u4e3a\u6bcf\u4e00\u4e2a AI \u5f00\u53d1\u8005\u7684\u6838\u5fc3\u80fd\u529b\u4e4b\u4e00\u3002<\/strong><\/p>\n<p><strong>\u53c2\u8003\u539f\u6587\uff1a**<\/strong><a href=\"https:\/\/blog.langchain.com\/context-engineering-for-agents\/\">https:\/\/blog.langchain.com\/context-engineering-for-agents\/<\/a>**<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u529b\u7684\u4e0d\u65ad\u8dc3\u5347\uff0cAI \u667a\u80fd\u4f53\u6b63\u5728\u4ece\u7eaf\u5bf9\u8bdd\u7cfb\u7edf\u8fc8\u5411\u66f4\u590d\u6742\u7684\u591a\u8f6e\u63a8\u7406\u3001\u591a\u5de5\u5177\u534f\u540c\u4e0e\u957f\u671f\u4efb\u52a1\u6267\u884c\u3002 \u800c\u652f\u6491\u8fd9\u4e00\u6f14\u5316\u7684\u201c   \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[286],"tags":[],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9435"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9435"}],"version-history":[{"count":1,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9435\/revisions"}],"predecessor-version":[{"id":9436,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9435\/revisions\/9436"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9435"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9435"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9435"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}