\u5f15\u8a00<\/h3>\n
\u6700\u8fd1\u7814\u7a76 Claude \u7684 System Prompt \u65f6，\u53d1\u73b0\u4e86\u4e00\u4e2a\u6709\u610f\u601d\u7684\u673a\u5236\u2014\u2014Skills\u3002<\/p>\n
\u8868\u9762\u4e0a\u770b，\u8fd9\u53ea\u662f"\u8c03\u7528\u5de5\u5177\u8bfb\u53d6\u6587\u4ef6"\u7684\u666e\u901a\u64cd\u4f5c\u3002\u4f46\u6df1\u5165\u5206\u6790\u540e\u53d1\u73b0，Skills \u80cc\u540e\u9690\u85cf\u7740\u4e00\u5957\u7cbe\u5de7\u7684\u67b6\u6784\u8bbe\u8ba1\u601d\u60f3，\u505a LLM \u5e94\u7528\u7684\u4eba\u90fd\u5e94\u8be5\u4e86\u89e3\u3002<\/p>\n
\u4ece Skills \u673a\u5236\u51fa\u53d1，\u672c\u6587\u63a2\u8ba8 AI \u7cfb\u7edf\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u54f2\u5b66，\u4ee5\u53ca\u5b83\u4e0e Multi-Agent \u67b6\u6784\u7684\u672c\u8d28\u533a\u522b\u3002<\/p>\n
\n
\u4e00\u3001\u4ec0\u4e48\u662f Skills？<\/h3>\n
Skills \u662f Claude \u6309\u9700\u52a0\u8f7d\u7684\u4e13\u4e1a\u77e5\u8bc6\u6a21\u5757\u3002\u5f53\u4f60\u8ba9 Claude \u521b\u5efa PPT\u3001\u7f16\u8f91 Word \u6587\u6863\u6216\u5904\u7406 Excel \u65f6，Claude \u4f1a\u52a8\u6001\u52a0\u8f7d\u5bf9\u5e94\u7684\u6700\u4f73\u5b9e\u8df5\u6307\u5357，\u5b8c\u6210\u4efb\u52a1\u540e\u518d\u5c06\u8fd9\u4e9b\u77e5\u8bc6\u4ece\u4e0a\u4e0b\u6587\u4e2d\u79fb\u9664\u3002<\/p>\n
\u4e09\u4e2a\u5173\u952e\u7279\u5f81：<\/p>\n
\u4f60\u53ef\u80fd\u4f1a\u95ee：\u8fd9\u4e0d\u5c31\u662f\u666e\u901a\u7684 function calling \u5417？<\/p>\n
\u786e\u5b9e，\u4ece\u6280\u672f\u5b9e\u73b0\u770b，Skills \u5c31\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u5de5\u5177\u8c03\u7528\u3002\u4f46\u5b83\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u67b6\u6784\u7406\u5ff5\u3002<\/p>\n
\n
\u4e8c\u3001Skills vs \u666e\u901a\u5de5\u5177\u8c03\u7528<\/h3>\n2.1 \u52a0\u8f7d\u7684\u5185\u5bb9\u4e0d\u540c<\/h4>\n
\u666e\u901a\u5de5\u5177\u8c03\u7528\u83b7\u53d6"\u6570\u636e"：<\/p>\n
get_weather() \u2192 \u8fd4\u56de"\u4eca\u5929 25\u00b0C"
\nsearch_database() \u2192 \u8fd4\u56de"\u7528\u6237\u8ba2\u5355\u8bb0\u5f55"
\ncalculate() \u2192 \u8fd4\u56de"\u8ba1\u7b97\u7ed3\u679c 42"<\/p>\n
\u8fd9\u4e9b\u90fd\u662f\u4efb\u52a1\u76f8\u5173\u7684\u5177\u4f53\u4fe1\u606f\u3002<\/p>\n
Skills \u8c03\u7528\u83b7\u53d6"\u5143\u77e5\u8bc6"：<\/p>\n
load_pptx_skill() \u2192 \u8fd4\u56de"\u5982\u4f55\u521b\u5efa\u4e13\u4e1a PPT \u7684\u5b8c\u6574\u6307\u5357"
\nload_docx_skill() \u2192 \u8fd4\u56de"Word \u6587\u6863\u7f16\u8f91\u7684\u6700\u4f73\u5b9e\u8df5"<\/p>\n
Skills \u8fd4\u56de\u7684\u662f\u4efb\u52a1\u65e0\u5173\u7684\u901a\u7528\u65b9\u6cd5\u8bba\u2014\u2014\u201c\u6388\u4eba\u4ee5\u6e14"\u800c\u975e"\u6388\u4eba\u4ee5\u9c7c\u201d\u3002<\/p>\n
\n
2.2 Context \u751f\u547d\u5468\u671f\u4e0d\u540c<\/h4>\n
\u8fd9\u662f\u6700\u5173\u952e\u7684\u533a\u522b\u3002<\/p>\n
\u666e\u901a\u5de5\u5177\u8fd4\u56de\u7684\u6570\u636e：<\/p>\n
- \n
- \u6301\u4e45\u4fdd\u7559\u5728\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u4e2d<\/li>\n
- \u540e\u7eed\u5bf9\u8bdd\u53ef\u4ee5\u5f15\u7528<\/li>\n
- \u5360\u7528\u7a7a\u95f4\u76f4\u5230\u5bf9\u8bdd\u7ed3\u675f<\/li>\n<\/ul>\n
Skills \u52a0\u8f7d\u7684\u77e5\u8bc6：<\/p>\n
- \n
- \u53ea\u5728\u5f53\u524d\u4efb\u52a1\u671f\u95f4\u4f7f\u7528<\/li>\n
- \u4efb\u52a1\u5b8c\u6210\u540e\u88ab\u56de\u6536<\/li>\n
- \u4e0d\u4f1a\u6c38\u4e45\u5360\u7528\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n
\u4e3e\u4e2a\u4f8b\u5b50：<\/p>\n
\u573a\u666f1：\u666e\u901a\u5de5\u5177<\/p>\n
\u7528\u6237：\u201c\u67e5\u4e00\u4e0b\u5317\u4eac\u5929\u6c14\u201d \u2192 get_weather() \u8fd4\u56de：\u201c\u5317\u4eac 25\u00b0C，\u6674\u201d \u2192 \u8fd9\u4e2a\u6570\u636e\u7559\u5728 context \u91cc<\/p>\n
\u7528\u6237：\u201c\u90a3\u4e0a\u6d77\u5462？\u201d \u2192 Claude \u4ecd\u80fd\u770b\u5230\u4e4b\u524d\u7684\u5317\u4eac\u5929\u6c14\u6570\u636e \u2192 context \u7d2f\u79ef\u589e\u957f<\/p>\n
\u573a\u666f2：Skills<\/p>\n
\u7528\u6237：\u201c\u5e2e\u6211\u505a\u4e2a PPT\u201d \u2192 load_pptx_skill() \u8fd4\u56de 8k tokens \u7684 PPT \u5236\u4f5c\u6307\u5357 \u2192 Claude \u57fa\u4e8e\u8fd9\u4e2a\u6307\u5357\u521b\u5efa PPT \u2192 PPT \u521b\u5efa\u5b8c\u6210\u540e，\u8fd9 8k tokens \u88ab\u56de\u6536<\/p>\n
\u7528\u6237：\u201c\u518d\u5e2e\u6211\u505a\u4e2a Word \u6587\u6863\u201d \u2192 context \u4e2d\u5df2\u7ecf\u6ca1\u6709 pptx skill \u4e86 \u2192 \u5982\u679c\u9700\u8981\u518d\u6b21\u521b\u5efa PPT，\u4f1a\u91cd\u65b0\u52a0\u8f7d<\/p>\n
\u8fd9\u79cd"\u7528\u5b8c\u5373\u56de\u6536"\u7684\u8bbe\u8ba1\u5e26\u6765\u4e24\u4e2a\u597d\u5904：<\/p>\n
- Token \u6548\u7387\u6700\u5927\u5316：Skills \u5185\u5bb9\u901a\u5e38\u5f88\u5927（5-15k tokens），\u5982\u679c\u4e0d\u56de\u6536，\u591a\u6b21\u4f7f\u7528\u4e0d\u540c skills \u4f1a\u5feb\u901f\u8017\u5c3d context<\/li>\n
- \u77e5\u8bc6\u7684\u65e0\u72b6\u6001\u6027：\u6bcf\u6b21\u52a0\u8f7d skill \u90fd\u662f"\u5e72\u51c0\u7684"，\u4e0d\u4f1a\u56e0\u4e3a\u4e4b\u524d\u7684\u4f7f\u7528\u4ea7\u751f\u6c61\u67d3<\/li>\n
\n2.3 \u52a0\u8f7d\u65f6\u673a\u4e0d\u540c<\/h4>\n
\u666e\u901a\u5de5\u5177\u662f\u54cd\u5e94\u5f0f\u8c03\u7528：<\/p>\n
\u7528\u6237："\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837？"
\n\u2192 Claude \u63a8\u7406："\u9700\u8981\u5929\u6c14\u6570\u636e"
\n\u2192 \u8c03\u7528 get_weather("\u5317\u4eac")
\n\u2192 \u5f97\u5230\u6570\u636e\u540e\u56de\u7b54<\/p>\nSkills \u662f\u9884\u5224\u5f0f\u52a0\u8f7d：<\/p>\n
\u7528\u6237："\u5e2e\u6211\u505a\u4e2a PPT"
\n\u2192 Claude \u63a8\u7406："\u8fd9\u9700\u8981 PPT \u5236\u4f5c\u80fd\u529b"
\n\u2192 \u8c03\u7528 load_pptx_skill() \/\/ \u6ce8\u610f：\u8fd9\u65f6\u8fd8\u6ca1\u5f00\u59cb\u505a
\n\u2192 \u5b66\u4e60\u4e86\u65b9\u6cd5\u8bba\u540e，\u518d\u5f00\u59cb\u521b\u5efa PPT<\/p>\nSkills \u662f\u5728\u6267\u884c\u4efb\u52a1\u4e4b\u524d\u52a0\u8f7d"\u5982\u4f55\u6267\u884c"\u7684\u77e5\u8bc6，\u800c\u666e\u901a\u5de5\u5177\u662f\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u83b7\u53d6\u9700\u8981\u7684\u6570\u636e\u3002<\/p>\n
\n2.4 \u672c\u8d28：\u4e34\u65f6\u589e\u5f3a System Prompt<\/h4>\n
\u6362\u4e2a\u89d2\u5ea6\u770b：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184902-697cfd1eafea3.jpg\")
<\/p>\nSkills \u7684\u672c\u8d28\u662f\u4e34\u65f6\u6269\u5c55\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u80fd\u529b\u8fb9\u754c，\u7528\u5b8c\u5373\u5f03\u3002<\/p>\n
\u8fd9\u4e2a\u7406\u5ff5\u53ef\u4ee5\u63a8\u5e7f\u5230\u4efb\u4f55 LLM \u5e94\u7528：<\/p>\n
- \u4e0d\u8981\u628a\u6240\u6709\u4e13\u4e1a\u77e5\u8bc6\u90fd\u585e\u8fdb System Prompt<\/li>\n
- \u8bbe\u8ba1\u4e00\u5957"\u77e5\u8bc6\u6a21\u5757"\u7cfb\u7edf<\/li>\n
- \u6839\u636e\u4efb\u52a1\u7c7b\u578b\u52a8\u6001\u52a0\u8f7d\u76f8\u5173\u77e5\u8bc6<\/li>\n
- \u4efb\u52a1\u5b8c\u6210\u540e\u4e3b\u52a8\u6e05\u7406，\u907f\u514d context \u81a8\u80c0<\/li>\n
Skills \u66f4\u50cf\u662f\u4e00\u79cd\u8bbe\u8ba1\u6a21\u5f0f，\u7c7b\u4f3c\u4e8e\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684"\u8d44\u6e90\u6c60\u7ba1\u7406"\u5728 LLM \u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n
\n\u4e09\u3001\u6838\u5fc3\u4ef7\u503c：Token \u6548\u7387\u7684\u91cf\u7ea7\u63d0\u5347<\/h3>\n
3.1 \u5177\u4f53\u6570\u636e\u5bf9\u6bd4<\/h4>\n
\u5047\u8bbe\u4e00\u4e2a\u5178\u578b\u7684 AI \u7cfb\u7edf\u9700\u8981\u652f\u6301\u8fd9\u4e9b\u80fd\u529b：<\/p>\n
\u65b9\u6848A：\u5168\u91cf\u52a0\u8f7d<\/p>\n
\n
\u80fd\u529bToken \u6d88\u8017<\/tr>\n \n\n Word \u5904\u7406<\/td>\n 10,000<\/td>\n<\/tr>\n \n PPT \u5236\u4f5c<\/td>\n 8,000<\/td>\n<\/tr>\n \n Excel \u5206\u6790<\/td>\n 12,000<\/td>\n<\/tr>\n \n PDF \u64cd\u4f5c<\/td>\n 6,000<\/td>\n<\/tr>\n \n \u524d\u7aef\u8bbe\u8ba1<\/td>\n 15,000<\/td>\n<\/tr>\n \n \u603b\u8ba1<\/td>\n 51,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8fd9\u610f\u5473\u7740 Claude 200k \u4e0a\u4e0b\u6587\u7a97\u53e3\u7684 25% \u88ab"\u53ef\u80fd\u7528\u4e0d\u5230"\u7684\u77e5\u8bc6\u5360\u636e\u3002<\/p>\n
\u65b9\u6848B：\u6309\u9700\u52a0\u8f7d<\/p>\n
\n
\u573a\u666fToken \u6d88\u8017<\/tr>\n \n\n \u666e\u901a\u5bf9\u8bdd<\/td>\n 0<\/td>\n<\/tr>\n \n \u521b\u5efa\u6587\u6863<\/td>\n 10,000<\/td>\n<\/tr>\n \n \u521b\u5efa PPT<\/td>\n 8,000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u5e73\u5747\u8282\u7701：40-50k tokens\/\u5bf9\u8bdd<\/p>\n
\n3.2 \u56de\u6536\u673a\u5236\u7684\u4ef7\u503c<\/h4>\n
\u66f4\u91cd\u8981\u7684\u662f Skills \u7528\u5b8c\u540e\u4f1a\u88ab\u56de\u6536：<\/p>\n
\u6ca1\u6709\u56de\u6536\u673a\u5236：<\/p>\n
1. "\u505a\u4e2a PPT" \u2192 \u52a0\u8f7d 8k tokens
\n2. "\u505a\u4e2a Word" \u2192 \u7d2f\u8ba1 18k tokens
\n3. "\u5206\u6790 Excel" \u2192 \u7d2f\u8ba1 30k tokens（\u4e00\u76f4\u4fdd\u7559）<\/p>\n\u6709\u56de\u6536\u673a\u5236：<\/p>\n
1. "\u505a\u4e2a PPT" \u2192 8k tokens，\u5b8c\u6210\u540e\u56de\u6536
\n2. "\u505a\u4e2a Word" \u2192 10k tokens，\u5b8c\u6210\u540e\u56de\u6536
\n3. "\u5206\u6790 Excel" \u2192 12k tokens，\u5b8c\u6210\u540e\u56de\u6536
\n\u5cf0\u503c\u5360\u7528：12k tokens（\u53ea\u5728\u5355\u4e2a\u4efb\u52a1\u671f\u95f4）<\/p>\n\u8fd9\u610f\u5473\u7740：<\/p>\n
- \n
- \u53ef\u4ee5\u5728\u4e00\u4e2a\u5bf9\u8bdd\u4e2d\u4f7f\u7528\u65e0\u9650\u591a\u7684 skills<\/li>\n
- Context \u7a7a\u95f4\u4e0d\u4f1a\u56e0\u4e3a\u4f7f\u7528 skills \u800c\u7d2f\u79ef\u6d88\u8017<\/li>\n
- \u957f\u5bf9\u8bdd\u573a\u666f\u4e0b\u4f18\u52bf\u66f4\u660e\u663e<\/li>\n<\/ul>\n
\n3.3 \u4f18\u5316\u7684\u5b9e\u9645\u610f\u4e49<\/h4>\n
- \u6210\u672c\u63a7\u5236：\u5bf9\u4e8e\u65e5\u5747\u767e\u4e07\u6b21\u8bf7\u6c42\u7684\u670d\u52a1，\u6bcf\u6b21\u8282\u7701 45k tokens \u662f\u5de8\u5927\u7684\u6210\u672c\u5dee\u5f02<\/li>\n
- \u54cd\u5e94\u901f\u5ea6：\u66f4\u5c11\u7684 tokens = \u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6<\/li>\n
- \u4e0a\u4e0b\u6587\u7a7a\u95f4：\u8282\u7701\u7684\u7a7a\u95f4\u53ef\u4ee5\u7528\u4e8e\u66f4\u957f\u7684\u5bf9\u8bdd\u5386\u53f2\u3001\u66f4\u8be6\u7ec6\u7684\u7528\u6237\u9700\u6c42<\/li>\n
- \u957f\u5bf9\u8bdd\u652f\u6301：\u56de\u6536\u673a\u5236\u8ba9\u957f\u5bf9\u8bdd\u4e0d\u4f1a\u56e0\u4e3a\u4f7f\u7528\u591a\u4e2a skills \u800c\u8017\u5c3d context<\/li>\n
\n3.4 \u66f4\u6df1\u5c42\u7684\u4ef7\u503c<\/h4>\n
Token \u6548\u7387\u53ea\u662f\u8868\u9762，Skills \u8fd8\u5e26\u6765\u8fd9\u4e9b\u4ef7\u503c：<\/p>\n
- \u53ef\u7ef4\u62a4\u6027：\u4fee\u6539\u67d0\u4e2a\u80fd\u529b\u65f6，\u53ea\u9700\u66f4\u65b0\u5bf9\u5e94\u7684 skill \u6587\u4ef6，\u4e0d\u5f71\u54cd\u5176\u4ed6\u529f\u80fd<\/li>\n
- \u53ef\u6269\u5c55\u6027：\u6dfb\u52a0\u65b0\u80fd\u529b\u53ea\u9700\u521b\u5efa\u65b0\u7684 skill \u6587\u4ef6，\u65e0\u9700\u4fee\u6539\u6838\u5fc3\u7cfb\u7edf<\/li>\n
- \u77e5\u8bc6\u5171\u4eab：\u7528\u6237\u53ef\u4ee5\u521b\u5efa\u81ea\u5b9a\u4e49 skills，\u6bd4\u5982"\u516c\u53f8\u8d22\u52a1\u62a5\u544a\u89c4\u8303"，\u8ba9\u6574\u4e2a\u56e2\u961f\u7edf\u4e00\u6807\u51c6<\/li>\n
\u8fd9\u4e9b\u4ef7\u503c\u89e3\u91ca\u4e86 Skills \u4f5c\u4e3a\u4e00\u79cd\u8bbe\u8ba1\u6a21\u5f0f\u7684\u5438\u5f15\u529b\u3002\u4f46\u66f4\u5927\u7684\u95ee\u9898\u662f：Skills \u548c\u5f53\u4e0b\u6d41\u884c\u7684 Multi-Agent \u67b6\u6784\u6709\u4ec0\u4e48\u672c\u8d28\u533a\u522b？\u8be5\u9009\u54ea\u4e2a？<\/p>\n
\n\u56db\u3001Skills vs Sub-Agent：\u5355\u4f53\u667a\u80fd\u4e0e\u5206\u5e03\u5f0f\u667a\u80fd<\/h3>\n
\u201c\u5982\u679c Skills \u6309\u67d0\u79cd\u7f16\u6392\u903b\u8f91\u4e32\u8054\u8d77\u6765，\u4e0d\u5c31\u8ddf Sub-Agent \u4e00\u6837\u4e86\u5417？\u201d<\/p>\n
\u8fd9\u4e2a\u95ee\u9898\u6d89\u53ca\u5230 AI \u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898：\u5355\u4f53\u667a\u80fd vs \u5206\u5e03\u5f0f\u667a\u80fd\u3002<\/p>\n
\n4.1 \u8868\u9762\u76f8\u4f3c：\u6a21\u5757\u5316 + \u4e13\u4e1a\u5316<\/h4>\n
Sub-Agent \u6a21\u5f0f：<\/p>\n
- \n
- \u89c4\u5212 Agent \u8d1f\u8d23\u5206\u89e3\u4efb\u52a1<\/li>\n
- \u4ee3\u7801 Agent \u4e13\u6ce8\u4e8e\u7f16\u7a0b<\/li>\n
- \u7814\u7a76 Agent \u64c5\u957f\u4fe1\u606f\u68c0\u7d22<\/li>\n
- \u5199\u4f5c Agent \u7cbe\u901a\u6587\u6863\u521b\u4f5c<\/li>\n<\/ul>\n
Skills \u6a21\u5f0f：<\/p>\n
- \n
- docx skill \u63d0\u4f9b\u6587\u6863\u5904\u7406\u77e5\u8bc6<\/li>\n
- pptx skill \u63d0\u4f9b\u6f14\u793a\u6587\u7a3f\u77e5\u8bc6<\/li>\n
- frontend skill \u63d0\u4f9b\u524d\u7aef\u8bbe\u8ba1\u77e5\u8bc6<\/li>\n<\/ul>\n
\u4e24\u8005\u90fd\u5728\u8ffd\u6c42"\u4e13\u4e1a\u5316\u5206\u5de5"\u3002\u533a\u522b\u5728\u54ea？<\/p>\n
\n4.2 \u4e09\u4e2a\u5173\u952e\u5dee\u5f02<\/h4>\n
\u5dee\u5f021：\u63a8\u7406\u4e3b\u4f53\u2014\u2014\u4e00\u4e2a Claude vs \u591a\u4e2a Agent<\/h5>\n
\u8fd9\u662f\u6700\u6838\u5fc3\u7684\u533a\u522b\u3002<\/p>\n
Sub-Agent \u6a21\u5f0f\u50cf\u56e2\u961f\u4f1a\u8bae：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184903-697cfd1f1e5c9.jpg\")
<\/p>\n\u6bcf\u4e2a Agent \u90fd\u662f\u5b8c\u5168\u72ec\u7acb\u7684 LLM \u5b9e\u4f8b，\u6709\u81ea\u5df1\u7684\u63a8\u7406\u8fc7\u7a0b\u3001\u89d2\u8272\u8bbe\u5b9a，\u751a\u81f3\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u6a21\u578b\u3002<\/p>\n
Skills \u6a21\u5f0f\u50cf\u67e5\u9605\u53c2\u8003\u4e66：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184903-697cfd1f3fabc.jpg\")
<\/p>\n\u867d\u7136\u4e5f\u6709\u591a\u6b21 LLM \u8c03\u7528，\u4f46\u5173\u952e\u533a\u522b\u662f：<\/p>\n
- \n
- \u59cb\u7ec8\u662f\u540c\u4e00\u4e2a Claude \u5b9e\u4f8b\u5728\u601d\u8003<\/li>\n
- \u4e0a\u4e0b\u6587\u662f\u8fde\u7eed\u7684，\u4e0d\u9700\u8981\u5728\u4e0d\u540c\u5b9e\u4f8b\u95f4\u4f20\u9012\u72b6\u6001<\/li>\n
- \u89d2\u8272\u662f\u4e00\u81f4\u7684，\u4e0d\u5b58\u5728"\u89c6\u89d2\u5207\u6362"<\/li>\n<\/ul>\n
\n\u5dee\u5f022：\u8c03\u7528\u5f00\u9500\u2014\u2014\u8f7b\u91cf vs \u91cd\u91cf<\/h5>\n
Sub-Agent \u7684\u6bcf\u6b21\u8c03\u7528：<\/p>\n
- \n
- \u52a0\u8f7d\u5b8c\u6574\u6a21\u578b<\/li>\n
- \u6784\u5efa\u72ec\u7acb\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd<\/li>\n
- \u5b8c\u6574\u7684\u63a8\u7406\u751f\u6210\u8fc7\u7a0b<\/li>\n
- \u6bcf\u6b21\u90fd\u662f"\u91cd\u65b0\u5f00\u59cb\u601d\u8003"<\/li>\n<\/ul>\n
Skills \u7684\u5de5\u5177\u8c03\u7528：<\/p>\n
- \n
- \u7b2c\u4e00\u6b21：\u7406\u89e3\u4efb\u52a1（LLM \u63a8\u7406）<\/li>\n
- \u4e2d\u95f4：\u8bfb\u53d6\u6587\u4ef6（\u7b80\u5355\u7684\u6587\u4ef6 IO，\u51e0\u4e4e\u96f6\u6210\u672c）<\/li>\n
- \u7b2c\u4e8c\u6b21：\u57fa\u4e8e\u52a0\u8f7d\u7684\u77e5\u8bc6\u6267\u884c（LLM \u63a8\u7406）<\/li>\n<\/ul>\n
\u4e24\u6b21\u8c03\u7528\u4e4b\u95f4\u72b6\u6001\u662f\u4fdd\u6301\u7684\u3002\u7b2c\u4e8c\u6b21\u63a8\u7406\u65f6 Claude \u6e05\u695a\u5730\u77e5\u9053：<\/p>\n
- \n
- \u201c\u6211\u521a\u624d\u7406\u89e3\u4e86\u4ec0\u4e48\u201d<\/li>\n
- \u201c\u6211\u52a0\u8f7d\u4e86\u4ec0\u4e48 skill\u201d<\/li>\n
- \u201c\u6211\u73b0\u5728\u8981\u505a\u4ec0\u4e48\u201d<\/li>\n<\/ul>\n
\u800c Sub-Agent \u6a21\u5f0f\u4e2d，\u6bcf\u4e2a Agent \u662f\u72ec\u7acb\u7684，\u9700\u8981\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u6765"\u544a\u8bc9"\u4e0b\u4e00\u4e2a Agent \u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n
\n\u5dee\u5f023：\u72b6\u6001\u7ba1\u7406\u2014\u2014\u5355\u4f53\u7b80\u5355\u6027 vs \u5206\u5e03\u5f0f\u96be\u9898<\/h5>\n
Sub-Agent \u9762\u4e34\u7684\u6311\u6218：<\/p>\n
- \n
- \u5982\u4f55\u5728\u4e0d\u540c Agent \u4e4b\u95f4\u5171\u4eab\u4e0a\u4e0b\u6587？<\/li>\n
- \u5982\u679c\u4ee3\u7801 Agent \u53d1\u73b0\u4e86\u4e00\u4e2a\u95ee\u9898，\u7814\u7a76 Agent \u600e\u4e48\u77e5\u9053？<\/li>\n
- \u5982\u4f55\u907f\u514d\u4fe1\u606f\u5728\u4f20\u9012\u8fc7\u7a0b\u4e2d\u4e22\u5931\u6216\u66f2\u89e3？<\/li>\n<\/ul>\n
\u8fd9\u9700\u8981\u590d\u6742\u7684\u72b6\u6001\u7ba1\u7406\u673a\u5236：\u5171\u4eab\u5185\u5b58\u3001\u6d88\u606f\u961f\u5217\u3001\u4e8b\u4ef6\u603b\u7ebf\u3002\u8fd9\u4e5f\u662f LangGraph\u3001CrewAI \u8fd9\u4e9b\u6846\u67b6\u663e\u5f97\u590d\u6742\u7684\u539f\u56e0\u3002<\/p>\n
Skills \u7684\u72b6\u6001\u7ba1\u7406：<\/p>\n
- \n
- \u6240\u6709 skills \u52a0\u8f7d\u5230\u540c\u4e00\u4e2a\u4e0a\u4e0b\u6587\u4e2d<\/li>\n
- Claude \u80fd"\u770b\u5230"\u6240\u6709\u4fe1\u606f<\/li>\n
- \u4e0d\u9700\u8981\u989d\u5916\u7684\u72b6\u6001\u540c\u6b65\u673a\u5236<\/li>\n<\/ul>\n
\u8fd9\u5c31\u662f\u5355\u4f53\u67b6\u6784\u7684\u4f18\u52bf\u3002<\/p>\n
\n4.3 \u66f4\u51c6\u786e\u7684\u7c7b\u6bd4<\/h4>\n
Skills \u66f4\u50cf\u662f"\u5e26\u4e2d\u65ad\u7684\u5355\u6b21\u4f1a\u8bdd"：<\/p>\n
\u60f3\u8c61\u4f60\u5728\u54a8\u8be2\u4e00\u4e2a\u4e13\u5bb6：<\/p>\n
- \n
- \u4f20\u7edf\u65b9\u5f0f：\u4e13\u5bb6\u8111\u5b50\u91cc\u88c5\u7740\u6240\u6709\u77e5\u8bc6，\u76f4\u63a5\u56de\u7b54\u4f60<\/li>\n
- Skills \u65b9\u5f0f：\u4e13\u5bb6\u8bf4"\u7b49\u4e00\u4e0b，\u8ba9\u6211\u67e5\u67e5\u8d44\u6599"（\u52a0\u8f7d skill），\u7136\u540e\u57fa\u4e8e\u8d44\u6599\u7ee7\u7eed\u56de\u7b54<\/li>\n<\/ul>\n
\u867d\u7136\u6709"\u6682\u505c-\u67e5\u8d44\u6599-\u7ee7\u7eed"\u7684\u8fc7\u7a0b，\u4f46\u8fd8\u662f\u540c\u4e00\u4e2a\u4e13\u5bb6\u5728\u56de\u7b54，\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u662f\u8fde\u7eed\u7684\u3002<\/p>\n
- \n
- Sub-Agent \u65b9\u5f0f：\u4f60\u5148\u95ee\u4e13\u5bb6 A，\u4e13\u5bb6 A \u8bf4"\u8fd9\u4e2a\u6211\u4e0d\u61c2，\u4f60\u53bb\u95ee\u4e13\u5bb6 B"，\u4e13\u5bb6 B \u7ed9\u4e86\u7b54\u6848\u540e，\u4f60\u518d\u56de\u6765\u95ee\u4e13\u5bb6 A \u8981\u7ed3\u8bba<\/li>\n<\/ul>\n
\u6bcf\u6b21\u6362\u4eba，\u5c31\u9700\u8981\u91cd\u65b0\u89e3\u91ca\u80cc\u666f\u3002<\/p>\n
\n4.4 \u7528\u4ee3\u7801\u6765\u7406\u89e3<\/h4>\n
# Skills \u6a21\u5f0f（\u61d2\u52a0\u8f7d）
\ndef handle_task(task):
\n# \u7b2c\u4e00\u6b21\u63a8\u7406：\u5206\u6790\u4efb\u52a1
\nskill_needed = analyze_task(task) # LLM \u8c03\u7528
\n# \u52a0\u8f7d\u6a21\u5757（\u6587\u4ef6\u8bfb\u53d6，\u975e LLM）
\nskill_content = load_skill(skill_needed)
\n# \u7b2c\u4e8c\u6b21\u63a8\u7406：\u4f7f\u7528\u52a0\u8f7d\u7684\u77e5\u8bc6\u6267\u884c
\nresult = execute_with_skill(task, skill_content) # LLM \u8c03\u7528
\nreturn result
\n# Sub-Agent \u6a21\u5f0f（\u72ec\u7acb\u8fdb\u7a0b）
\ndef handle_task(task):
\nplan = planner_agent.think(task) # \u65b0\u8fdb\u7a0b，LLM \u8c03\u7528
\ncode = coder_agent.implement(plan) # \u65b0\u8fdb\u7a0b，LLM \u8c03\u7528
\nreview = reviewer_agent.check(code) # \u65b0\u8fdb\u7a0b，LLM \u8c03\u7528
\nreturn review<\/p>\n\u5173\u952e\u5dee\u5f02：Skills \u7684\u591a\u6b21\u8c03\u7528\u662f\u540c\u4e00\u4e2a\u8fdb\u7a0b\u7684\u6682\u505c-\u6062\u590d，Sub-Agent \u662f\u591a\u4e2a\u72ec\u7acb\u8fdb\u7a0b\u7684\u901a\u4fe1\u3002<\/p>\n
\n\u4e94\u3001\u4ece Skills \u5230\u667a\u80fd\u7f16\u6392：\u6280\u672f\u6f14\u8fdb\u8d8b\u52bf<\/h3>\n
Skills \u80fd\u8fdb\u5316\u6210 Sub-Agent \u5417？\u5b8c\u5168\u53ef\u4ee5，\u800c\u4e14\u53ef\u80fd\u5df2\u7ecf\u5728\u8fd9\u6761\u8def\u4e0a\u4e86\u3002<\/p>\n
5.1 \u73b0\u6709\u7684\u7f16\u6392\u903b\u8f91<\/h4>\n
Claude \u7684 System Prompt \u91cc\u6709\u8fd9\u6837\u4e00\u6bb5\u6307\u5bfc：<\/p>\n
\u201cClaude \u5728\u4f7f\u7528\u8ba1\u7b97\u673a\u5de5\u5177\u5b8c\u6210\u4efb\u52a1\u65f6，\u9996\u8981\u4efb\u52a1\u662f\u68c0\u67e5\u53ef\u7528\u7684 skills，\u5224\u65ad\u54ea\u4e9b\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173，\u7136\u540e\u518d\u91c7\u53d6\u884c\u52a8\u3002\u201d<\/p>\n
\u8fd9\u5df2\u7ecf\u662f\u4e00\u79cd\u7b80\u5355\u7684\u7f16\u6392\u903b\u8f91：<\/p>\n
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184903-697cfd1f604db.jpg\")
<\/p>\n
\n5.2 \u672a\u6765\u53ef\u80fd\u7684\u6f14\u8fdb<\/h4>\n
\u9636\u6bb5\u4e00：\u667a\u80fd\u89c4\u5212<\/p>\n
Claude \u4e0d\u4ec5\u5224\u65ad"\u9700\u8981\u54ea\u4e2a skill"，\u8fd8\u80fd\u89c4\u5212"\u4ee5\u4ec0\u4e48\u987a\u5e8f\u4f7f\u7528\u8fd9\u4e9b skills"\u3002<\/p>\n
\u6bd4\u5982：\u201c\u5148\u7528 data skill \u5206\u6790\u6570\u636e，\u518d\u7528 visualization skill \u5236\u56fe，\u6700\u540e\u7528 pptx skill \u5236\u4f5c\u6f14\u793a\u201d<\/p>\n
\u9636\u6bb5\u4e8c：\u5206\u6b65\u6267\u884c<\/p>\n
\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1，Claude \u53ef\u80fd\u4f1a\u591a\u6b21\u8c03\u7528\u81ea\u5df1：<\/p>\n
- \u7b2c\u4e00\u6b21\u8c03\u7528：\u4f7f\u7528 data skill \u5b8c\u6210\u6570\u636e\u5904\u7406<\/li>\n
- \u7b2c\u4e8c\u6b21\u8c03\u7528：\u4f7f\u7528\u5904\u7406\u7ed3\u679c\u548c visualization skill \u5236\u56fe<\/li>\n
- \u7b2c\u4e09\u6b21\u8c03\u7528：\u6574\u5408\u7ed3\u679c，\u7528 pptx skill \u751f\u6210\u6700\u7ec8\u6587\u6863<\/li>\n
\u9636\u6bb5\u4e09：\u81ea\u6211\u53cd\u601d<\/p>\n
\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e4b\u540e，Claude \u8bc4\u4f30\u7ed3\u679c\u8d28\u91cf\u3002\u5982\u679c\u4e0d\u6ee1\u610f，\u91cd\u65b0\u52a0\u8f7d\u76f8\u5173 skill \u5e76\u8c03\u6574\u7b56\u7565，\u5f62\u6210"\u89c4\u5212-\u6267\u884c-\u53cd\u601d"\u7684\u95ed\u73af\u3002<\/p>\n
\u5230\u4e86\u8fd9\u4e2a\u9636\u6bb5，Skills \u673a\u5236\u5c31\u771f\u6b63\u8fdb\u5316\u6210\u4e86\u4e00\u4e2a Agent \u6846\u67b6\u3002\u4f46\u4e0e\u4f20\u7edf Sub-Agent \u4e0d\u540c\u7684\u662f，\u8fd9\u4e2a\u6846\u67b6\u4ecd\u7136\u4fdd\u6301\u4e86\u5355\u4f53\u67b6\u6784\u7684\u7b80\u5355\u6027\u2014\u2014\u6240\u6709\u7684"\u534f\u4f5c"\u90fd\u53d1\u751f\u5728\u540c\u4e00\u4e2a Claude \u5b9e\u4f8b\u7684\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u3002<\/p>\n
\n5.3 \u4e09\u4ee3\u67b6\u6784\u5bf9\u6bd4<\/h4>\n
\u7b2c\u4e00\u4ee3：Monolithic Prompt<\/p>\n
- \n
- \u6240\u6709\u77e5\u8bc6\u585e\u5728\u4e00\u4e2a\u8d85\u957f Prompt \u91cc<\/li>\n
- \u7b80\u5355\u76f4\u63a5，\u4f46 Token \u6d6a\u8d39\u4e25\u91cd<\/li>\n
- \u4fee\u6539\u56f0\u96be，\u7275\u4e00\u53d1\u52a8\u5168\u8eab<\/li>\n<\/ul>\n
\u7b2c\u4e8c\u4ee3：Skills（\u73b0\u5728）<\/p>\n
- \n
- \u77e5\u8bc6\u6a21\u5757\u5316，\u6309\u9700\u52a0\u8f7d<\/li>\n
- Token \u6548\u7387\u63d0\u5347，\u53ef\u7ef4\u62a4\u6027\u589e\u5f3a<\/li>\n
- \u4ecd\u7136\u662f\u5355\u4e2a\u5b9e\u4f8b\u63a8\u7406<\/li>\n<\/ul>\n
\u7b2c\u4e09\u4ee3：\u667a\u80fd\u7f16\u6392（\u672a\u6765）<\/p>\n
- \n
- \u53ef\u80fd\u6f14\u53d8\u6210\u591a Agent \u534f\u4f5c<\/li>\n
- \u652f\u6301\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5206\u89e3<\/li>\n
- \u5728\u4fdd\u6301\u6548\u7387\u7684\u540c\u65f6\u63d0\u5347\u80fd\u529b\u4e0a\u9650<\/li>\n<\/ul>\n
\u8fd9\u548c\u8f6f\u4ef6\u67b6\u6784\u7684\u6f14\u8fdb\u8def\u5f84\u5f88\u50cf：\u5355\u4f53\u5e94\u7528 \u2192 \u6a21\u5757\u5316\u8bbe\u8ba1 \u2192 \u5fae\u670d\u52a1\u67b6\u6784<\/p>\n
\n5.4 \u8fd9\u79cd\u6f14\u8fdb\u7684\u4f18\u52bf<\/h4>\n
- \u6e10\u8fdb\u5f0f\u590d\u6742\u5ea6<\/li>\n
- \n
- \u7b80\u5355\u4efb\u52a1：\u5355\u6b21\u8c03\u7528，\u96f6\u989d\u5916\u5f00\u9500<\/li>\n
- \u4e2d\u7b49\u4efb\u52a1：2-3 \u6b21\u8c03\u7528，\u8f7b\u91cf\u7ea7\u7f16\u6392<\/li>\n
- \u590d\u6742\u4efb\u52a1：\u591a\u6b21\u8c03\u7528，\u5b8c\u6574\u7684 Agent \u5de5\u4f5c\u6d41<\/li>\n<\/ul>\n
- \u4fdd\u6301\u72b6\u6001\u8fde\u8d2f\u6027<\/li>\n
- \n
- \u5373\u4f7f\u662f\u591a\u8f6e\u8c03\u7528，\u4ecd\u7136\u662f\u540c\u4e00\u4e2a\u5bf9\u8bdd\u5386\u53f2<\/li>\n
- \u4e0d\u9700\u8981\u590d\u6742\u7684\u72b6\u6001\u4f20\u9012\u673a\u5236<\/li>\n
- \u7528\u6237\u4f53\u9a8c\u66f4\u52a0\u6d41\u7545<\/li>\n<\/ul>\n
- \u6210\u672c\u53ef\u63a7<\/li>\n
- \n
- \u53ea\u5728\u771f\u6b63\u9700\u8981\u65f6\u624d\u8fdb\u884c\u591a\u6b21\u8c03\u7528<\/li>\n
- \u4e0d\u50cf\u4f20\u7edf Sub-Agent \u90a3\u6837\u6bcf\u4e2a\u4efb\u52a1\u90fd\u8981\u542f\u52a8\u591a\u4e2a\u5b9e\u4f8b<\/li>\n
- \u5bf9\u4e8e\u5927\u89c4\u6a21\u90e8\u7f72\u6765\u8bf4，\u6210\u672c\u5dee\u5f02\u5de8\u5927<\/li>\n<\/ul>\n
\n\u516d\u3001\u67b6\u6784\u9009\u62e9\u8981\u70b9<\/h3>\n
\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u9009\u62e9\u67b6\u6784：<\/p>\n
\n
\u65b9\u6848\u9002\u7528\u573a\u666f\u4f18\u52bf\u5c40\u9650<\/tr>\n \n\n \u7eaf Skills<\/td>\n \u5355\u4e00\u4efb\u52a1\u3001\u660e\u786e\u76ee\u6807<\/td>\n \u7b80\u5355\u3001\u6210\u672c\u4f4e\u3001\u5ef6\u8fdf\u5c0f<\/td>\n \u53ea\u80fd\u5904\u7406\u7b80\u5355\u4efb\u52a1<\/td>\n<\/tr>\n \n Skills + \u7f16\u6392<\/td>\n \u591a\u6b65\u9aa4\u4efb\u52a1\u3001\u9700\u8981\u89c4\u5212<\/td>\n \u4e2d\u7b49\u590d\u6742\u5ea6\u3001\u6210\u672c\u53ef\u63a7<\/td>\n \u9700\u8981\u8bbe\u8ba1\u4efb\u52a1\u5206\u89e3<\/td>\n<\/tr>\n \n \u5b8c\u6574 Sub-Agent<\/td>\n \u9ad8\u5ea6\u590d\u6742\u3001\u9700\u8981\u534f\u4f5c<\/td>\n \u80fd\u529b\u4e0a\u9650\u9ad8\u3001\u652f\u6301\u5e76\u884c<\/td>\n \u590d\u6742\u5ea6\u9ad8\u3001\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u9009\u62e9\u539f\u5219：<\/p>\n
- 80\/20 \u6cd5\u5219：\u5982\u679c\u7b80\u5355\u65b9\u6848\u80fd\u89e3\u51b3 80% \u7684\u95ee\u9898，\u5c31\u4e0d\u8981\u7528\u590d\u6742\u65b9\u6848<\/li>\n
- \u6210\u672c\u610f\u8bc6：\u8bb0\u5f55\u6bcf\u4e2a skill \u7684 token \u6d88\u8017，\u5206\u6790\u4f7f\u7528\u9891\u7387，\u6301\u7eed\u4f18\u5316<\/li>\n
- \u6e10\u8fdb\u6f14\u8fdb：\u4ece\u6700\u7b80\u5355\u7684\u65b9\u6848\u5f00\u59cb，\u9047\u5230\u74f6\u9888\u518d\u5347\u7ea7<\/li>\n
\n\u4e03\u3001\u603b\u7ed3：\u4e09\u4e2a\u6838\u5fc3\u6d1e\u5bdf<\/h3>\n
1. \u6a21\u5757\u5316\u662f\u5e94\u5bf9\u590d\u6742\u6027\u7684\u6839\u672c\u7b56\u7565<\/h4>\n
\u65e0\u8bba\u4f20\u7edf\u8f6f\u4ef6\u8fd8\u662f AI \u7cfb\u7edf，\u6a21\u5757\u5316\u90fd\u662f\u6838\u5fc3：<\/p>\n
- \n
- \u6e05\u6670\u7684\u8fb9\u754c\u8ba9\u7cfb\u7edf\u66f4\u6613\u7406\u89e3<\/li>\n
- \u72ec\u7acb\u7684\u6a21\u5757\u53ef\u4ee5\u5355\u72ec\u4f18\u5316<\/li>\n
- \u6807\u51c6\u5316\u7684\u63a5\u53e3\u652f\u6301\u7075\u6d3b\u7ec4\u5408<\/li>\n<\/ul>\n
Skills \u7684\u672c\u8d28\u5c31\u662f\u5c06 AI \u80fd\u529b\u6a21\u5757\u5316\u3002<\/p>\n
\n2. \u6ca1\u6709\u5b8c\u7f8e\u65b9\u6848，\u53ea\u6709\u5408\u9002\u7684\u6743\u8861<\/h4>\n
\u5173\u952e\u95ee\u9898\u4e0d\u662f"\u54ea\u4e2a\u67b6\u6784\u66f4\u597d"，\u800c\u662f：<\/p>\n
- \n
- \u4f60\u7684\u4efb\u52a1\u590d\u6742\u5ea6\u5728\u4ec0\u4e48\u5c42\u7ea7？<\/li>\n
- \u4f60\u80fd\u63a5\u53d7\u7684\u6210\u672c\u4e0a\u9650\u662f\u591a\u5c11？<\/li>\n
- \u7528\u6237\u5bf9\u5ef6\u8fdf\u6709\u4ec0\u4e48\u8981\u6c42？<\/li>\n<\/ul>\n
\u6839\u636e\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\u9009\u62e9\u67b6\u6784，\u800c\u4e0d\u662f\u8ffd\u9010\u6700\u65b0\u6280\u672f\u3002<\/p>\n
\n3. \u4ece\u7b80\u5355\u5f00\u59cb，\u6e10\u8fdb\u6f14\u8fdb<\/h4>\n
\u4e0d\u8981\u4e00\u5f00\u59cb\u5c31\u6784\u5efa\u590d\u6742\u7cfb\u7edf：<\/p>\n
- \u5148\u7528\u6700\u7b80\u5355\u7684\u65b9\u6848\u9a8c\u8bc1\u53ef\u884c\u6027<\/li>\n
- \u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u53d1\u73b0\u74f6\u9888<\/li>\n
- \u6709\u9488\u5bf9\u6027\u5730\u4f18\u5316<\/li>\n
\u8fc7\u65e9\u5f15\u5165\u590d\u6742\u6027\u5f80\u5f80\u5f0a\u5927\u4e8e\u5229\u3002<\/p>\n
\n\u540e\u8bb0<\/h3>\n
\u6280\u672f\u67b6\u6784\u7684\u9009\u62e9，\u672c\u8d28\u4e0a\u662f\u5728\u590d\u6742\u6027\u548c\u6548\u7387\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\u3002\u6700\u6210\u529f\u7684\u7cfb\u7edf\u5f80\u5f80\u4e0d\u662f\u6700\u590d\u6742\u7684，\u800c\u662f\u5728\u7ed9\u5b9a\u7ea6\u675f\u4e0b\u505a\u51fa\u4e86\u6700\u5408\u7406\u6743\u8861\u7684\u3002<\/p>\n
\u7559\u7ed9\u4f60\u7684\u601d\u8003\u9898：<\/p>\n
- \u4f60\u7684 LLM \u5e94\u7528\u771f\u7684\u9700\u8981 Multi-Agent \u67b6\u6784\u5417？<\/li>\n
- \u66f4\u7b80\u5355\u7684 Skills \u6a21\u5f0f\u80fd\u89e3\u51b3 80% \u7684\u95ee\u9898\u5417？<\/li>\n
- \u589e\u52a0\u7684\u590d\u6742\u6027\u5e26\u6765\u7684\u6536\u76ca\u503c\u5f97\u4ed8\u51fa\u7684\u6210\u672c\u5417？<\/li>\n
\u8bfb\u8005\u798f\u5229：\u5018\u82e5\u5927\u5bb6\u5bf9\u5927\u6a21\u578b\u611f\u5174\u8da3，\u90a3\u4e48\u8fd9\u5957\u5927\u6a21\u578b\u5b66\u4e60\u8d44\u6599\u4e00\u5b9a\u5bf9\u4f60\u6709\u7528\u3002<\/p>\n
\u9488\u5bf90\u57fa\u7840\u5c0f\u767d：<\/p>\n
\u5982\u679c\u4f60\u662f\u96f6\u57fa\u7840\u5c0f\u767d，\u5feb\u901f\u5165\u95e8\u5927\u6a21\u578b\u662f\u53ef\u884c\u7684\u3002 \u5927\u6a21\u578b\u5b66\u4e60\u6d41\u7a0b\u8f83\u77ed，\u5b66\u4e60\u5185\u5bb9\u5168\u9762，\u9700\u8981\u7406\u8bba\u4e0e\u5b9e\u8df5\u7ed3\u5408 \u5b66\u4e60\u8ba1\u5212\u548c\u65b9\u5411\u80fd\u6839\u636e\u8d44\u6599\u8fdb\u884c\u5f52\u7eb3\u603b\u7ed3<\/p>\n
\u5305\u62ec：\u5927\u6a21\u578b\u5b66\u4e60\u7ebf\u8def\u6c47\u603b\u3001\u5b66\u4e60\u9636\u6bb5，\u5927\u6a21\u578b\u5b9e\u6218\u6848\u4f8b，\u5927\u6a21\u578b\u5b66\u4e60\u89c6\u9891，\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u5927\u6a21\u578b\u4e66\u7c4dPDF\u3002\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u7cfb\u7edf\u6027\u7684\u5b66\u597d\u5927\u6a21\u578b！<\/p>\n
😝\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34，\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011🆓<\/p>\n
![\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184903-697cfd1f7e6ec.jpg\")
<\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184904-697cfd2025355.jpg\")
<\/p>\n👉AI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u6c47\u603b👈<\/h6>\n
\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u56fe，\u6574\u4f53\u5206\u4e3a7\u4e2a\u5927\u7684\u9636\u6bb5：（\u5168\u5957\u6559\u7a0b\u6587\u672b\u9886\u53d6\u54c8）
![\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184904-697cfd2075efa.png\")
\u7b2c\u4e00\u9636\u6bb5： \u4ece\u5927\u6a21\u578b\u7cfb\u7edf\u8bbe\u8ba1\u5165\u624b，\u8bb2\u89e3\u5927\u6a21\u578b\u7684\u4e3b\u8981\u65b9\u6cd5；<\/p>\n\u7b2c\u4e8c\u9636\u6bb5： \u5728\u901a\u8fc7\u5927\u6a21\u578b\u63d0\u793a\u8bcd\u5de5\u7a0b\u4ecePrompts\u89d2\u5ea6\u5165\u624b\u66f4\u597d\u53d1\u6325\u6a21\u578b\u7684\u4f5c\u7528；<\/p>\n
\u7b2c\u4e09\u9636\u6bb5： \u5927\u6a21\u578b\u5e73\u53f0\u5e94\u7528\u5f00\u53d1\u501f\u52a9\u963f\u91cc\u4e91PAI\u5e73\u53f0\u6784\u5efa\u7535\u5546\u9886\u57df\u865a\u62df\u8bd5\u8863\u7cfb\u7edf；<\/p>\n
\u7b2c\u56db\u9636\u6bb5： \u5927\u6a21\u578b\u77e5\u8bc6\u5e93\u5e94\u7528\u5f00\u53d1\u4ee5LangChain\u6846\u67b6\u4e3a\u4f8b，\u6784\u5efa\u7269\u6d41\u884c\u4e1a\u54a8\u8be2\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf；<\/p>\n
\u7b2c\u4e94\u9636\u6bb5： \u5927\u6a21\u578b\u5fae\u8c03\u5f00\u53d1\u501f\u52a9\u4ee5\u5927\u5065\u5eb7\u3001\u65b0\u96f6\u552e\u3001\u65b0\u5a92\u4f53\u9886\u57df\u6784\u5efa\u9002\u5408\u5f53\u524d\u9886\u57df\u5927\u6a21\u578b；<\/p>\n
\u7b2c\u516d\u9636\u6bb5： \u4ee5SD\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e3a\u4e3b，\u642d\u5efa\u4e86\u6587\u751f\u56fe\u5c0f\u7a0b\u5e8f\u6848\u4f8b；<\/p>\n
\u7b2c\u4e03\u9636\u6bb5： \u4ee5\u5927\u6a21\u578b\u5e73\u53f0\u5e94\u7528\u4e0e\u5f00\u53d1\u4e3a\u4e3b，\u901a\u8fc7\u661f\u706b\u5927\u6a21\u578b，\u6587\u5fc3\u5927\u6a21\u578b\u7b49\u6210\u719f\u5927\u6a21\u578b\u6784\u5efa\u5927\u6a21\u578b\u884c\u4e1a\u5e94\u7528\u3002<\/p>\n
👉\u5927\u6a21\u578b\u5b9e\u6218\u6848\u4f8b👈<\/h6>\n
\u5149\u5b66\u7406\u8bba\u662f\u6ca1\u7528\u7684，\u8981\u5b66\u4f1a\u8ddf\u7740\u4e00\u8d77\u505a，\u8981\u52a8\u624b\u5b9e\u64cd，\u624d\u80fd\u5c06\u81ea\u5df1\u7684\u6240\u5b66\u8fd0\u7528\u5230\u5b9e\u9645\u5f53\u4e2d\u53bb，\u8fd9\u65f6\u5019\u53ef\u4ee5\u641e\u70b9\u5b9e\u6218\u6848\u4f8b\u6765\u5b66\u4e60\u3002<\/p>\n
![\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184904-697cfd20ece15.jpg\")
<\/p>\n👉\u5927\u6a21\u578b\u89c6\u9891\u548cPDF\u5408\u96c6👈<\/h6>\n
\u8fd9\u91cc\u6211\u4eec\u80fd\u63d0\u4f9b\u96f6\u57fa\u7840\u5b66\u4e60\u4e66\u7c4d\u548c\u89c6\u9891\u3002\u4f5c\u4e3a\u6700\u5feb\u6377\u4e5f\u662f\u6700\u6709\u6548\u7684\u65b9\u5f0f\u4e4b\u4e00，\u8ddf\u7740\u8001\u5e08\u7684\u601d\u8def，\u7531\u6d45\u5165\u6df1，\u4ece\u7406\u8bba\u5230\u5b9e\u64cd，\u5176\u5b9e\u5927\u6a21\u578b\u5e76\u4e0d\u96be\u3002<\/p>\n
![\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184905-697cfd2188bb8.png\")
<\/p>\n👉\u5b66\u4f1a\u540e\u7684\u6536\u83b7：👈<\/h6>\n
\u2022 \u57fa\u4e8e\u5927\u6a21\u578b\u5168\u6808\u5de5\u7a0b\u5b9e\u73b0（\u524d\u7aef\u3001\u540e\u7aef\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u3001\u6570\u636e\u5206\u6790\u7b49），\u901a\u8fc7\u8fd9\u95e8\u8bfe\u53ef\u83b7\u5f97\u4e0d\u540c\u80fd\u529b；<\/p>\n
\u2022 \u80fd\u591f\u5229\u7528\u5927\u6a21\u578b\u89e3\u51b3\u76f8\u5173\u5b9e\u9645\u9879\u76ee\u9700\u6c42： \u5927\u6570\u636e\u65f6\u4ee3，\u8d8a\u6765\u8d8a\u591a\u7684\u4f01\u4e1a\u548c\u673a\u6784\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e，\u5229\u7528\u5927\u6a21\u578b\u6280\u672f\u53ef\u4ee5\u66f4\u597d\u5730\u5904\u7406\u8fd9\u4e9b\u6570\u636e，\u63d0\u9ad8\u6570\u636e\u5206\u6790\u548c\u51b3\u7b56\u7684\u51c6\u786e\u6027\u3002\u56e0\u6b64，\u638c\u63e1\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6280\u80fd，\u53ef\u4ee5\u8ba9\u7a0b\u5e8f\u5458\u66f4\u597d\u5730\u5e94\u5bf9\u5b9e\u9645\u9879\u76ee\u9700\u6c42；<\/p>\n
\u2022 \u57fa\u4e8e\u5927\u6a21\u578b\u548c\u4f01\u4e1a\u6570\u636eAI\u5e94\u7528\u5f00\u53d1，\u5b9e\u73b0\u5927\u6a21\u578b\u7406\u8bba\u3001\u638c\u63e1GPU\u7b97\u529b\u3001\u786c\u4ef6\u3001LangChain\u5f00\u53d1\u6846\u67b6\u548c\u9879\u76ee\u5b9e\u6218\u6280\u80fd， \u5b66\u4f1aFine-tuning\u5782\u76f4\u8bad\u7ec3\u5927\u6a21\u578b（\u6570\u636e\u51c6\u5907\u3001\u6570\u636e\u84b8\u998f\u3001\u5927\u6a21\u578b\u90e8\u7f72）\u4e00\u7ad9\u5f0f\u638c\u63e1；<\/p>\n
\u2022 \u80fd\u591f\u5b8c\u6210\u65f6\u4e0b\u70ed\u95e8\u5927\u6a21\u578b\u5782\u76f4\u9886\u57df\u6a21\u578b\u8bad\u7ec3\u80fd\u529b，\u63d0\u9ad8\u7a0b\u5e8f\u5458\u7684\u7f16\u7801\u80fd\u529b： \u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u9700\u8981\u638c\u63e1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7b49\u6280\u672f，\u8fd9\u4e9b\u6280\u672f\u7684\u638c\u63e1\u53ef\u4ee5\u63d0\u9ad8\u7a0b\u5e8f\u5458\u7684\u7f16\u7801\u80fd\u529b\u548c\u5206\u6790\u80fd\u529b，\u8ba9\u7a0b\u5e8f\u5458\u66f4\u52a0\u719f\u7ec3\u5730\u7f16\u5199\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u3002<\/p>\n
👉\u83b7\u53d6\u65b9\u5f0f：<\/h6>\n
😝\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34，\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011🆓
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260130184906-697cfd222bd6c.jpg\")
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