{"id":63229,"date":"2026-01-21T16:57:20","date_gmt":"2026-01-21T08:57:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/63229.html"},"modified":"2026-01-21T16:57:20","modified_gmt":"2026-01-21T08:57:20","slug":"%e7%ac%ac%e4%b9%9d%e7%ab%a0-agent%e4%b8%8a%e4%b8%8b%e6%96%87%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/63229.html","title":{"rendered":"\u7b2c\u4e5d\u7ae0 agent\u4e0a\u4e0b\u6587\u5de5\u7a0b"},"content":{"rendered":"

\u7b2c\u4e5d\u7ae0 \u4e0a\u4e0b\u6587\u5de5\u7a0b<\/h3>\n

9.1 \u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/h4>\n

\u5728\u7ecf\u5386\u4e86\u6570\u5e74\u63d0\u793a\u5de5\u7a0b（Prompt Engineering）\u6210\u4e3a\u5e94\u7528\u578bAI\u7684\u7126\u70b9\u4e4b\u540e，\u4e00\u4e2a\u65b0\u7684\u672f\u8bed\u5f00\u59cb\u8d70\u5230\u53f0\u524d：\u4e0a\u4e0b\u6587\u5de5\u7a0b（Context Engineering）\u3002\u5982\u4eca，\u7528\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u7cfb\u7edf\u4e0d\u518d\u53ea\u662f\u627e\u5bf9\u63d0\u793a\u8bcd\u91cc\u7684\u53e5\u5f0f\u548c\u63aa\u8f9e，\u800c\u662f\u8981\u56de\u7b54\u4e00\u4e2a\u66f4\u5b8f\u89c2\u7684\u95ee\u9898：\u4ec0\u4e48\u6837\u7684\u4e0a\u4e0b\u6587\u914d\u7f6e，\u6700\u6709\u53ef\u80fd\u8ba9\u6a21\u578b\u4ea7\u51fa\u6211\u4eec\u671f\u671b\u7684\u884c\u4e3a？<\/p>\n

9.2\u4e3a\u4ec0\u4e48\u4e0a\u4e0b\u6587\u5de5\u7a0b\u91cd\u8981<\/h4>\n

\u9488\u5806\u627e\u9488（needle-in-a-haystack）\u7c7b\u57fa\u51c6\u63ed\u793a\u4e86\u4e00\u4e2a\u73b0\u8c61：\u4e0a\u4e0b\u6587\u8150\u8680（context rot）\u2014\u2014\u968f\u7740\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u7684 tokens \u589e\u52a0，\u6a21\u578b\u4ece\u4e0a\u4e0b\u6587\u4e2d\u51c6\u786e\u56de\u5fc6\u4fe1\u606f\u7684\u80fd\u529b\u53cd\u800c\u4e0b\u964d\u3002 \u4e0a\u4e0b\u6587\u5fc5\u987b\u88ab\u89c6\u4f5c\u4e00\u79cd\u6709\u9650\u8d44\u6e90，\u4e14\u5177\u6709\u8fb9\u9645\u6536\u76ca\u9012\u51cf\u3002\u5c31\u50cf\u4eba\u7c7b\u6709\u6709\u9650\u7684\u5de5\u4f5c\u8bb0\u5fc6\u5bb9\u91cf\u4e00\u6837，LLM \u4e5f\u6709\u4e00\u7b14\u201c\u6ce8\u610f\u529b\u9884\u7b97\u201d\u3002\u6bcf\u65b0\u589e\u4e00\u4e2a token，\u90fd\u4f1a\u6d88\u8017\u8fd9\u7b14\u9884\u7b97\u7684\u4e00\u90e8\u5206，\u56e0\u6b64\u6211\u4eec\u66f4\u9700\u8981\u8c28\u614e\u5730\u7b5b\u9009\u54ea\u4e9b tokens \u5e94\u8be5\u88ab\u63d0\u4f9b\u7ed9 LLM\u3002 \u4e3a\u4ec0\u4e48\u4f1a\u5bfc\u81f4\u8fd9\u79cd\u73b0\u8c61？ \u56e0\u4e3atransformer Transformer \u8ba9\u6bcf\u4e2a token \u80fd\u591f\u4e0e\u4e0a\u4e0b\u6587\u4e2d\u7684\u6240\u6709 token \u5efa\u7acb\u5173\u8054，\u7406\u8bba\u4e0a\u5f62\u6210 (n^2) \u7ea7\u522b\u7684\u4e24\u4e24\u6ce8\u610f\u529b\u5173\u7cfb，\u968f\u7740\u4e0a\u4e0b\u6587\u957f\u5ea6\u589e\u957f，\u6a21\u578b\u5bf9\u8fd9\u4e9b\u4e24\u4e24\u5173\u7cfb\u7684\u5efa\u6a21\u80fd\u529b\u4f1a\u88ab\u201c\u62c9\u8584\u201d，\u4ece\u800c\u81ea\u7136\u5730\u4ea7\u751f\u201c\u4e0a\u4e0b\u6587\u89c4\u6a21\u201d\u4e0e\u201c\u6ce8\u610f\u529b\u96c6\u4e2d\u5ea6\u201d\u7684\u5f20\u529b<\/p>\n

9.2.1 \u6709\u6548\u4e0a\u4e0b\u6587\u7684\u201c\u89e3\u5256\u5b66\u201d<\/h4>\n

\u5728\u201c\u6709\u9650\u6ce8\u610f\u529b\u9884\u7b97\u201d\u7684\u7ea6\u675f\u4e0b，\u4f18\u79c0\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u76ee\u6807\u662f：\u7528\u5c3d\u53ef\u80fd\u5c11\u3001\u4f46\u9ad8\u4fe1\u53f7\u5bc6\u5ea6\u7684 tokens，\u6700\u5927\u5316\u83b7\u5f97\u671f\u671b\u7ed3\u679c\u7684\u6982\u7387\u3002\u843d\u5b9e\u5230\u5b9e\u8df5\u4e2d，\u6211\u4eec\u5efa\u8bae\u56f4\u7ed5\u4ee5\u4e0b\u7ec4\u4ef6\u5f00\u5c55\u5de5\u7a0b\u5316\u5efa\u8bbe：<\/p>\n

**\u7cfb\u7edf\u63d0\u793a（System Prompt）：**\u8bed\u8a00\u6e05\u6670\u3001\u76f4\u767d，\u4fe1\u606f\u5c42\u7ea7\u628a\u63e1\u5728\u201c\u521a\u521a\u597d\u201d\u7684\u9ad8\u5ea6\u3002\u5e38\u89c1\u4e24\u6781\u8bef\u533a： \u5de5\u5177（Tools）：\u5de5\u5177\u5b9a\u4e49\u4e86\u667a\u80fd\u4f53\u4e0e\u4fe1\u606f\/\u884c\u52a8\u7a7a\u95f4\u7684\u5951\u7ea6，\u5fc5\u987b\u4fc3\u8fdb\u6548\u7387：\u65e2\u8981\u8fd4\u56detoken \u53cb\u597d\u7684\u4fe1\u606f，\u53c8\u8981\u9f13\u52b1\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u3002\u5de5\u5177\u5e94\u5f53：<\/p>\n

**\u793a\u4f8b（Few-shot）：**\u59cb\u7ec8\u63a8\u8350\u63d0\u4f9b\u793a\u4f8b，\u4f46\u4e0d\u5efa\u8bae\u628a\u201c\u6240\u6709\u8fb9\u754c\u6761\u4ef6\u201d\u7684\u7f57\u5217\u4e00\u80a1\u8111\u585e\u8fdb\u63d0\u793a\u3002\u8bf7\u7cbe\u6311\u7ec6\u9009\u4e00\u7ec4\u591a\u6837\u4e14\u5178\u578b\u7684\u793a\u4f8b，\u76f4\u63a5\u753b\u50cf\u201c\u671f\u671b\u884c\u4e3a\u201d\u3002\u5bf9 LLM \u800c\u8a00，\u597d\u7684\u793a\u4f8b\u80dc\u8fc7\u5343\u8a00\u4e07\u8bed\u3002<\/p>\n

9.2.2 \u4e0a\u4e0b\u6587\u68c0\u7d22\u4e0e\u667a\u80fd\u4f53\u5f0f\u641c\u7d22<\/h4>\n

\u5de5\u7a0b\u5b9e\u8df5\u6b63\u5728\u4ece\u201c\u63a8\u7406\u524d\u4e00\u6b21\u6027\u68c0\u7d22（embedding \u68c0\u7d22）\u201d\u9010\u6b65\u8fc7\u6e21\u5230\u201c\u53ca\u65f6（Just-in-time, JIT）\u4e0a\u4e0b\u6587\u201d\u3002\u540e\u8005\u4e0d\u518d\u9884\u5148\u52a0\u8f7d\u6240\u6709\u76f8\u5173\u6570\u636e，\u800c\u662f\u7ef4\u62a4\u8f7b\u91cf\u5316\u5f15\u7528（\u6587\u4ef6\u8def\u5f84\u3001\u5b58\u50a8\u67e5\u8be2\u3001URL \u7b49），\u5728\u8fd0\u884c\u65f6\u901a\u8fc7\u5de5\u5177\u52a8\u6001\u52a0\u8f7d\u6240\u9700\u6570\u636e\u3002\u8fd9\u6837\u53ef\u8ba9\u6a21\u578b\u64b0\u5199\u9488\u5bf9\u6027\u67e5\u8be2\u3001\u7f13\u5b58\u5fc5\u8981\u7ed3\u679c，\u5e76\u7528\u8bf8\u5982 head\/tail \u4e4b\u7c7b\u7684\u547d\u4ee4\u5206\u6790\u5927\u4f53\u91cf\u6570\u636e\u2014\u2014\u65e0\u9700\u628a\u6574\u5757\u6570\u636e\u4e00\u6b21\u6027\u585e\u5165\u4e0a\u4e0b\u6587\u3002\u5176\u8ba4\u77e5\u6a21\u5f0f\u66f4\u8d34\u8fd1\u4eba\u7c7b：\u6211\u4eec\u4e0d\u4f1a\u6b7b\u8bb0\u786c\u80cc\u5168\u90e8\u4fe1\u606f，\u800c\u662f\u7528\u6587\u4ef6\u7cfb\u7edf\u3001\u6536\u4ef6\u7bb1\u3001\u4e66\u7b7e\u7b49\u5916\u90e8\u7d22\u5f15\u6309\u9700\u63d0\u53d6\u3002 \u5141\u8bb8\u667a\u80fd\u4f53\u81ea\u4e3b\u5bfc\u822a\u4e0e\u68c0\u7d22\u8fd8\u80fd\u5b9e\u73b0\u6e10\u8fdb\u5f0f\u62ab\u9732（progressive disclosure）：\u6bcf\u4e00\u6b65\u4ea4\u4e92\u90fd\u4f1a\u4ea7\u751f\u65b0\u7684\u4e0a\u4e0b\u6587，\u53cd\u8fc7\u6765\u6307\u5bfc\u4e0b\u4e00\u6b65\u51b3\u7b56\u2014\u2014\u6587\u4ef6\u5927\u5c0f\u6697\u793a\u590d\u6742\u5ea6\u3001\u547d\u540d\u6697\u793a\u7528\u9014\u3001\u65f6\u95f4\u6233\u6697\u793a\u76f8\u5173\u6027\u3002\u667a\u80fd\u4f53\u5f97\u4ee5\u6309\u5c42\u6784\u5efa\u7406\u89e3，\u53ea\u5728\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u4fdd\u7559\u201c\u5f53\u524d\u5fc5\u8981\u5b50\u96c6\u201d，\u5e76\u7528\u201c\u8bb0\u7b14\u8bb0\u201d\u7684\u65b9\u5f0f\u505a\u8865\u5145\u6301\u4e45\u5316，\u4ece\u800c\u7ef4\u6301\u805a\u7126\u800c\u975e\u201c\u88ab\u5927\u800c\u5168\u62d6\u57ae\u201d\u3002<\/p>\n

9.2.3 \u9762\u5411\u957f\u65f6\u7a0b\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/h4>\n

\u4e3b\u8981\u6709\u4e09\u79cd\u624b\u6bb5： 1\u3001\u538b\u7f29\u6574\u5408（Compaction） \u5b9a\u4e49：\u5f53\u5bf9\u8bdd\u63a5\u8fd1\u4e0a\u4e0b\u6587\u4e0a\u9650\u65f6，\u5bf9\u5176\u8fdb\u884c\u9ad8\u4fdd\u771f\u603b\u7ed3，\u5e76\u7528\u8be5\u6458\u8981\u91cd\u542f\u4e00\u4e2a\u65b0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3，\u4ee5\u7ef4\u6301\u957f\u7a0b\u8fde\u8d2f\u6027\u3002 \u5b9e\u8df5：\u8ba9\u6a21\u578b\u538b\u7f29\u5e76\u4fdd\u7559\u67b6\u6784\u6027\u51b3\u7b56\u3001\u672a\u89e3\u51b3\u7f3a\u9677\u3001\u5b9e\u73b0\u7ec6\u8282，\u4e22\u5f03\u91cd\u590d\u7684\u5de5\u5177\u8f93\u51fa\u4e0e\u566a\u58f0；\u65b0\u7a97\u53e3\u643a\u5e26\u538b\u7f29\u6458\u8981 + \u6700\u8fd1\u5c11\u91cf\u9ad8\u76f8\u5173\u5de5\u4ef6（\u5982\u201c\u6700\u8fd1\u8bbf\u95ee\u7684\u82e5\u5e72\u6587\u4ef6\u201d）\u3002 \u8c03\u53c2\u5efa\u8bae：\u5148\u4f18\u5316\u53ec\u56de（\u786e\u4fdd\u4e0d\u9057\u6f0f\u5173\u952e\u4fe1\u606f），\u518d\u4f18\u5316\u7cbe\u786e\u5ea6（\u5254\u9664\u5197\u4f59\u5185\u5bb9）；\u4e00\u79cd\u5b89\u5168\u7684\u201c\u8f7b\u89e6\u5f0f\u201d\u538b\u7f29\u662f\u5bf9\u201c\u6df1\u5386\u53f2\u4e2d\u7684\u5de5\u5177\u8c03\u7528\u4e0e\u7ed3\u679c\u201d\u8fdb\u884c\u6e05\u3002<\/p>\n

2\u3001\u7ed3\u6784\u5316\u7b14\u8bb0（Structured note-taking） **\u5b9a\u4e49：**\u4e5f\u79f0\u201c\u667a\u80fd\u4f53\u8bb0\u5fc6\u201d\u3002\u667a\u80fd\u4f53\u4ee5\u56fa\u5b9a\u9891\u7387\u5c06\u5173\u952e\u4fe1\u606f\u5199\u5165\u4e0a\u4e0b\u6587\u5916\u7684\u6301\u4e45\u5316\u5b58\u50a8，\u5728\u540e\u7eed\u9636\u6bb5\u6309\u9700\u62c9\u56de\u3002 **\u4ef7\u503c：**\u4ee5\u6781\u4f4e\u7684\u4e0a\u4e0b\u6587\u5f00\u9500\u7ef4\u6301\u6301\u4e45\u72b6\u6001\u4e0e\u4f9d\u8d56\u5173\u7cfb\u3002\u4f8b\u5982\u7ef4\u62a4 TODO \u5217\u8868\u3001\u9879\u76ee NOTES.md\u3001\u5173\u952e\u7ed3\u8bba\/\u4f9d\u8d56\/\u963b\u585e\u9879\u7684\u7d22\u5f15，\u8de8\u6570\u5341\u6b21\u5de5\u5177\u8c03\u7528\u4e0e\u591a\u8f6e\u4e0a\u4e0b\u6587\u91cd\u7f6e\u4ecd\u80fd\u4fdd\u6301\u8fdb\u5ea6\u4e0e\u4e00\u81f4\u6027\u3002 \u8bf4\u660e：\u5728\u975e\u7f16\u7801\u573a\u666f\u4e2d\u540c\u6837\u6709\u6548（\u5982\u957f\u671f\u7b56\u7565\u6027\u4efb\u52a1\u3001\u6e38\u620f\/\u4eff\u771f\u4e2d\u7684\u76ee\u6807\u7ba1\u7406\u4e0e\u7edf\u8ba1\u8ba1\u6570）\u3002\u7ed3\u5408\u7b2c\u516b\u7ae0\u7684 MemoryTool，\u53ef\u8f7b\u677e\u5b9e\u73b0\u6587\u4ef6\u5f0f\/\u5411\u91cf\u5f0f\u7684\u5916\u90e8\u8bb0\u5fc6\u5e76\u5728\u8fd0\u884c\u65f6\u68c0\u7d22\u3002<\/p>\n

3\u3001\u5b50\u4ee3\u7406\u67b6\u6784（Sub-agent architectures） \u601d\u60f3：\u7531\u4e3b\u4ee3\u7406\u8d1f\u8d23\u9ad8\u5c42\u89c4\u5212\u4e0e\u7efc\u5408，\u591a\u4e2a\u4e13\u957f\u5b50\u4ee3\u7406\u5728\u201c\u5e72\u51c0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u4e2d\u5404\u81ea\u6df1\u6316\u3001\u8c03\u7528\u5de5\u5177\u5e76\u63a2\u7d22，\u6700\u540e\u4ec5\u56de\u4f20\u51dd\u7ec3\u6458\u8981（\u5e38\u89c1 1,000\u20132,000 tokens）\u3002 **\u597d\u5904：**\u5b9e\u73b0\u5173\u6ce8\u70b9\u5206\u79bb\u3002\u5e9e\u6742\u7684\u641c\u7d22\u4e0a\u4e0b\u6587\u7559\u5728\u5b50\u4ee3\u7406\u5185\u90e8，\u4e3b\u4ee3\u7406\u4e13\u6ce8\u4e8e\u6574\u5408\u4e0e\u63a8\u7406；\u9002\u5408\u9700\u8981\u5e76\u884c\u63a2\u7d22\u7684\u590d\u6742\u7814\u7a76\/\u5206\u6790\u4efb\u52a1\u3002 **\u7ecf\u9a8c：**\u516c\u5f00\u7684\u591a\u667a\u80fd\u4f53\u7814\u7a76\u7cfb\u7edf\u663e\u793a，\u8be5\u6a21\u5f0f\u5728\u590d\u6742\u7814\u7a76\u4efb\u52a1\u4e0a\u76f8\u8f83\u5355\u4ee3\u7406\u57fa\u7ebf\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\u65b9\u6cd5\u53d6\u820d\u53ef\u4ee5\u9075\u5faa\u4ee5\u4e0b\u7ecf\u9a8c\u6cd5\u5219：<\/p>\n

\u538b\u7f29\u6574\u5408：\u9002\u5408\u9700\u8981\u957f\u5bf9\u8bdd\u8fde\u7eed\u6027\u7684\u4efb\u52a1，\u5f3a\u8c03\u4e0a\u4e0b\u6587\u7684\u201c\u63a5\u529b\u201d\u3002 \u7ed3\u6784\u5316\u7b14\u8bb0：\u9002\u5408\u6709\u91cc\u7a0b\u7891\/\u9636\u6bb5\u6027\u6210\u679c\u7684\u8fed\u4ee3\u5f0f\u5f00\u53d1\u4e0e\u7814\u7a76\u3002 \u5b50\u4ee3\u7406\u67b6\u6784：\u9002\u5408\u590d\u6742\u7814\u7a76\u4e0e\u5206\u6790，\u80fd\u4ece\u5e76\u884c\u63a2\u7d22\u4e2d\u83b7\u76ca\u3002<\/p>\n

9.3 \u5728 Hello-Agents \u4e2d\u7684\u5b9e\u8df5：ContextBuilder<\/h3>\n

\u5728\u6784\u5efa ContextBuilder \u4e4b\u524d，\u6211\u4eec\u9996\u5148\u9700\u8981\u660e\u786e\u5176\u8bbe\u8ba1\u76ee\u6807\u548c\u6838\u5fc3\u4ef7\u503c\u3002\u4e00\u4e2a\u4f18\u79c0\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u7cfb\u7edf\u5e94\u8be5\u89e3\u51b3\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u95ee\u9898：<\/p>\n

\u7edf\u4e00\u5165\u53e3：\u5c06"\u83b7\u53d6(Gather)- \u9009\u62e9(Select)- \u7ed3\u6784\u5316(Structure)- \u538b\u7f29(Compress)"\u62bd\u8c61\u4e3a\u53ef\u590d\u7528\u6d41\u6c34\u7ebf，\u51cf\u5c11\u5728 Agent \u5b9e\u73b0\u4e2d\u7684\u91cd\u590d\u6a21\u677f\u4ee3\u7801\u3002\u8fd9\u79cd\u7edf\u4e00\u7684\u63a5\u53e3\u8bbe\u8ba1\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5728\u6bcf\u4e2a Agent \u4e2d\u91cd\u590d\u7f16\u5199\u4e0a\u4e0b\u6587\u7ba1\u7406\u903b\u8f91\u3002<\/p>\n

\u7a33\u5b9a\u5f62\u6001：\u8f93\u51fa\u56fa\u5b9a\u9aa8\u67b6\u7684\u4e0a\u4e0b\u6587\u6a21\u677f，\u4fbf\u4e8e\u8c03\u8bd5\u3001A\/B \u6d4b\u8bd5\u4e0e\u8bc4\u4f30\u3002\u6211\u4eec\u91c7\u7528\u4e86\u5206\u533a\u7ec4\u7ec7\u7684\u6a21\u677f\u7ed3\u6784：<\/p>\n

[Role & Policies]：\u660e\u786e Agent \u7684\u89d2\u8272\u5b9a\u4f4d\u548c\u884c\u4e3a\u51c6\u5219 [Task]：\u5f53\u524d\u9700\u8981\u5b8c\u6210\u7684\u5177\u4f53\u4efb\u52a1 [State]：Agent \u7684\u5f53\u524d\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f [Evidence]：\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u7684\u8bc1\u636e\u4fe1\u606f [Context]：\u5386\u53f2\u5bf9\u8bdd\u548c\u76f8\u5173\u8bb0\u5fc6 [Output]：\u671f\u671b\u7684\u8f93\u51fa\u683c\u5f0f\u548c\u8981\u6c42<\/p>\n

9.3.3 GSSC \u6d41\u6c34\u7ebf\u8be6\u89e3<\/h4>\n

ContextBuilder \u7684\u6838\u5fc3\u662f GSSC(Gather-Select-Structure-Compress)\u6d41\u6c34\u7ebf，\u5b83\u5c06\u4e0a\u4e0b\u6587\u6784\u5efa\u8fc7\u7a0b\u5206\u89e3\u4e3a\u56db\u4e2a\u6e05\u6670\u7684\u9636\u6bb5\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u6bcf\u4e2a\u9636\u6bb5\u7684\u5b9e\u73b0\u7ec6\u8282\u3002 （1）Gather：\u591a\u6e90\u4fe1\u606f\u6c47\u96c6 \u8fd9\u4e2a\u5b9e\u73b0\u5c55\u793a\u4e86\u51e0\u4e2a\u91cd\u8981\u7684\u8bbe\u8ba1\u8003\u8651：<\/p>\n

\u5bb9\u9519\u673a\u5236：\u6bcf\u4e2a\u5916\u90e8\u6570\u636e\u6e90\u7684\u8c03\u7528\u90fd\u88ab try-except \u5305\u88f9，\u786e\u4fdd\u5355\u4e2a\u6e90\u7684\u5931\u8d25\u4e0d\u4f1a\u5f71\u54cd\u6574\u4f53\u6d41\u7a0b \u4f18\u5148\u7ea7\u5904\u7406：\u7cfb\u7edf\u6307\u4ee4\u88ab\u6807\u8bb0\u4e3a\u9ad8\u4f18\u5148\u7ea7，\u786e\u4fdd\u59cb\u7ec8\u88ab\u4fdd\u7559 \u5386\u53f2\u9650\u5236：\u5bf9\u8bdd\u5386\u53f2\u53ea\u4fdd\u7559\u6700\u8fd1\u7684\u51e0\u6761，\u907f\u514d\u4e0a\u4e0b\u6587\u7a97\u53e3\u88ab\u5386\u53f2\u4fe1\u606f\u5360\u636e<\/p>\n

（2）Select：\u667a\u80fd\u4fe1\u606f\u9009\u62e9 \u7b2c\u4e8c\u9636\u6bb5\u662f\u6839\u636e\u76f8\u5173\u6027\u548c\u65b0\u8fd1\u6027\u5bf9\u5019\u9009\u4fe1\u606f\u8fdb\u884c\u8bc4\u5206\u548c\u9009\u62e9\u3002\u8fd9\u662f\u6574\u4e2a\u6d41\u6c34\u7ebf\u7684\u6838\u5fc3，\u76f4\u63a5\u51b3\u5b9a\u4e86\u6700\u7ec8\u4e0a\u4e0b\u6587\u7684\u8d28\u91cf\u3002 \u8bc4\u5206\u673a\u5236：\u91c7\u7528\u76f8\u5173\u6027\u548c\u65b0\u8fd1\u6027\u7684\u52a0\u6743\u7ec4\u5408，\u6743\u91cd\u53ef\u914d\u7f6e \u8d2a\u5fc3\u7b97\u6cd5：\u6309\u5206\u6570\u4ece\u9ad8\u5230\u4f4e\u586b\u5145，\u786e\u4fdd\u5728\u6709\u9650\u9884\u7b97\u5185\u9009\u62e9\u6700\u6709\u4ef7\u503c\u7684\u4fe1\u606f \u8fc7\u6ee4\u673a\u5236：\u901a\u8fc7 min_relevance \u53c2\u6570\u8fc7\u6ee4\u4f4e\u8d28\u91cf\u4fe1\u606f<\/p>\n

（3）Structure：\u7ed3\u6784\u5316\u8f93\u51fa<\/p>\n

\u7b2c\u4e09\u9636\u6bb5\u662f\u5c06\u9009\u4e2d\u7684\u4fe1\u606f\u7ec4\u7ec7\u6210\u7ed3\u6784\u5316\u7684\u4e0a\u4e0b\u6587\u6a21\u677f\u3002 \u53ef\u8bfb\u6027：\u6e05\u6670\u7684\u5206\u533a\u8ba9\u4eba\u7c7b\u548c\u6a21\u578b\u90fd\u66f4\u5bb9\u6613\u7406\u89e3\u4e0a\u4e0b\u6587\u7ed3\u6784 \u53ef\u8c03\u8bd5\u6027：\u95ee\u9898\u5b9a\u4f4d\u66f4\u5bb9\u6613，\u53ef\u4ee5\u5feb\u901f\u8bc6\u522b\u54ea\u4e2a\u533a\u57df\u7684\u4fe1\u606f\u6709\u95ee\u9898 \u53ef\u6269\u5c55\u6027：\u6dfb\u52a0\u65b0\u7684\u4fe1\u606f\u6e90\u53ea\u9700\u8981\u521b\u5efa\u65b0\u7684\u5206\u533a<\/p>\n

（4）Compress：\u515c\u5e95\u538b\u7f29 \u7b2c\u56db\u9636\u6bb5\u662f\u5bf9\u8d85\u9650\u4e0a\u4e0b\u6587\u8fdb\u884c\u538b\u7f29\u5904\u7406\u3002<\/p>\n

9.4 NoteTool：\u7ed3\u6784\u5316\u7b14\u8bb0<\/h3>\n

NoteTool \u586b\u8865\u4e86\u8fd9\u4e2agap，\u5b83\u63d0\u4f9b\u4e86：<\/p>\n

\u7ed3\u6784\u5316\u8bb0\u5f55：\u4f7f\u7528 Markdown + YAML \u683c\u5f0f，\u65e2\u9002\u5408\u673a\u5668\u89e3\u6790，\u4e5f\u65b9\u4fbf\u4eba\u7c7b\u9605\u8bfb\u548c\u7f16\u8f91 \u7248\u672c\u53cb\u597d：\u7eaf\u6587\u672c\u683c\u5f0f，\u5929\u7136\u652f\u6301 Git \u7b49\u7248\u672c\u63a7\u5236\u7cfb\u7edf \u4f4e\u5f00\u9500：\u65e0\u9700\u590d\u6742\u7684\u6570\u636e\u5e93\u64cd\u4f5c，\u9002\u5408\u8f7b\u91cf\u7ea7\u7684\u72b6\u6001\u8ffd\u8e2a \u7075\u6d3b\u5206\u7c7b：\u901a\u8fc7 type \u548c tags \u7075\u6d3b\u7ec4\u7ec7\u7b14\u8bb0，\u652f\u6301\u591a\u7ef4\u5ea6\u68c0\u7d22<\/p>\n

NoteTool \u63d0\u4f9b\u4e86\u4e03\u4e2a\u6838\u5fc3\u64cd\u4f5c，\u8986\u76d6\u4e86\u7b14\u8bb0\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002 （1）create：\u521b\u5efa\u7b14\u8bb0 （2）read：\u8bfb\u53d6\u7b14\u8bb0 （3）update：\u66f4\u65b0\u7b14\u8bb0 （4）search：\u641c\u7d22\u7b14\u8bb0 （5）list：\u5217\u51fa\u7b14\u8bb0 （6）summary：\u7b14\u8bb0\u6458\u8981 （7）delete：\u5220\u9664\u7b14\u8bb0<\/p>\n

9.5 TerminalTool：\u5373\u65f6\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee<\/h3>\n

\u5728\u524d\u9762\u7684\u7ae0\u8282\u4e2d，\u6211\u4eec\u4ecb\u7ecd\u4e86 MemoryTool \u548c RAGTool，\u5b83\u4eec\u5206\u522b\u63d0\u4f9b\u4e86\u5bf9\u8bdd\u8bb0\u5fc6\u548c\u77e5\u8bc6\u68c0\u7d22\u80fd\u529b\u3002\u7136\u800c，\u5728\u8bb8\u591a\u5b9e\u9645\u573a\u666f\u4e2d，\u667a\u80fd\u4f53\u9700\u8981\u5373\u65f6\u8bbf\u95ee\u548c\u63a2\u7d22\u6587\u4ef6\u7cfb\u7edf\u2014\u2014\u67e5\u770b\u65e5\u5fd7\u6587\u4ef6\u3001\u5206\u6790\u4ee3\u7801\u5e93\u7ed3\u6784\u3001\u68c0\u7d22\u914d\u7f6e\u6587\u4ef6\u7b49\u3002\u8fd9\u5c31\u662f TerminalTool \u7684\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n

TerminalTool \u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u547d\u4ee4\u884c\u6267\u884c\u80fd\u529b，\u652f\u6301\u5e38\u7528\u7684\u6587\u4ef6\u7cfb\u7edf\u548c\u6587\u672c\u5904\u7406\u547d\u4ee4，\u540c\u65f6\u901a\u8fc7\u591a\u5c42\u5b89\u5168\u673a\u5236\u786e\u4fdd\u7cfb\u7edf\u5b89\u5168\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5b9e\u73b0\u4e86 9.2.2 \u8282\u63d0\u5230\u7684"\u5373\u65f6(Just-in-time, JIT)\u4e0a\u4e0b\u6587"\u7406\u5ff5\u2014\u2014\u667a\u80fd\u4f53\u4e0d\u9700\u8981\u9884\u5148\u52a0\u8f7d\u6240\u6709\u6587\u4ef6，\u800c\u662f\u6309\u9700\u63a2\u7d22\u548c\u68c0\u7d22\u3002<\/p>\n

9.5.4 \u4e0e\u5176\u4ed6\u5de5\u5177\u7684\u534f\u540c<\/h4>\n

TerminalTool \u7684\u771f\u6b63\u5a01\u529b\u5728\u4e8e\u4e0e MemoryTool\u3001NoteTool \u548c ContextBuilder \u7684\u534f\u540c\u4f7f\u7528\u3002<\/p>\n

（1）\u4e0e MemoryTool \u534f\u540c （2）\u4e0e NoteTool \u534f\u540c<\/p>\n

\u91cd\u8981\u7684\u53d1\u73b0\u53ef\u4ee5\u8bb0\u5f55\u4e3a\u7ed3\u6784\u5316\u7b14\u8bb0<\/p>\n

9.7 \u672c\u7ae0\u603b\u7ed3<\/h3>\n

\u5728\u672c\u7ae0\u4e2d，\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e86\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u7406\u8bba\u57fa\u7840\u548c\u5de5\u7a0b\u5b9e\u8df5：<\/p>\n

\u7406\u8bba\u5c42\u9762<\/h4>\n

\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u672c\u8d28：\u4ece"\u63d0\u793a\u5de5\u7a0b"\u5230"\u4e0a\u4e0b\u6587\u5de5\u7a0b"\u7684\u6f14\u8fdb，\u6838\u5fc3\u662f\u7ba1\u7406\u6709\u9650\u7684\u6ce8\u610f\u529b\u9884\u7b97 \u4e0a\u4e0b\u6587\u8150\u8680：\u7406\u89e3\u957f\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u6027\u80fd\u4e0b\u964d，\u8ba4\u8bc6\u5230\u4e0a\u4e0b\u6587\u662f\u7a00\u7f3a\u8d44\u6e90 \u4e09\u5927\u7b56\u7565：\u538b\u7f29\u6574\u5408\u3001\u7ed3\u6784\u5316\u7b14\u8bb0\u3001\u5b50\u4ee3\u7406\u67b6\u6784<\/p>\n

\u5de5\u7a0b\u5b9e\u8df5<\/h4>\n

ContextBuilder：\u5b9e\u73b0\u4e86 GSSC \u6d41\u6c34\u7ebf，\u63d0\u4f9b\u7edf\u4e00\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u63a5\u53e3 NoteTool：Markdown+YAML \u7684\u6df7\u5408\u683c\u5f0f，\u652f\u6301\u7ed3\u6784\u5316\u7684\u957f\u671f\u8bb0\u5fc6 TerminalTool：\u5b89\u5168\u7684\u547d\u4ee4\u884c\u5de5\u5177，\u652f\u6301\u5373\u65f6\u7684\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee \u957f\u7a0b\u667a\u80fd\u4f53：\u6574\u5408\u4e09\u5927\u5de5\u5177，\u6784\u5efa\u4e86\u8de8\u4f1a\u8bdd\u7684\u4ee3\u7801\u5e93\u7ef4\u62a4\u52a9\u624b<\/p>\n

\u6838\u5fc3\u6536\u83b7<\/h4>\n

\u5206\u5c42\u8bbe\u8ba1：\u5373\u65f6\u8bbf\u95ee(TerminalTool) + \u4f1a\u8bdd\u8bb0\u5fc6(MemoryTool) + \u6301\u4e45\u7b14\u8bb0(NoteTool) \u667a\u80fd\u7b5b\u9009：\u57fa\u4e8e\u76f8\u5173\u6027\u548c\u65b0\u8fd1\u6027\u7684\u8bc4\u5206\u673a\u5236 \u5b89\u5168\u7b2c\u4e00：\u591a\u5c42\u5b89\u5168\u673a\u5236\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a \u4eba\u673a\u534f\u4f5c：\u81ea\u52a8\u5316\u4e0e\u53ef\u63a7\u6027\u7684\u5e73\u8861<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7b2c\u4e5d\u7ae0 \u4e0a\u4e0b\u6587\u5de5\u7a0b
\n9.1 \u4ec0\u4e48\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b
\n\u5728\u7ecf\u5386\u4e86\u6570\u5e74\u63d0\u793a\u5de5\u7a0b（Prompt Engineering）\u6210\u4e3a\u5e94\u7528\u578bAI\u7684\u7126\u70b9\u4e4b\u540e，\u4e00\u4e2a\u65b0\u7684\u672f\u8bed\u5f00\u59cb\u8d70\u5230\u53f0\u524d：\u4e0a\u4e0b\u6587\u5de5\u7a0b（Context Engineering）\u3002\u5982\u4eca，\u7528\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u7cfb\u7edf\u4e0d\u518d\u53ea\u662f\u627e\u5bf9\u63d0\u793a\u8bcd\u91cc\u7684\u53e5\u5f0f\u548c\u63aa\u8f9e，\u800c\u662f\u8981\u56de\u7b54\u4e00\u4e2a\u66f4\u5b8f\u89c2\u7684\u95ee\u9898：\u4ec0\u4e48\u6837\u7684\u4e0a\u4e0b\u6587\u914d\u7f6e，\u6700\u6709\u53ef\u80fd\u8ba9\u6a21\u578b\u4ea7\u51fa<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[74,346,4119],"topic":[],"class_list":["post-63229","post","type-post","status-publish","format-standard","hentry","category-server","tag-agent","tag-embedding","tag-rag"],"yoast_head":"\n\u7b2c\u4e5d\u7ae0 agent\u4e0a\u4e0b\u6587\u5de5\u7a0b - 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