{"id":134,"date":"2025-11-08T18:06:00","date_gmt":"2025-11-08T10:06:00","guid":{"rendered":"https:\/\/www.xiewuyi.com\/?p=134"},"modified":"2025-11-08T18:31:17","modified_gmt":"2025-11-08T10:31:17","slug":"%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%ef%bc%88context-engineering%ef%bc%89%ef%bc%9a%e6%9e%84%e5%bb%baagent%e7%9a%84%e6%a0%b8%e5%bf%83%e6%8a%80%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.xiewuyi.com\/index.php\/2025\/11\/08\/%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b%ef%bc%88context-engineering%ef%bc%89%ef%bc%9a%e6%9e%84%e5%bb%baagent%e7%9a%84%e6%a0%b8%e5%bf%83%e6%8a%80%e8%83%bd\/","title":{"rendered":"\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09\uff1a\u6784\u5efaAgent\u7684\u6838\u5fc3\u6280\u80fd"},"content":{"rendered":"\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u8ba9\u4f60\u7684 AI 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Engineering\uff09<\/strong>\u7684\u5931\u8d25\u3002<\/p>\n\n\n\n<p>\u4e8e\u662f\u4f60\u5438\u53d6\u6559\u8bad\uff0c\u53d1\u51fa\u4e86\u66f4\u660e\u786e\u7684\u6307\u4ee4\uff1a\u201c\u5728<strong>\u5317\u4eac\u5e02\u671d\u9633\u533a<\/strong>\uff0c\u5e2e\u6211\u8ba2\u4e09\u91cc\u5c6f\u9644\u8fd1\u7684\u9152\u5e97\uff0c\u9884\u7b971000 \u4e00\u665a\u3002\u201c\u5c0f\u667a\u8fc5\u901f\u5b8c\u6210\u4e86\u9884\u8ba2\u3002\u7136\u800c\uff0c\u5f53\u4f60\u63d0\u4ea4\u62a5\u9500\u65f6\uff0c\u5374\u88ab\u8d22\u52a1\u62d2\u7edd\u4e86\uff0c\u56e0\u4e3a\u8fd9\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u4f60\u516c\u53f8 500 \u5143\/\u665a\u7684\u5dee\u65c5\u6807\u51c6\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u6b21\uff0c\u4f60\u5f88\u96be\u518d\u8d23\u602a\u81ea\u5df1\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u771f\u6b63\u667a\u80fd\u7684\u52a9\u624b\uff0c\u96be\u9053\u4e0d\u5e94\u8be5\u88ab\u201c\u5de5\u7a0b\u5316\u201d\u5730\u63a5\u5165\u4f60\u7684\u65e5\u5386\uff08<strong>\u5de5\u5177<\/strong>\uff09\u4ee5\u81ea\u52a8\u77e5\u6653\u4f1a\u8bae\u5730\u70b9\uff0c\u5e76\u4e3b\u52a8\u67e5\u8be2\u516c\u53f8\u7684\u5dee\u65c5\u653f\u7b56\uff08<strong>RAG<\/strong>\uff09\u6765\u63d0\u9192\u4f60\u9884\u7b97\u8d85\u6807\u5417\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2acase\uff0c\u6b63\u662f\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u7684\u4e0a\u9650\u548c\u201c<strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong>\u201d\uff08Context Engineering\uff09\u7684\u8d77\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u573a\u5df2\u7ecf\u53d1\u751f\u7684\u8ba4\u77e5\u9769\u547d\uff1a\u4ece\u201c\u63d0\u793a\u201d\u5230\u201c\u4e0a\u4e0b\u6587\u201d<\/h3>\n\n\n\n<p>\u8fc7\u53bb\u4e24\u5e74\uff0c\u6211\u4eec\u90fd\u75f4\u8ff7\u4e8e\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u2014\u2014\u8bd5\u56fe\u627e\u5230\u90a3\u53e5\u80fd\u8ba9 AI \u4ea7\u751f\u60ca\u8273\u7ed3\u679c\u7684\u201c\u9b54\u6cd5\u5492\u8bed\u201d\u3002\u4f46 AI \u9886\u57df\u7684\u9876\u5c16\u5b9e\u8df5\u8005\u4eec\uff0c\u5df2\u7ecf\u5f00\u59cb\u8f6c\u5411\u4e00\u4e2a\u66f4\u5b8f\u5927\u3001\u66f4\u7cfb\u7edf\u7684\u9886\u57df\u3002<\/p>\n\n\n\n<p>\u201dContext Engineering\u201c\u7684\u6982\u5ff5\u6e90\u4e8e\u51e0\u4e2a\u5927\u795e\u5728\u793e\u4ea4\u7f51\u7edc X \u4e2d\u7684\u8ba8\u8bba\u3002<\/p>\n\n\n\n<p>Shopify \u7684 CEO Tobi L\u00fctke \u5728 2025\u5e746\u670819\u53f7 \u9996\u5148\u63d0\u51fa\u4e86\u201dContext Engineering\u201c\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6211\u771f\u7684\u66f4\u559c\u6b22\u201d\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201c\u8fd9\u4e2a\u8bcd\uff0c\u800c\u4e0d\u662f\u201d\u63d0\u793a\u5de5\u7a0b\u201c\u3002\u5b83\u66f4\u597d\u5730\u63cf\u8ff0\u4e86\u6838\u5fc3\u6280\u80fd\uff1a\u63d0\u4f9b\u4efb\u52a1\u6240\u9700\u7684\u6240\u6709\u4e0a\u4e0b\u6587\uff0c\u4f7f\u5176\u80fd\u88ab LLM \u5408\u7406\u5730\u89e3\u51b3\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"272\" src=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-7-1024x272.png\" alt=\"\" class=\"wp-image-136\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-7-1024x272.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-7-300x80.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-7-768x204.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-7.png 1196w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u89c2\u70b9\u8fc5\u901f\u5f97\u5230\u4e86 Andrej Karpathy \u7684\u54cd\u5e94\uff0c\u4ed6\u5c06\u5176\u62d4\u9ad8\u5230\u4e86\u201c\u5de5\u4e1a\u7ea7\u5e94\u7528\u201d\u7684\u5c42\u9762\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e3a\u201d\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201c\u70b9\u8d5e\u3002\u2026\u2026\u5728\u6bcf\u4e00\u4e2a\u5de5\u4e1a\u7ea7\u7684 LLM \u5e94\u7528\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u90fd\u662f\u4e00\u95e8\u7cbe\u7ec6\u7684\u827a\u672f\u548c\u79d1\u5b66\uff0c\u5b83\u8981\u505a\u7684\u5c31\u662f\u5728\u4e0b\u4e00\u6b65\u4e2d\u7528\u6070\u5230\u597d\u5904\u7684\u4fe1\u606f\u586b\u6ee1\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-8-1024x589.png\" alt=\"\" class=\"wp-image-137\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-8-1024x589.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-8-300x173.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-8-768x442.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-8.png 1196w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6700\u540e\uff0cBloomTech \u7684 CEO Austen Allred \u53d1\u8868\u4e86\u6781\u5177\u51b2\u51fb\u529b\u7684\u603b\u7ed3\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u6bd4\u63d0\u793a\u5de5\u7a0b\u5f3a 10 \u500d\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"462\" src=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-9-1024x462.png\" alt=\"\" class=\"wp-image-138\" style=\"box-shadow:none\" srcset=\"https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-9-1024x462.png 1024w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-9-300x135.png 300w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-9-768x347.png 768w, https:\/\/www.xiewuyi.com\/wp-content\/uploads\/2025\/11\/image-9.png 1196w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u90fd\u5728\u5f3a\u8c03\u8981\u4ece\u201d\u63d0\u793a\u5de5\u7a0b\u201c\u5411\u201d\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201c\u8f6c\u53d8\uff1f\u56e0\u4e3a\u6211\u4eec\u6784\u5efa AI \u7684\u65b9\u5f0f\u5df2\u7ecf\u53d1\u751f\u4e86\u6839\u672c\u53d8\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5230\u5e95\u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1f<\/h3>\n\n\n\n<p>\u5982\u679c\u8bf4\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u5173\u5fc3\u7684\u662f\u201c<strong>\u4f60\u95ee\u4ec0\u4e48<\/strong>\u201d\uff0c\u90a3\u4e48\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u5173\u5fc3\u7684\u5c31\u662f\u201c<strong>\u4f60\u5982\u4f55\u51c6\u5907\u6a21\u578b\u6765\u56de\u7b54<\/strong>\u201d\u3002<\/p>\n\n\n\n<p>\u5b83\u4e0d\u518d\u662f\u5173\u4e8e\u8bbe\u8ba1\u5355\u4e2a\u6307\u4ee4\u6587\u672c\uff0c\u800c\u662f\u6f14\u53d8\u4e3a\u4e00\u95e8\u7cfb\u7edf\u7ea7\u7684\u5b66\u79d1\uff1a<strong>\u5728 AI Agent \u6267\u884c\u4efb\u52a1\u7684\u6bcf\u4e00\u6b65\uff0c\u52a8\u6001\u5730\u3001\u7a0b\u5e8f\u5316\u5730\u7ec4\u88c5\u548c\u4f18\u5316 LLM \u5728\u63a8\u7406\u65f6\u770b\u5230\u7684\u6240\u6709\u4fe1\u606f<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u7b80\u5355\u7684\u516c\u5f0f\u53ef\u4ee5\u6982\u62ec\uff1a<\/p>\n\n\n\n<p><strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b = \u63d0\u793a\u5de5\u7a0b + \uff08RAG + \u5de5\u5177 + \u5185\u5b58 + \u4efb\u52a1\u72b6\u6001 + \u2026\uff09<\/strong><\/p>\n\n\n\n<p>Andrej Karpathy \u6709\u4e00\u4e2a\u6700\u68d2\u7684\u6bd4\u55bb\uff1a<strong>LLM \u662f CPU\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u5c31\u662f\u5b83\u7684 RAM<\/strong>\u3002<\/p>\n\n\n\n<p>\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u5c31\u50cf\u662f\u5728 RAM \u91cc\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u811a\u672c\u3002\u800c\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u5219\u662f\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5b83\u9700\u8981\u51b3\u5b9a\u5728\u6bcf\u4e00\u7eb3\u79d2\uff0c\u54ea\u4e9b\u6570\u636e\u5e94\u8be5\u88ab\u52a0\u8f7d\u8fdb RAM\uff0c\u54ea\u4e9b\u5e94\u8be5\u88ab\u6e05\u9664\uff0c\u54ea\u4e9b\u5e94\u8be5\u88ab\u538b\u7f29\u540e\u5b58\u5165\u786c\u76d8\u3002<\/p>\n\n\n\n<p>IBM \u8868\u793a\u4e00\u4e2a AI Agent \u6700\u7ec8\u5728\u8fd0\u884c\u65f6\u770b\u5230\u7684\u201c\u603b\u63d0\u793a\u8bcd\u201d\uff0c\u53ef\u80fd<strong>\u53ea\u6709 20% \u662f\u4f60\u5199\u7684\u9759\u6001\u6307\u4ee4\uff0c\u800c 80% \u662f\u7531\u4e0a\u4e0b\u6587\u5de5\u7a0b\u52a8\u6001\u7ec4\u88c5\u7684\u5185\u5bb9<\/strong>\uff08\u5982 RAG \u7684\u68c0\u7d22\u7ed3\u679c\u3001\u5185\u5b58\u4e2d\u7684\u4e8b\u5b9e\u3001\u5de5\u5177\u7684 API \u54cd\u5e94\u7b49\uff09\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u8bbe\u8ba1\u7cbe\u826f\u7684\u4e0a\u4e0b\u6587\u201c\u4fe1\u606f\u6709\u6548\u8f7d\u8377\u201d\uff08information payload\uff09\uff0c\u901a\u5e38\u7531\u4ee5\u4e0b\u7ec4\u4ef6\u6784\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u4ee4\u63d0\u793a\u8bcd\uff08Instruction Prompt\uff09<\/strong>\uff1a\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u7528\u4e8e\u8bbe\u5b9a AI \u7684\u89d2\u8272\u3001\u89c4\u5219\u548c\u5fc5\u987b\u9075\u5faa\u7684\u539f\u5219\u548c\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\uff08Knowledge\uff09<\/strong>\uff1a\u901a\u8fc7 RAG\uff08Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u3001GraphRAG\uff08Graph Retrieval-Augmented Generation\uff0c\u56fe\u8c31\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09 \u6216 API \u68c0\u7d22\u5230\u7684\u5185\/\u5916\u90e8\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5b58 \uff08Memory\uff09<\/strong>\uff1a\u77ed\u671f\uff08\u5bf9\u8bdd\u5386\u53f2\uff09\u548c\u957f\u671f\uff08\u8de8\u4f1a\u8bdd\u7684\u7528\u6237\u504f\u597d\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u5177\uff08Tools\uff09<\/strong>\uff1a\u5de5\u5177\u7684 API \u89c4\u8303\uff08\u544a\u77e5 AI \u5b83\u80fd\u505a\u4ec0\u4e48\uff09\u548c\u5de5\u5177\u7684\u54cd\u5e94\uff08\u544a\u77e5 AI \u5b83\u521a\u505a\u4e86\u4ec0\u4e48\uff0c\u5f97\u5230\u4e86\u4ec0\u4e48\u7ed3\u679c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u72b6\u6001\uff08State\uff09<\/strong>\uff1a\u4e00\u4e2a\u201c\u6682\u5b58\u5668\u201d\uff08Scratchpad\uff09\uff0c\u7528\u4e8e\u8ddf\u8e2a\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u8fdb\u5c55\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u51fa\u7ed3\u6784\uff08Output Structure\uff09<\/strong>\uff1a\u5f3a\u5236\u6a21\u578b\u6309\u7279\u5b9a JSON \u6216 XML Schema \u8f93\u51fa\u7684\u6307\u4ee4\uff0c\u4ee5\u4fbf\u4e0b\u6e38\u7cfb\u7edf\u89e3\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u6311\u6218\uff1a\u201c\u5929\u771f RAG\u201d \u4e0e \u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d<\/h3>\n\n\n\n<p>\u5728\u6df1\u5165\u5b9e\u8df5\u4e4b\u524d\uff0c\u6211\u4eec\u5fc5\u987b\u7406\u89e3\u4e0a\u4e0b\u6587\u5de5\u7a0b\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u5fc5\u987b\u5f04\u6e05\u4e00\u4e2a\u6982\u5ff5\uff1a\u201c\u5929\u771f RAG\u201d\uff08Naive RAG\uff09\u3002<\/p>\n\n\n\n<p>\u201c\u5929\u771f RAG\u201d \u662f\u6211\u4eec\u6700\u65e9\u63a5\u89e6 RAG \u65f6\u7684\u505a\u6cd5\uff1a1. \u5c06\u4e00\u5806 PDF \u6587\u6863\u65e0\u8111\u5207\u6210\u5c0f\u5757\uff08Chunking\uff09\uff1b2. \u5c06\u8fd9\u4e9b\u788e\u5757\u5168\u90e8\u201c\u5411\u91cf\u5316\u201d\uff08Embedding\uff09\u540e\u585e\u8fdb\u5411\u91cf\u6570\u636e\u5e93\uff1b3. \u5f53\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u635e\u51fa\u6700\u76f8\u4f3c\u7684 5 \u5230 10 \u4e2a\u788e\u5757\uff08<em>\u539f\u7406\uff1a\u5c06\u95ee\u9898Embedding\uff0c\u7136\u540e\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u8ba1\u7b97\u201d\u95ee\u9898\u5411\u91cf\u201c\u548c\u201d\u77e5\u8bc6\u5411\u91cf\u201c\u7684\u201d\u4f59\u5f26\u76f8\u4f3c\u5ea6\u201c\uff0c\u8d8a\u76f8\u4f3c\u5219\u5411\u91cf\u95f4\u7684\u5939\u89d2\u8d8a\u5c0f<\/em>\uff09\uff0c\u7136\u540e\u628a\u5b83\u4eec\u548c\u95ee\u9898\u4e00\u8d77\u585e\u7ed9 LLM\u3002<\/p>\n\n\n\n<p>\u4f60\u53ef\u80fd\u4f1a\u60f3\uff1a\u73b0\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u8d8a\u6765\u8d8a\u5927\uff0c\u4ece 128K \u5230 1M Token\uff0c\u6211\u628a\u6240\u6709\u8d44\u6599\u90fd\u585e\u8fdb\u53bb\u4e0d\u5c31\u884c\u4e86\uff1f<\/p>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u81f4\u547d\u7684\u8bef\u89e3\u3002\u8fd9\u91cc\u8fb9\u5b58\u5728\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d\uff08Context Rot\uff09<\/strong>\uff1aAnthropic \u7684\u201c\u5927\u6d77\u635e\u9488\u201d\u6d4b\u8bd5\u548c Chroma \u7684\u7814\u7a76\u90fd\u8868\u660e\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u4e00\u79cd\u6709\u9650\u7684\u201c<strong>\u6ce8\u610f\u529b\u9884\u7b97<\/strong>\u201d \uff08Attention Budget\uff09\u3002\u5f53\u4e0a\u4e0b\u6587\u4e2d\u7684\u4fe1\u606f\uff08Token\uff09\u8fc7\u591a\u65f6\uff0c\u6a21\u578b\u51c6\u786e\u56de\u5fc6\u548c\u5229\u7528\u4fe1\u606f\u7684\u80fd\u529b\u53cd\u800c\u4f1a\u6025\u5267\u4e0b\u964d\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u201c\u5931\u8d25\u6a21\u5f0f\u201d<\/strong>\uff1a\u7b80\u5355\u5730\u585e\u6ee1\u4e0a\u4e0b\u6587\uff0c\u4f1a\u5bfc\u81f4\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u4e2d\u6bd2\uff08Context Poisoning\uff09<\/strong>\uff1a\u4e0d\u76f8\u5173\u6216\u9519\u8bef\u7684\u4fe1\u606f\u4f1a\u201c\u6c61\u67d3\u201d\u6a21\u578b\u7684\u63a8\u7406\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u6df7\u6dc6\uff08Context Confusion\uff09<\/strong>\uff1a\u8fc7\u91cf\uff08\u5373\u4f7f\u76f8\u5173\uff09\u7684\u4fe1\u606f\u4e5f\u4f1a\u201c\u6df9\u6ca1\u201d\u6a21\u578b\uff0c\u4f7f\u5176\u5206\u5fc3\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u771f\u6b63\u76ee\u6807\uff0c\u662f\u8ffd\u6c42 Anthropic \u6240\u63d0\u51fa\u7684\u7684\uff1a<strong>\u201c\u6700\u5c0f\u53ef\u884c\u7684\u9ad8\u4fe1\u53f7 Token \u96c6\u201d \uff08smallest possible set of high-signal tokens<\/strong>\uff09\u3002\u6211\u4eec\u4e0d\u518d\u662f\u201c\u4fe1\u606f\u586b\u5145\u8005\u201d\uff0c\u800c\u662f\u201c<strong>\u4fe1\u606f\u89c4\u5212\u8005<\/strong>\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u7a0b\u5e94\u7528\u7684\u56db\u5927\u6838\u5fc3\u7b56\u7565<\/h3>\n\n\n\n<p>\u90a3\u4e48\uff0c\u6211\u4eec\u5177\u4f53\u8be5\u5982\u4f55\u201c\u5de5\u7a0b\u5316\u201d\u8fd9\u4e2a \u201dRAM\u201c \uff1f<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u5199\u5165\uff08Write\uff09\/ \u4ee3\u7406\u5f0f\u5185\u5b58\uff08Agentic Memory\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u5141\u8bb8 Agent \u201c\u8bb0\u7b14\u8bb0\u201d\u3002\u5c06\u5173\u952e\u4e8b\u5b9e\u3001\u4e2d\u95f4\u7ed3\u8bba\u6216\u7528\u6237\u504f\u597d\uff0c\u5199\u5165\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u5916\u7684\u6301\u4e45\u5316\u5b58\u50a8\u4e2d\uff08\u4f8b\u5982\u4e00\u4e2a NOTES.md \u6587\u4ef6\u6216\u4e13\u7528\u7684\u5185\u5b58\u5de5\u5177\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1aAnthropic \u66fe\u5c55\u793a Claude \u73a9\u300a\u5b9d\u53ef\u68a6\u300b\u3002\u5b83\u4f1a\u5728\u6e38\u620f\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u5730\u201c\u8bb0\u7b14\u8bb0\u201d\uff0c\u6bd4\u5982\u201c\u6211\u6b63\u57281\u53f7\u516c\u8def\u8bad\u7ec3\u76ae\u5361\u4e18\uff0c\u76ee\u680710\u7ea7\uff0c\u5df2\u5b8c\u62108\u7ea7\u201d\u3002\u5f53\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cd\u7f6e\u540e\uff0c\u5b83\u4f1a\u201c\u8bfb\u56de\u7b14\u8bb0\u201d\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u8d8a\u6570\u5c0f\u65f6\u7684\u957f\u5468\u671f\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u538b\u7f29\uff08Compress\uff09\/ \u7cbe\u70bc<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u5f53\u4e0a\u4e0b\u6587\u63a5\u8fd1\u6781\u9650\u65f6\uff0c\u4e3b\u52a8\u8fdb\u884c\u201c\u6709\u635f\u538b\u7f29\u201d\u3002Anthropic \u5c06\u4e4b\u79f0\u4e3a <strong>&#8220;Compaction&#8221;<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1a\u6700\u7b80\u5355\u5374\u9ad8\u6548\u7684\u6280\u5de7\u662f\u201d<strong>\u5de5\u5177\u7ed3\u679c\u6e05\u7406<\/strong>\u201d\uff08Tool result clearing\uff09\u3002\u5047\u8bbe AI \u8c03\u7528\u4e86\u4e00\u4e2a API \u6765\u67e5\u8be2\u8ba2\u5355\uff0c\u8be5 API \u8fd4\u56de\u4e86\u4e00\u4e2a\u5305\u542b 1000 \u4e2a Token \u7684\u5de8\u5927 JSON\u3002\u5728\u201c\u538b\u7f29\u201d\u7b56\u7565\u4e0b\uff0cAI \u5728\u786e\u8ba4\u4fe1\u606f\u540e\uff0c\u4f1a\u4e22\u5f03\u8fd9\u4e2a JSON\uff0c\u53ea\u5728\u4e0a\u4e0b\u6587\u4e2d\u4fdd\u7559\u4e00\u53e5\u201c\u72b6\u6001\uff1a\u8ba2\u5355 8975 \u5df2\u786e\u8ba4\u201d\uff0c\u4ece\u800c\u91ca\u653e 990+ \u4e2a\u5b9d\u8d35\u7684 Token \u7a7a\u95f4\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u9694\u79bb\uff08Isolate\uff09\/ \u5206\u6cbb<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u901a\u8fc7\u201c<strong>\u5b50\u4ee3\u7406\u67b6\u6784<\/strong>\u201d\uff08Sub-agent Architectures\uff09\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1a\u6765\u81ea Human Layer \u56e2\u961f\u7684\u5b9e\u8df5\uff1a\u4e00\u4e2a\u201c\u4e3b\u4ee3\u7406\u201d\u9700\u8981\u5728\u4e00\u4e2a\u590d\u6742\u4ee3\u7801\u5e93\u4e2d\u67e5\u627e\u529f\u80fd \u3002\u5b83\u542f\u52a8\u4e00\u4e2a\u201c\u641c\u7d22\u5b50\u4ee3\u7406\u201d\u3002\u8fd9\u4e2a\u5b50\u4ee3\u7406\u53ef\u4ee5\u5728\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u201c\u6d88\u8017\u201d50,000 \u4e2a Token\uff08\u8bfb\u53d6\u6587\u4ef6\u3001grep\u3001\u5206\u6790\u4f9d\u8d56\uff09\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u201c\u810f\u201d\u548c\u201c\u9ad8\u566a\u97f3\u201d\u7684\u3002\u4f46\u5b83\u6700\u7ec8\u53ea\u5411\u4e3b\u4ee3\u7406\u8fd4\u56de\u4e00\u4e2a 50 Token \u7684\u6458\u8981\uff1a\u201c\u529f\u80fd X \u4f4d\u4e8e utils\/auth.py \u7b2c 42 \u884c\u201d\u3002\u4e3b\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u56e0\u6b64\u4fdd\u6301\u4e86\u201c\u5e72\u51c0\u201d\u548c\u201c\u9ad8\u4fe1\u53f7\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u9009\u62e9\uff08Select\uff09\/ RAG\u5347\u7ea7<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u662f\u4ec0\u4e48<\/strong>\uff1a\u8fd9\u662f RAG \u7684\u8fdb\u5316\u7248\u3002\u4ee3\u7406\u5728\u9700\u8981\u65f6\uff0c\u4e3b\u52a8\u201c\u9009\u62e9\u201d\u8981\u62c9\u53d6\u4ec0\u4e48\u4fe1\u606f\u653e\u5165\u4e0a\u4e0b\u6587\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1a\u8fd9\u4e0d\u518d\u662f\u201c\u5929\u771f RAG\u201d\u3002\u4e00\u4e2a\u6210\u719f\u7684\u4ee3\u7406\u4f1a\u6df7\u5408\u4f7f\u7528\u591a\u79cd\u5de5\u5177\u6765\u5b9e\u73b0\u201c<strong>\u5373\u65f6\u4e0a\u4e0b\u6587<\/strong>\u201d (Just-in-Time Context) \uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1<\/strong>\uff1a\u603b\u7ed3\u4e00\u4e0b\u2018XX\u9879\u76ee\u2019\u7684\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u9009\u62e91\uff08GraphRAG\uff09<\/strong>\uff1a\u67e5\u8be2\u77e5\u8bc6\u56fe\u8c31\u83b7\u53d6\u7ed3\u6784\u5316\u5173\u7cfb\uff1a\u8c01\u662f\u9879\u76ee\u7ecf\u7406\uff1f\u4f9d\u8d56\u54ea\u4e9b\u9879\u76ee\uff1f<\/li>\n\n\n\n<li><strong>\u9009\u62e92\uff08API\u5de5\u5177\uff09<\/strong>\uff1a\u8c03\u7528 Jira API \u83b7\u53d6\u5b9e\u65f6\u6570\u636e\uff1a\u6709\u54ea\u4e9b\u672a\u89e3\u51b3\u7684 P0 Bug\uff1f<\/li>\n\n\n\n<li><strong>\u9009\u62e93\uff08\u6587\u4ef6\u5de5\u5177\uff09<\/strong>\uff1agrep \u4ee3\u7801\u5e93\u67e5\u627e\u5173\u952e\u5b9e\u73b0\uff1a\/\/TODO: HACK<\/li>\n\n\n\n<li><strong>\u9009\u62e94\uff08\u5411\u91cf\u68c0\u7d22<\/strong>\uff09\uff1a\u6700\u540e\u624d\u4f7f\u7528\u5411\u91cf\u68c0\u7d22\uff1a\u201c\u627e\u627e\u770b\u8fd8\u6709\u54ea\u4e9b\u6587\u6863\u548c\u98ce\u9669\u76f8\u5173\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4e09\u5c42\u67b6\u6784<\/h3>\n\n\n\n<p>\u7406\u8bba\u5f88\u6e05\u6670\uff0c\u4f46\u5728\u4e00\u4e2a\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u5c24\u5176\u662f\u4f01\u4e1a\u5e94\u7528\uff0c\u5982\u4f55\u5c06\u8fd9\u4e9b\u7b56\u7565\u843d\u5730\uff1f\u7b54\u6848\u662f\u6784\u5efa\u4e00\u4e2a\u5206\u5c42\u7684\u67b6\u6784\uff0c\u5b9e\u73b0\u53ef\u6cbb\u7406\u3001\u53ef\u6269\u5c55\u7684 AI Agent\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">L1\uff1a\u6570\u636e\u4e0e\u77e5\u8bc6\u5c42\uff08The Source Layer\uff09<\/h4>\n\n\n\n<p>\u8fd9\u662f\u6240\u6709\u4fe1\u606f\u7684\u6e90\u5934\uff0c\u4e5f\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u201c\u5f39\u836f\u5e93\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u5b58\u50a8\u4f01\u4e1a\u7684\u6240\u6709\u77e5\u8bc6\uff0c\u5305\u62ec\u7ed3\u6784\u5316\u6570\u636e\uff08\u6570\u636e\u5e93\uff09\u3001\u534a\u7ed3\u6784\u5316\u6570\u636e\uff08JSON\u3001API\uff09\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08PDF\u3001\u6587\u6863\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5982\u4f55\u6784\u5efa<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\uff08Vector DBs<\/strong>\uff09\uff1a\u8fd9\u662f\u201c\u5929\u771f RAG\u201d\u7684\u57fa\u7840\u3002\u901a\u8fc7\u201cChunking-Embedding\u201d\u7684\u65b9\u5f0f\u5904\u7406\u975e\u7ed3\u6784\u5316\u6587\u6863\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\uff08Knowledge Graph &#8211; KG\uff09<\/strong>\uff1a\u8fd9\u662f RAG \u7684\u8fdb\u5316\uff0c\u5373 <strong>GraphRAG<\/strong>\u3002\u77e5\u8bc6\u56fe\u8c31\u4e0d\u518d\u5b58\u50a8\u201c\u6241\u5e73\u7684\u6587\u672c\u5757\u201d\uff0c\u800c\u662f\u5b58\u50a8<strong>\u5b9e\u4f53\uff08Entities\uff09\u548c\u5173\u7cfb\uff08Relationships\uff09<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5929\u771f RAG<\/strong>\uff1a\u4f60\u95ee\u201c\u2018XX\u9879\u76ee\u2019\u7684\u8d1f\u8d23\u4eba\u662f\u8c01\uff1f\u201d\uff0c\u5b83\u4ece PDF \u4e2d\u68c0\u7d22\u51fa 10 \u4e2a\u5305\u542b\u201cXX\u9879\u76ee\u201d\u548c\u201c\u8d1f\u8d23\u4eba\u201d\u7684\u6bb5\u843d\uff0c\u7b54\u6848\u53ef\u80fd\u5c31\u85cf\u5728\u5176\u4e2d\u3002<\/li>\n\n\n\n<li><strong>GraphRAG<\/strong>\uff1a\u4f60\u95ee\u540c\u6837\u7684\u95ee\u9898\uff0c\u5b83\u76f4\u63a5\u4ece KG \u4e2d\u8fd4\u56de\u4e00\u4e2a\u7cbe\u786e\u7684\u4e8b\u5b9e\uff1a{\u5b9e\u4f53: &#8220;\u5f20\u4e09&#8221;} -[\u5173\u7cfb: LEADS]-> {\u5b9e\u4f53: &#8220;XX\u9879\u76ee&#8221;} \u3002\u8fd9\u6781\u5927\u63d0\u5347\u4e86\u68c0\u7d22\u7684\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e00\u5f20\u8868\u770b\u61c2 \u5929\u771f RAG \u548c GraphRAG \uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u5bf9\u6bd4\u7ef4\u5ea6<\/strong><\/td><td><strong><strong>Naive RAG<\/strong>\uff08<strong>\u5929\u771f RAG<\/strong>\uff09<\/strong><\/td><td><strong>GraphRAG\uff08\u77e5\u8bc6\u56fe\u8c31 RAG\uff09<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u5b9a\u4e49<\/strong><\/td><td>\u4e00\u79cd\u901a\u8fc7\u68c0\u7d22\u201c<strong>\u76f8\u4f3c\u6587\u672c\u5757<\/strong>\u201d\u6765\u589e\u5f3a LLM \u4e0a\u4e0b\u6587\u7684\u6280\u672f\u3002<\/td><td>\u4e00\u79cd\u901a\u8fc7\u68c0\u7d22\u201c<strong>\u7ed3\u6784\u5316\u4e8b\u5b9e<\/strong>\u201d\u6765\u589e\u5f3a LLM \u4e0a\u4e0b\u6587\u7684\u5148\u8fdb\u6280\u672f\u3002<\/td><\/tr><tr><td><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/td><td><strong>\u67e5\u627e\u76f8\u4f3c\u6027<\/strong>\uff1a\u5047\u8bbe\u4e0e\u95ee\u9898\u8bed\u4e49\u76f8\u4f3c\u7684\u6587\u672c\u5757\u5305\u542b\u7b54\u6848\u3002<\/td><td><strong>\u63a8\u7406\u5173\u8054\u6027<\/strong>\uff1a\u5047\u8bbe\u7b54\u6848\u9690\u85cf\u5728\u6570\u636e\u95f4\u7684\u7ed3\u6784\u5316\u8054\u7cfb\u4e2d\u3002<\/td><\/tr><tr><td><strong>\u77e5\u8bc6\u51c6\u5907\uff08Indexing\uff09<\/strong><\/td><td>1. <strong>\u5206\u5757\uff08Chunking\uff09<\/strong>\uff1a\u5c06\u6587\u6863\u5207\u5272\u6210\u72ec\u7acb\u7684\u6587\u672c\u5757\u3002<br>2. <strong>\u5d4c\u5165\uff08Embedding\uff09<\/strong>\uff1a\u5c06\u6bcf\u4e2a\u6587\u672c\u5757\u201c\u7ffb\u8bd1\u201d\u6210\u5411\u91cf\u3002<br>3. <strong>\u5b58\u50a8<\/strong>\uff1a\u5b58\u5165<strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff08Vector DB\uff09\u3002<\/td><td>1. <strong>\u63d0\u53d6\uff08Extraction<\/strong>\uff09\uff1a\u4ece\u6240\u6709\u6570\u636e\u4e2d\u63d0\u53d6\u201c\u5b9e\u4f53\u201d\u548c\u201c\u5173\u7cfb\u201d\u3002<br>2. <strong>\u6784\u5efa\uff08Construction\uff09<\/strong>\uff1a\u5c06\u5b9e\u4f53\u548c\u5173\u7cfb\u8fde\u63a5\u6210\u4e00\u4e2a\u56fe\u8c31\u3002<br>3. <strong>\u5b58\u50a8<\/strong>\uff1a\u5b58\u5165<strong>\u56fe\u6570\u636e\u5e93<\/strong>\uff08Graph DB\uff09\u3002<\/td><\/tr><tr><td><strong>\u77e5\u8bc6\u68c0\u7d22\uff08Retrieval\uff09<\/strong><\/td><td>1. <strong>\u67e5\u8be2\u5d4c\u5165<\/strong>\uff1a\u5c06\u7528\u6237\u95ee\u9898\u201c\u7ffb\u8bd1\u201d\u6210\u4e00\u4e2a\u67e5\u8be2\u5411\u91cf\u3002<br>2. <strong>\u5411\u91cf\u641c\u7d22<\/strong>\uff1a\u4f7f\u7528<strong>\u4f59\u5f26\u76f8\u4f3c\u5ea6<\/strong>\uff08Cosine Similarity\uff09\u5728\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u201c\u5939\u89d2\u201d\u6700\u5c0f\u7684 K \u4e2a\u5411\u91cf\u3002<br>3. <strong>\u8fd4\u56de<\/strong>\uff1a\u8fd4\u56de K \u4e2a<strong>\u539f\u59cb\u6587\u672c\u5757<\/strong>\uff08Top-K Chunks\uff09\u3002<\/td><td>1. <strong>\u67e5\u8be2\u89e3\u6790<\/strong>\uff1a\u5c06\u7528\u6237\u95ee\u9898\u201c\u7ffb\u8bd1\u201d\u6210\u4e00\u4e2a\u56fe\u67e5\u8be2\u8bed\u53e5 (\u5982 Cypher\uff0c\u7531 <a href=\"https:\/\/neo4j.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Neo4j \u516c\u53f8<\/a>\u5f00\u53d1\u7684\u76ee\u524d\u6700\u4e3b\u6d41\u7684\u56fe\u67e5\u8be2\u8bed\u8a00)\u3002<br>2. <strong>\u56fe\u8c31\u904d\u5386<\/strong>\uff1a\u5728\u56fe\u8c31\u4e2d\u5b9a\u4f4d\u8282\u70b9\u5e76\u6cbf\u7740\u201c\u5173\u7cfb\u201d\u8fb9\u8fdb\u884c\u904d\u5386\u3002<br>3. <strong>\u8fd4\u56de<\/strong>\uff1a\u8fd4\u56de\u4e00\u4e2a\u7cbe\u786e\u7684<strong>\u5b50\u56fe\u8c31<\/strong>\uff08Subgraph\uff09\u6216\u4e8b\u5b9e\u3002<\/td><\/tr><tr><td><strong>\u6570\u636e\u7ed3\u6784<\/strong><\/td><td>\u6241\u5e73\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u3001<strong>\u4e92\u76f8\u9694\u79bb\u7684<\/strong>\u6587\u672c\u5757\u3002<\/td><td>\u7ed3\u6784\u5316\u7684\u3001<strong>\u4e92\u76f8\u8fde\u63a5\u7684<\/strong>\u201c\u5b9e\u4f53\u201d\uff08Nodes\uff09\u4e0e\u201c\u5173\u7cfb\u201d\uff08Edges\uff09\u3002<\/td><\/tr><tr><td><strong>\u6838\u5fc3\u80fd\u529b<\/strong><\/td><td>\u8bed\u4e49\u641c\u7d22\uff08Semantic Search\uff09<\/td><td>\u591a\u8df3\u63a8\u7406\uff08Multi-hop Reasoning\uff09<\/td><\/tr><tr><td><strong>\u7b54\u6848\u8d28\u91cf<\/strong><\/td><td>\u57fa\u4e8e\u96f6\u6563\u6587\u672c\u5757\u7684\u201c<strong>\u603b\u7ed3<\/strong>\u201d\u6216\u201c<strong>\u731c\u6d4b<\/strong>\u201d\uff0c\u53ef\u80fd\u5b58\u5728\u566a\u97f3\u6216\u77db\u76fe\u3002<\/td><td>\u57fa\u4e8e\u7ed3\u6784\u5316\u4e8b\u5b9e\u7684\u201c<strong>\u7cbe\u786e\u56de\u7b54<\/strong>\u201d\uff0c\u903b\u8f91\u6e05\u6670\uff0c\u566a\u97f3\u4f4e\u3002<\/td><\/tr><tr><td><strong>\u53ef\u89e3\u91ca\u6027<\/strong><\/td><td><strong>\u8f83\u4f4e<\/strong>\u3002\uff08\u201c\u7b54\u6848\u53ef\u80fd\u6765\u81ea\u8fd9 5 \u4e2a\u6bb5\u843d\uff0c\u4f46\u4e0d\u77e5\u5982\u4f55\u7ec4\u5408\u3002\u201d\uff09<\/td><td><strong>\u6781\u9ad8<\/strong>\u3002\uff08\u201c\u7b54\u6848\u9075\u5faa\u4e86 A -> B -> C \u7684\u7cbe\u786e\u63a8\u7406\u8def\u5f84\u3002\u201d\uff09<\/td><\/tr><tr><td><strong>\u5178\u578b\u7528\u4f8b<\/strong><\/td><td>\u7b80\u5355\u7684\u6587\u6863\u95ee\u7b54\u3001\u5ba2\u670d\u673a\u5668\u4eba\u3001\u6587\u7ae0\u6458\u8981\u3002<\/td><td>\u590d\u6742\u7684\u4f01\u4e1a\u77e5\u8bc6\u63a8\u7406\u3001\u91d1\u878d\u53cd\u6b3a\u8bc8\u3001\u79d1\u7814\u3001\u4f9b\u5e94\u94fe\u5206\u6790\u3002<\/td><\/tr><tr><td><strong>\u4e3e\u4f8b<\/strong><\/td><td><strong>\u63d0\u95ee<\/strong>\uff1a\u201cXX\u9879\u76ee\u201d\u7684\u8d1f\u8d23\u4eba\u662f\u8c01\uff1f<br><strong>\u7ed3\u679c<\/strong>\uff1a\u8fd4\u56de 5 \u4e2a\u540c\u65f6\u5305\u542b\u201c\u98de\u9f99\u9879\u76ee\u201d\u548c\u201c\u8d1f\u8d23\u4eba\u201d\u7684<strong>\u6587\u672c\u6bb5\u843d<\/strong>\u3002<\/td><td><strong>\u63d0\u95ee<\/strong>\uff1a\u201cXX\u9879\u76ee\u201c\u7684\u8d1f\u8d23\u4eba\u662f\u8c01\uff1f<br><strong>\u7ed3\u679c<\/strong>\uff1a\u8fd4\u56de\u4e00\u4e2a\u7cbe\u786e\u7684<strong>\u4e8b\u5b9e<\/strong>\uff1a<br>{XX\u9879\u76ee} &#8211; [\u8d1f\u8d23\u4eba\u662f] -> {\u5f20\u4e09}<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">L2\uff1a\u8bed\u4e49\u5c42\uff08The Semantic Layer\uff09<\/h4>\n\n\n\n<p>\u8fd9\u662f\u6700\u5173\u952e\u3001\u4e5f\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u4e00\u5c42\u3002\u5b83\u662f\u6570\u636e\u548c AI \u4e4b\u95f4\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\u548c\u201c\u6cbb\u7406\u8005\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u5b83\u662f\u4e00\u4e2a\u96c6\u4e2d\u7684\u201c\u5143\u6570\u636e\u4e2d\u5fc3\u201d\uff0c\u7528\u4e8e<strong>\u6807\u51c6\u5316\u6570\u636e\u5b9a\u4e49\u548c\u6cbb\u7406\u7b56\u7565<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u4e3a\u4ec0\u4e48\u81f3\u5173\u91cd\u8981<\/strong>\uff1a\u5b83\u89e3\u51b3\u4e86\u201c\u5df4\u522b\u5854\u201d\u95ee\u9898\uff08\u7531\u5723\u7ecf\u300a\u521b\u4e16\u7eaa\u300b\u4e2d\u201c\u5df4\u522b\u5854\u201d\u6545\u4e8b\u6240\u5f15\u53d1\u7684\u8c61\u5f81\u6027\u56f0\u5883\uff0c\u5177\u4f53\u6765\u8bf4\u5c31\u662f\u7531\u4e8e\u8bed\u8a00\u4e0d\u901a\u9020\u6210\u7684\u6c9f\u901a\u969c\u788d\u548c\u5408\u4f5c\u5931\u8d25\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u60c5\u666f1\uff1a\u6ca1\u6709 L2\uff08AI \u778e\u731c\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u7528\u6237\u63d0\u95ee<\/strong>\uff1a\u4e0a\u5b63\u5ea6\u6211\u4eec\u7684\u201c\u6d3b\u8dc3\u7528\u6237\u201d\u6709\u591a\u5c11\uff1f<br><strong>AI \u7684\u56f0\u5883<\/strong>\uff1a AI \u5728\u6570\u636e\u5c42\uff08L1\uff09\u53d1\u73b0\u4e24\u4e2a\u51b2\u7a81\u7684\u5b9a\u4e49\uff1a<br>\u9500\u552e\u5e93\uff08L1\uff09\uff1aactive_users = 30\u5929\u5185<strong>\u4ed8\u8d39<\/strong>\u7684\u7528\u6237\u3002<br>\u4ea7\u54c1\u5e93\uff08L1\uff09\uff1adau = 24\u5c0f\u65f6\u5185<strong>\u767b\u5f55<\/strong>\u7684\u7528\u6237\u3002<br><strong>\u7ed3\u679c\uff1a<\/strong> AI \u5f7b\u5e95\u61f5\u4e86\uff0c\u53ea\u80fd<strong>\u778e\u731c<\/strong>\u4e00\u4e2a\uff08\u6bd4\u5982\u5b83\u731c\u4e86\u201c\u767b\u5f55\u201d\u7528\u6237\uff09\uff0c\u5bfc\u81f4\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5b8c\u5168\u9519\u8bef\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u60c5\u666f2\uff1a\u6709\u4e86 L2\uff08AI \u67e5\u5b57\u5178\uff09\uff1a\n<ul class=\"wp-block-list\">\n<li>L2 \u662f\u4e00\u4e2a\u7531<strong>\u4eba\u7c7b\u4e13\u5bb6<\/strong>\u9884\u5148\u5b9a\u4e49\u597d\u7684\u201c<strong>\u6743\u5a01\u4e1a\u52a1\u8bcd\u5178<\/strong>\u201d\u3002AI \u4e0d\u518d\u9700\u8981\u731c\u6d4b\u3002<br>\u5728\u8fd9\u4e2a\u201c\u8bcd\u5178\u201d\u91cc\uff0c\u4eba\u7c7b\u5df2\u7ecf\u5199\u660e\u4e86\u4e00\u6761\u201c\u552f\u4e00\u4e8b\u5b9e\u201d\uff1a<br>\u201c\u6d3b\u8dc3\u7528\u6237\u201d\uff08\u4e1a\u52a1\u672f\u8bed\uff09= 30\u5929\u5185\u4ed8\u8d39\u7684\u7528\u6237\uff08\u4e1a\u52a1\u5b9a\u4e49\uff09 = [\u6267\u884c\u8fd9\u6761 SQL \u67e5\u8be2 sales_db]<br><strong>\u73b0\u5728 AI \u7684\u5de5\u4f5c\u6d41\u88ab\u5f7b\u5e95\u6539\u53d8\u4e86<\/strong>\uff1a<br><strong>AI \u5148\u5411 L2 \u63d0\u95ee\uff1a<\/strong>\u201c\u6d3b\u8dc3\u7528\u6237\u201d\u7684\u5b9a\u4e49\u662f\u4ec0\u4e48\uff1f<br><strong>L2 \u54cd\u5e94\uff1a<\/strong>\u8fd9\u662f\u201c\u6d3b\u8dc3\u7528\u6237\u201d\u7684\u552f\u4e00\u5b9a\u4e49\uff0c\u4ee5\u53ca\u5b83\u7684<strong> SQL \u67e5\u8be2\u8bed\u53e5<\/strong>\u3002<br><strong>AI \u6267\u884c L1\uff1a<\/strong> AI \u62ff\u7740 L2 \u7ed9\u7684\u201c\u6807\u51c6\u7b54\u6848\u201dSQL\uff0c\u53bb L1 \u7684 sales_db \u4e2d\u6267\u884c\uff0c\u5f97\u5230 100% \u51c6\u786e\u7684\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u603b\u7ed3\uff1a<\/strong> L2 \u8bed\u4e49\u5c42<strong>\u4e0d\u5b58\u6570\u636e<\/strong>\uff0c\u53ea\u5b58<strong>\u201c\u5b9a\u4e49\u201d\u548c\u201c\u6743\u5a01\u6307\u4ee4\u201d<\/strong>\u3002\u5b83\u786e\u4fdd\u4e86 Agent \u5728\u9762\u5bf9\u590d\u6742\u4e1a\u52a1\u65f6\uff0c\u5176\u884c\u4e3a 100% \u53ef\u63a7\u3001\u53ef\u9884\u6d4b\uff0c\u5e76\u59cb\u7ec8\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u7684\u4e1a\u52a1\u53e3\u5f84\u4fdd\u6301\u4e00\u81f4\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">L3\uff1a\u4ee3\u7406\u4e0e\u7f16\u6392\u5c42\uff08The Agentic Layer\uff09<\/h4>\n\n\n\n<p>\u8fd9\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u201c\u6307\u6325\u4e2d\u5fc3\u201d\u548c\u201cCPU\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\u8fd9\u662f Agent \u672c\u8eab\u6240\u5728\u7684\u5730\u65b9\u3002\u5b83\u8d1f\u8d23\u63a5\u6536\u7528\u6237\u76ee\u6807\uff0c\u5e76\u6267\u884c\u4e0a\u6587\u63d0\u5230\u7684\u201c\u56db\u5927\u7b56\u7565\u201d\uff08\u5199\u5165\u3001\u538b\u7f29\u3001\u9694\u79bb\u3001\u9009\u62e9\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5982\u4f55\u6784\u5efa<\/strong>\uff1a\u4f7f\u7528 LangChain \u7684 LangGraph\u3001LlamaIndex \u7684 Workflows \u3001 Anthropic \u63d0\u51fa\u7684\u201c\u89c4\u8303\u9a71\u52a8\u5de5\u4f5c\u6d41\u201d\u6216\u81ea\u884c\u5f00\u53d1\u6765\u7f16\u6392 Agent \u7684\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>\u4e3e\u4f8b\uff08\u4e09\u5c42\u8054\u52a8\uff09<\/strong>\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u76ee\u6807<\/strong>\uff1a\u7528\u6237\u8981\u6c42\u201c\u603b\u7ed3\u4e00\u4e0b\u2018XX\u9879\u76ee\u2019\u7684\u98ce\u9669\u201d\u3002<\/li>\n\n\n\n<li><strong>\u67e5\u8be2 L2\uff08\u8bed\u4e49\u5c42\uff09<\/strong>\uff1aAgent \u9996\u5148\u8bbf\u95ee L2\uff0c\u67e5\u8be2\u201cXX\u9879\u76ee\u201d\u548c\u201c\u98ce\u9669\u201d\u7684\u5b9a\u4e49\u3002L2 \u544a\u8bc9\u5b83\uff1a\u201c\u76f8\u5173\u6570\u636e\u5728\u77e5\u8bc6\u56fe\u8c31A\uff08\u67e5\u72b6\u6001\uff09\u548c Jira API B\uff08\u67e5Bugs\uff09\u201d\u3002<\/li>\n\n\n\n<li><strong>\u9009\u62e9\uff08L3\uff09<\/strong>\uff1aAgent \u9009\u62e9\u5e76\u8c03\u7528 GraphRAG \u5de5\u5177\u548c Jira \u5de5\u5177\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\uff08L1\uff09<\/strong>\uff1a\u5b83\u4ece L1 \u7684\u77e5\u8bc6\u56fe\u8c31\u4e2d\u62c9\u53d6\u2018XX\u9879\u76ee\u2019\u7684\u72b6\u6001\uff0c\u5e76\u8c03\u7528 Jira API \u83b7\u53d6\u6700\u65b0\u7684 Bug \u62a5\u544a\u3002<\/li>\n\n\n\n<li><strong>\u5199\u5165\/\u538b\u7f29\uff08L3\uff09<\/strong>\uff1a\u5b83\u5f97\u5230\u4e86\u4e24\u4e2a\u5de8\u5927\u7684 JSON \u54cd\u5e94\u3002\u5b83\u4f7f\u7528\u201cWrite\u201d\u7b56\u7565\u5c06\u5b83\u4eec\u653e\u5165\u201c\u6682\u5b58\u5668\u201d\uff0c\u5e76\u4f7f\u7528\u201cCompress\u201d\u7b56\u7565\u5c06\u5176\u603b\u7ed3\u4e3a\u51e0\u4e2a\u5173\u952e\u98ce\u9669\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u54cd\u5e94<\/strong>\uff1a\u6700\u540e\uff0c\u5b83\u57fa\u4e8e\u8fd9\u4e9b\u7cbe\u70bc\u8fc7\u7684\u201c\u9ad8\u4fe1\u53f7\u201d\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u4e00\u4efd\u51c6\u786e\u7684\u603b\u7ed3\u62a5\u544a\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3<\/h3>\n\n\n\n<p>\u4ece\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u5230\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u7684\u8f6c\u53d8\uff0c\u6807\u5fd7\u7740\u6211\u4eec\u4ece\u201c<strong>\u4e0e AI \u804a\u5929\u7684\u4eba<\/strong>\u201d\u8fdb\u5316\u4e3a\u201c<strong>AI \u7cfb\u7edf\u67b6\u6784\u5e08<\/strong>\u201d\u3002<\/p>\n\n\n\n<p><strong>\u63d0\u793a\u5de5\u7a0b\u7ed9\u4f60\u5e26\u6765\u66f4\u597d\u7684\u95ee\u9898\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7ed9\u4f60\u5e26\u6765\u66f4\u597d\u7684\u7cfb\u7edf<\/strong>\u3002<\/p>\n\n\n\n<p>AI \u5e94\u7528\u5f00\u53d1\u4e0d\u518d\u662f\u6bd4\u62fc\u8c01\u7684\u63d0\u793a\u8bcd\u5199\u5f97\u66f4\u5de7\u5999\uff0c\u800c\u662f\u6bd4\u62fc\u8c01\u80fd\u6784\u5efa\u51fa\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u9760\u7684\u4e0a\u4e0b\u6587\u4f9b\u7ed9\u7cfb\u7edf\u3002\u8fd9\u4e0d\u518d\u662f\u4e00\u4e2a\u201c\u63d0\u793a\u201d\u95ee\u9898\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c<strong>\u67b6\u6784<\/strong>\u201d\u95ee\u9898\uff0c\u4f8b\u5982\u6784\u5efa\u4e00\u4e2a\u4e09\u5c42\u67b6\u6784\uff0c\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u5229\u7528\u8bed\u4e49\u5c42\u5b9e\u73b0\u6cbb\u7406\u548c\u7edf\u4e00\u7406\u89e3\u7b49\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b66\u4e60\u8d44\u6599\u63a8\u8350\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic \u5bf9\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u89e3\u6790\uff08\u6743\u5a01\u6587\u7ae0\uff09\uff1a<a href=\"https:\/\/www.anthropic.com\/engineering\/effective-context-engineering-for-ai-agents\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>LangChain \u4ee5\u5f00\u53d1\u8005\u89c6\u89d2\u5bf9\u4e0a\u4e0b\u6587\u5de5\u7a0b\u505a\u4e86\u6218\u672f\u89e3\u6790\uff08\u5e72\u8d27\uff09\uff1a<a href=\"https:\/\/blog.langchain.com\/context-engineering-for-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>LlamaIndex \u4ece\u6570\u636e\u6846\u67b6\u548c RAG \u89d2\u5ea6\u63a2\u8ba8\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a<a href=\"https:\/\/www.llamaindex.ai\/blog\/context-engineering-what-it-is-and-techniques-to-consider\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>Analytics Vidhya \u62c6\u89e3\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5e38\u7528\u7ec4\u4ef6\u548c\u5b9e\u8df5\u6307\u5357\uff1a<a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/07\/context-engineering\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.humanlayer.dev\/\" target=\"_blank\" rel=\"noreferrer noopener\">Human Layer<\/a> \u521b\u59cb\u4eba Dex\uff0c\u4ece\u4e00\u4e2a\u8d44\u6df1 AI \u5de5\u7a0b\u5e08\u548c YC \u521b\u59cb\u4eba\u7684\u89c6\u89d2\uff0c\u4ecb\u7ecd\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5b9e\u6218\u7ecf\u9a8c\uff1a<a href=\"https:\/\/www.youtube.com\/watch?v=IS_y40zY-hc\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>\u6d45\u663e\u6613\u61c2\u5730\u4e86\u89e3\u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u89c6\u9891\uff1a<a href=\"https:\/\/www.youtube.com\/watch?v=jLuwLJBQkIs\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>\u4e00\u7bc7\u5168\u9762\u3001\u6df1\u5ea6\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u8bba\u6587\uff1a<a href=\"https:\/\/arxiv.org\/html\/2507.13334v2\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n\n\n\n<li>\u4fa7\u91cd\u4ecb\u7ecd\u4e86 RAG \u7684\u8fdb\u9636\uff0cGraphRAG\uff1a<a href=\"https:\/\/towardsdatascience.com\/beyond-rag\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u539f\u6587\u94fe\u63a5<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u8ba9\u4f60\u7684 AI \u5dee\u65c5\u52a9\u624b\u201c\u5c0f\u667a\u201d\u53bb\u201c\u9884\u8ba2\u4e0b\u4e2a\u6708\u53bb\u671d\u9633\u5f00\u4f1a\u7684\u9152\u5e97\u201d\u3002 \u51e0\u79d2\u949f\u540e\uff0c\u5b83\u56de\u590d\uff1a\u201c\u641e\u5b9a\uff01\u6211\u4e3a\u60a8 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":140,"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":"","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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