{"id":7277,"date":"2024-10-20T04:13:45","date_gmt":"2024-10-19T20:13:45","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=7277"},"modified":"2024-10-20T16:14:00","modified_gmt":"2024-10-20T08:14:00","slug":"claudechangjianyongliai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/claudechangjianyongliai\/","title":{"rendered":"Claude\u5e38\u89c1\u7528\u4f8b\u6307\u5357\uff1a\u5de5\u5355\u5206\u914d"},"content":{"rendered":"<p>\u672c\u6307\u5357\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528Claude\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\uff0c\u6839\u636e\u5ba2\u6237\u610f\u56fe\u3001\u7d27\u6025\u7a0b\u5ea6\u3001\u4f18\u5148\u7ea7\u3001\u5ba2\u6237\u6863\u6848\u7b49\u56e0\u7d20\uff0c\u5927\u89c4\u6a21\u5206\u7c7b\u5ba2\u6237\u652f\u6301\u5de5\u5355\u3002<\/p>\n<h2 id=\"_3\">\u5b9a\u4e49\u662f\u5426\u4f7f\u7528Claude\u8fdb\u884c\u5de5\u5355\u5206\u914d<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u6307\u6807\uff0c\u8868\u660e\u4f60\u5e94\u8be5\u4f7f\u7528\u50cfClaude\u8fd9\u6837\u7684LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u800c\u975e\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u6765\u5b8c\u6210\u5206\u7c7b\u4efb\u52a1\uff1a<\/p>\n<p><strong>\u4f60\u53ef\u7528\u7684\u6807\u6ce8\u8bad\u7ec3\u6570\u636e\u6709\u9650<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u8fc7\u7a0b\u9700\u8981\u5927\u91cf\u7684\u6807\u6ce8\u6570\u636e\u96c6\u3002Claude\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u4ec5\u4f7f\u7528\u51e0\u5341\u4e2a\u6807\u6ce8\u793a\u4f8b\u6709\u6548\u5730\u5206\u7c7b\u5de5\u5355\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u6570\u636e\u51c6\u5907\u7684\u65f6\u95f4\u548c\u6210\u672c\u3002<\/p>\n<p><strong>\u4f60\u7684\u5206\u7c7b\u7c7b\u522b\u53ef\u80fd\u4f1a\u968f\u65f6\u95f4\u53d8\u5316\u6216\u6f14\u53d8<\/strong><\/p>\n<p>\u4e00\u65e6\u5efa\u7acb\u4e86\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u4fee\u6539\u5b83\u5c06\u662f\u4e00\u4e2a\u8017\u65f6\u4e14\u6570\u636e\u5bc6\u96c6\u7684\u8fc7\u7a0b\u3002\u800c\u968f\u7740\u4f60\u7684\u4ea7\u54c1\u6216\u5ba2\u6237\u9700\u6c42\u7684\u53d8\u5316\uff0cClaude\u53ef\u4ee5\u8f7b\u677e\u9002\u5e94\u7c7b\u522b\u5b9a\u4e49\u7684\u53d8\u5316\u6216\u65b0\u7c7b\u522b\uff0c\u800c\u65e0\u9700\u5927\u91cf\u91cd\u65b0\u6807\u6ce8\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p><strong>\u4f60\u9700\u8981\u5904\u7406\u590d\u6742\u7684\u975e\u7ed3\u6784\u5316\u6587\u672c\u8f93\u5165<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u96be\u4ee5\u5904\u7406\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4e14\u9700\u8981\u5e7f\u6cdb\u7684\u7279\u5f81\u5de5\u7a0b\u3002Claude\u7684\u9ad8\u7ea7\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u53ef\u4ee5\u57fa\u4e8e\u5185\u5bb9\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u51c6\u786e\u5206\u7c7b\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u4e25\u683c\u7684\u672c\u4f53\u7ed3\u6784\u3002<\/p>\n<p><strong>\u4f60\u7684\u5206\u7c7b\u89c4\u5219\u57fa\u4e8e\u8bed\u4e49\u7406\u89e3<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u4e8e\u8bcd\u888b\u6a21\u578b\u6216\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\u3002\u5f53\u7c7b\u522b\u662f\u7531\u6761\u4ef6\u800c\u4e0d\u662f\u793a\u4f8b\u5b9a\u4e49\u65f6\uff0cClaude\u64c5\u957f\u7406\u89e3\u5e76\u5e94\u7528\u8fd9\u4e9b\u6f5c\u5728\u89c4\u5219\u3002<\/p>\n<p><strong>\u4f60\u9700\u8981\u5206\u7c7b\u51b3\u7b56\u7684\u53ef\u89e3\u91ca\u63a8\u7406<\/strong><\/p>\n<p>\u8bb8\u591a\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u51e0\u4e4e\u4e0d\u63d0\u4f9b\u4efb\u4f55\u89c1\u89e3\u3002Claude\u53ef\u4ee5\u4e3a\u5176\u5206\u7c7b\u51b3\u7b56\u63d0\u4f9b\u4eba\u7c7b\u53ef\u8bfb\u7684\u89e3\u91ca\uff0c\u4ece\u800c\u589e\u5f3a\u5bf9\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u4fe1\u4efb\uff0c\u5e76\u5728\u5fc5\u8981\u65f6\u6613\u4e8e\u9002\u5e94\u3002<\/p>\n<p><strong>\u4f60\u5e0c\u671b\u66f4\u6709\u6548\u5730\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\u548c\u6a21\u68f1\u4e24\u53ef\u7684\u5de5\u5355<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u901a\u5e38\u5728\u5904\u7406\u5f02\u5e38\u60c5\u51b5\u548c\u6a21\u7cca\u8f93\u5165\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u5e38\u5e38\u5c06\u5b83\u4eec\u8bef\u5206\u7c7b\u6216\u5f52\u5165\u4e00\u4e2a\u201c\u4e07\u80fd\u201d\u7c7b\u522b\u3002Claude\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u89e3\u91ca\u652f\u6301\u5de5\u5355\u4e2d\u7684\u4e0a\u4e0b\u6587\u548c\u7ec6\u5fae\u5dee\u522b\uff0c\u53ef\u80fd\u51cf\u5c11\u9700\u8981\u4eba\u5de5\u5e72\u9884\u7684\u8bef\u5206\u6216\u672a\u5206\u7c7b\u5de5\u5355\u7684\u6570\u91cf\u3002<\/p>\n<p><strong>\u4f60\u9700\u8981\u5728\u4e0d\u7ef4\u62a4\u591a\u4e2a\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u591a\u8bed\u8a00\u652f\u6301<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u4e3a\u6bcf\u79cd\u652f\u6301\u7684\u8bed\u8a00\u7ef4\u62a4\u5355\u72ec\u7684\u6a21\u578b\u6216\u8fdb\u884c\u5927\u91cf\u7684\u7ffb\u8bd1\u8fc7\u7a0b\u3002Claude\u7684\u591a\u8bed\u8a00\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u5728\u65e0\u9700\u5355\u72ec\u6a21\u578b\u6216\u5e7f\u6cdb\u7ffb\u8bd1\u8fc7\u7a0b\u7684\u60c5\u51b5\u4e0b\uff0c\u5206\u7c7b\u5404\u79cd\u8bed\u8a00\u7684\u5de5\u5355\uff0c\u4ece\u800c\u7b80\u5316\u5168\u7403\u5ba2\u6237\u652f\u6301\u3002<\/p>\n<hr \/>\n<h2 id=\"_20\">\u6784\u5efa\u5e76\u90e8\u7f72\u4f60\u7684\u5927\u8bed\u8a00\u6a21\u578b\u652f\u6301\u5de5\u4f5c\u6d41<\/h2>\n<h3 id=\"_21\">\u4e86\u89e3\u4f60\u5f53\u524d\u7684\u652f\u6301\u65b9\u6cd5<\/h3>\n<p>\u5728\u6df1\u5165\u81ea\u52a8\u5316\u4e4b\u524d\uff0c\u9996\u5148\u4e86\u89e3\u4f60\u73b0\u6709\u7684\u5de5\u5355\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u9996\u5148\u8c03\u67e5\u4f60\u7684\u652f\u6301\u56e2\u961f\u5f53\u524d\u5982\u4f55\u5904\u7406\u5de5\u5355\u8def\u7531\u3002<\/p>\n<p>\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u4e86\u54ea\u4e9b\u6807\u51c6\u6765\u51b3\u5b9a\u9002\u7528\u7684 SLA\/\u670d\u52a1\u65b9\u6848\uff1f<\/li>\n<li>\u662f\u5426\u4f7f\u7528\u5de5\u5355\u8def\u7531\u6765\u786e\u5b9a\u5de5\u5355\u5e94\u8f6c\u81f3\u54ea\u4e2a\u652f\u6301\u5c42\u7ea7\u6216\u4ea7\u54c1\u4e13\u5bb6\uff1f<\/li>\n<li>\u662f\u5426\u5df2\u7ecf\u6709\u4efb\u4f55\u81ea\u52a8\u5316\u89c4\u5219\u6216\u5de5\u4f5c\u6d41\uff1f\u5728\u54ea\u4e9b\u60c5\u51b5\u4e0b\u5b83\u4eec\u4f1a\u5931\u6548\uff1f<\/li>\n<li>\u8fb9\u7f18\u60c5\u51b5\u6216\u6a21\u7cca\u7684\u5de5\u5355\u662f\u5982\u4f55\u5904\u7406\u7684\uff1f<\/li>\n<li>\u56e2\u961f\u5982\u4f55\u5bf9\u5de5\u5355\u8fdb\u884c\u4f18\u5148\u7ea7\u6392\u5e8f\uff1f<\/li>\n<\/ul>\n<p>\u4f60\u5bf9\u4eba\u7c7b\u5982\u4f55\u5904\u7406\u7279\u5b9a\u60c5\u51b5\u4e86\u89e3\u5f97\u8d8a\u591a\uff0c\u4f60\u5c31\u8d8a\u80fd\u66f4\u597d\u5730\u4e0e <a href=\"https:\/\/www.kdjingpai.com\/ja\/claudeanquanfubai\/\">Claude<\/a> \u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<h3 id=\"_26\">\u5b9a\u4e49\u7528\u6237\u610f\u56fe\u7c7b\u522b<\/h3>\n<p>\u4e00\u4e2a\u5b9a\u4e49\u660e\u786e\u7684\u7528\u6237\u610f\u56fe\u7c7b\u522b\u5217\u8868\u5bf9\u4e8e\u4f7f\u7528 Claude \u51c6\u786e\u5206\u7c7b\u652f\u6301\u5de5\u5355\u81f3\u5173\u91cd\u8981\u3002Claude \u80fd\u591f\u6709\u6548\u5730\u5728\u4f60\u7684\u7cfb\u7edf\u5185\u8def\u7531\u5de5\u5355\uff0c\u5176\u80fd\u529b\u4e0e\u4f60\u7cfb\u7edf\u4e2d\u7c7b\u522b\u5b9a\u4e49\u7684\u6e05\u6670\u7a0b\u5ea6\u76f4\u63a5\u76f8\u5173\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u7528\u6237\u610f\u56fe\u7c7b\u522b\u548c\u5b50\u7c7b\u522b\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u6280\u672f\u95ee\u9898<\/p>\n<ul>\n<li>\u786c\u4ef6\u95ee\u9898<\/li>\n<li>\u8f6f\u4ef6\u6f0f\u6d1e<\/li>\n<li>\u517c\u5bb9\u6027\u95ee\u9898<\/li>\n<li>\u6027\u80fd\u95ee\u9898<\/li>\n<\/ul>\n<p>\u8d26\u6237\u7ba1\u7406<\/p>\n<ul>\n<li>\u91cd\u7f6e\u5bc6\u7801<\/li>\n<li>\u8d26\u6237\u8bbf\u95ee\u95ee\u9898<\/li>\n<li>\u8d26\u5355\u67e5\u8be2<\/li>\n<li>\u8ba2\u9605\u53d8\u66f4<\/li>\n<\/ul>\n<p>\u4ea7\u54c1\u4fe1\u606f<\/p>\n<ul>\n<li>\u529f\u80fd\u67e5\u8be2<\/li>\n<li>\u4ea7\u54c1\u517c\u5bb9\u6027\u95ee\u9898<\/li>\n<li>\u4ef7\u683c\u4fe1\u606f<\/li>\n<li>\u53ef\u7528\u6027\u67e5\u8be2<\/li>\n<\/ul>\n<p>\u7528\u6237\u6307\u5bfc<\/p>\n<ul>\n<li>\u64cd\u4f5c\u6307\u5357<\/li>\n<li>\u529f\u80fd\u4f7f\u7528\u5e2e\u52a9<\/li>\n<li>\u6700\u4f73\u5b9e\u8df5\u5efa\u8bae<\/li>\n<li>\u6545\u969c\u6392\u9664\u6307\u5357<\/li>\n<\/ul>\n<p>\u53cd\u9988<\/p>\n<ul>\n<li>\u6f0f\u6d1e\u62a5\u544a<\/li>\n<li>\u529f\u80fd\u8bf7\u6c42<\/li>\n<li>\u4e00\u822c\u53cd\u9988\u6216\u5efa\u8bae<\/li>\n<li>\u6295\u8bc9<\/li>\n<\/ul>\n<p>\u8ba2\u5355\u76f8\u5173<\/p>\n<ul>\n<li>\u8ba2\u5355\u72b6\u6001\u67e5\u8be2<\/li>\n<li>\u7269\u6d41\u4fe1\u606f<\/li>\n<li>\u9000\u6362\u8d27<\/li>\n<li>\u8ba2\u5355\u4fee\u6539<\/li>\n<\/ul>\n<p>\u670d\u52a1\u8bf7\u6c42<\/p>\n<ul>\n<li>\u5b89\u88c5\u534f\u52a9<\/li>\n<li>\u5347\u7ea7\u8bf7\u6c42<\/li>\n<li>\u7ef4\u62a4\u8ba1\u5212<\/li>\n<li>\u670d\u52a1\u53d6\u6d88<\/li>\n<\/ul>\n<p>\u5b89\u5168\u95ee\u9898<\/p>\n<ul>\n<li>\u6570\u636e\u9690\u79c1\u67e5\u8be2<\/li>\n<li>\u53ef\u7591\u6d3b\u52a8\u62a5\u544a<\/li>\n<li>\u5b89\u5168\u529f\u80fd\u5e2e\u52a9<\/li>\n<\/ul>\n<p>\u5408\u89c4\u548c\u6cd5\u5f8b<\/p>\n<ul>\n<li>\u6cd5\u89c4\u5408\u89c4\u95ee\u9898<\/li>\n<li>\u670d\u52a1\u6761\u6b3e\u67e5\u8be2<\/li>\n<li>\u6cd5\u5f8b\u6587\u4ef6\u8bf7\u6c42<\/li>\n<\/ul>\n<p>\u7d27\u6025\u652f\u6301<\/p>\n<ul>\n<li>\u5173\u952e\u7cfb\u7edf\u6545\u969c<\/li>\n<li>\u7d27\u6025\u5b89\u5168\u95ee\u9898<\/li>\n<li>\u65f6\u95f4\u654f\u611f\u95ee\u9898<\/li>\n<\/ul>\n<p>\u57f9\u8bad\u548c\u6559\u80b2<\/p>\n<ul>\n<li>\u4ea7\u54c1\u57f9\u8bad\u8bf7\u6c42<\/li>\n<li>\u6587\u6863\u67e5\u8be2<\/li>\n<li>\u7f51\u7edc\u7814\u8ba8\u4f1a\u6216\u5de5\u4f5c\u574a\u4fe1\u606f<\/li>\n<\/ul>\n<p>\u96c6\u6210\u548c API<\/p>\n<ul>\n<li>\u96c6\u6210\u534f\u52a9<\/li>\n<li>API \u4f7f\u7528\u95ee\u9898<\/li>\n<li>\u7b2c\u4e09\u65b9\u517c\u5bb9\u6027\u67e5\u8be2<\/li>\n<\/ul>\n<p>\u9664\u4e86\u7528\u6237\u610f\u56fe\u5916\uff0c\u5de5\u5355\u8def\u7531\u548c\u4f18\u5148\u7ea7\u6392\u5e8f\u8fd8\u53ef\u80fd\u53d7\u5230\u5176\u4ed6\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u4f8b\u5982\u7d27\u6025\u7a0b\u5ea6\u3001\u5ba2\u6237\u7c7b\u578b\u3001SLA \u6216\u8bed\u8a00\u3002\u6784\u5efa\u81ea\u52a8\u8def\u7531\u7cfb\u7edf\u65f6\uff0c\u52a1\u5fc5\u8003\u8651\u5176\u4ed6\u8def\u7531\u6807\u51c6\u3002<\/p>\n<h3 id=\"_54\">\u786e\u7acb\u6210\u529f\u6807\u51c6<\/h3>\n<p>\u4e0e\u60a8\u7684\u652f\u6301\u56e2\u961f\u5408\u4f5c\uff0c\u4f7f\u7528\u53ef\u8861\u91cf\u7684\u57fa\u51c6\u3001\u9608\u503c\u548c\u76ee\u6807<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/define-success\">\u5b9a\u4e49\u6e05\u6670\u7684\u6210\u529f\u6807\u51c6<\/a>\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5728\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u5de5\u5355\u5206\u914d\u65f6\u5e38\u89c1\u7684\u6807\u51c6\u548c\u57fa\u51c6\uff1a<\/p>\n<p>\u5206\u7c7b\u4e00\u81f4\u6027<\/p>\n<p>\u8be5\u6307\u6807\u8bc4\u4f30Claude\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u5bf9\u76f8\u4f3c\u5de5\u5355\u7684\u5206\u7c7b\u662f\u5426\u4e00\u81f4\u3002\u8fd9\u5bf9\u4e8e\u4fdd\u6301\u5206\u914d\u7684\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u5b9a\u671f\u4f7f\u7528\u4e00\u7ec4\u6807\u51c6\u5316\u8f93\u5165\u6d4b\u8bd5\u6a21\u578b\uff0c\u76ee\u6807\u662f\u4e00\u81f4\u6027\u8fbe\u523095%\u6216\u66f4\u9ad8\u3002<\/p>\n<p>\u9002\u5e94\u901f\u5ea6<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cfClaude\u5bf9\u65b0\u7c7b\u522b\u6216\u53d8\u5316\u7684\u5de5\u5355\u6a21\u5f0f\u7684\u9002\u5e94\u901f\u5ea6\u3002\u901a\u8fc7\u5f15\u5165\u65b0\u5de5\u5355\u7c7b\u578b\u5e76\u6d4b\u91cf\u6a21\u578b\u5728\u8fd9\u4e9b\u65b0\u7c7b\u522b\u4e2d\u8fbe\u5230\u6ee1\u610f\u51c6\u786e\u7387\uff08\u4f8b\u5982\uff0c&gt;90%\uff09\u6240\u9700\u7684\u65f6\u95f4\u3002\u76ee\u6807\u662f\u572850-100\u4e2a\u6837\u672c\u5de5\u5355\u5185\u5b9e\u73b0\u9002\u5e94\u3002<\/p>\n<p>\u591a\u8bed\u8a00\u5904\u7406<\/p>\n<p>\u8be5\u6307\u6807\u8bc4\u4f30Claude\u51c6\u786e\u5206\u914d\u591a\u8bed\u8a00\u5de5\u5355\u7684\u80fd\u529b\u3002\u6d4b\u91cf\u4e0d\u540c\u8bed\u8a00\u4e0b\u7684\u5206\u914d\u51c6\u786e\u7387\uff0c\u76ee\u6807\u662f\u5728\u975e\u4e3b\u8981\u8bed\u8a00\u4e2d\u7684\u51c6\u786e\u7387\u4e0b\u964d\u4e0d\u8d85\u8fc75-10%\u3002<\/p>\n<p>\u8fb9\u7f18\u6848\u4f8b\u5904\u7406<\/p>\n<p>\u8be5\u6307\u6807\u8bc4\u4f30Claude\u5728\u5904\u7406\u4e0d\u5e38\u89c1\u6216\u590d\u6742\u5de5\u5355\u65f6\u7684\u8868\u73b0\u3002\u521b\u5efa\u4e00\u7ec4\u8fb9\u7f18\u6848\u4f8b\u7684\u6d4b\u8bd5\u96c6\uff0c\u76ee\u6807\u662f\u5728\u8fd9\u4e9b\u590d\u6742\u8f93\u5165\u4e2d\u8fbe\u5230\u81f3\u5c1180%\u7684\u5206\u914d\u51c6\u786e\u7387\u3002<\/p>\n<p>\u504f\u89c1\u51cf\u5f31<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cfClaude\u5728\u4e0d\u540c\u5ba2\u6237\u7fa4\u4f53\u4e2d\u5206\u914d\u7684\u516c\u5e73\u6027\u3002\u5b9a\u671f\u5ba1\u6838\u5206\u914d\u51b3\u7b56\u662f\u5426\u5b58\u5728\u6f5c\u5728\u504f\u89c1\uff0c\u76ee\u6807\u662f\u5728\u6240\u6709\u5ba2\u6237\u7fa4\u4f53\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u5206\u914d\u51c6\u786e\u7387\uff08\u8bef\u5dee\u57282-3%\u4ee5\u5185\uff09\u3002<\/p>\n<p>\u63d0\u793a\u6548\u7387<\/p>\n<p>\u5728\u9700\u8981\u51cf\u5c11Token\u6570\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u8be5\u6807\u51c6\u8bc4\u4f30Claude\u5728\u6700\u5c11\u4e0a\u4e0b\u6587\u6761\u4ef6\u4e0b\u7684\u8868\u73b0\u3002\u6d4b\u91cf\u5728\u63d0\u4f9b\u4e0d\u540c\u91cf\u7ea7\u4e0a\u4e0b\u6587\u65f6\u7684\u5206\u914d\u51c6\u786e\u7387\uff0c\u76ee\u6807\u662f\u5728\u4ec5\u63d0\u4f9b\u5de5\u5355\u6807\u9898\u548c\u7b80\u77ed\u63cf\u8ff0\u7684\u60c5\u51b5\u4e0b\u8fbe\u523090%\u4ee5\u4e0a\u7684\u51c6\u786e\u7387\u3002<\/p>\n<p>\u53ef\u89e3\u91ca\u6027\u8bc4\u5206<\/p>\n<p>\u8be5\u6307\u6807\u8bc4\u4f30Claude\u5bf9\u5176\u5206\u914d\u51b3\u7b56\u7684\u89e3\u91ca\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002\u4eba\u5de5\u8bc4\u5206\u5458\u53ef\u4ee5\u5bf9\u89e3\u91ca\u8fdb\u884c\u6253\u5206\uff08\u4f8b\u5982\uff0c1-5\u5206\uff09\uff0c\u76ee\u6807\u662f\u5b9e\u73b0\u5e73\u5747\u8bc4\u52064\u5206\u6216\u4ee5\u4e0a\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u65e0\u8bba\u662f\u5426\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5e38\u89c1\u7684\u6210\u529f\u6807\u51c6\uff1a<\/p>\n<p>\u5206\u914d\u51c6\u786e\u7387<\/p>\n<p>\u5206\u914d\u51c6\u786e\u7387\u8861\u91cf\u5de5\u5355\u7b2c\u4e00\u6b21\u662f\u5426\u88ab\u6b63\u786e\u5206\u914d\u5230\u5408\u9002\u7684\u56e2\u961f\u6216\u4e2a\u4eba\u3002\u901a\u5e38\u4ee5\u6b63\u786e\u5206\u914d\u5de5\u5355\u5360\u603b\u5de5\u5355\u7684\u767e\u5206\u6bd4\u6765\u8861\u91cf\u3002\u884c\u4e1a\u57fa\u51c6\u901a\u5e38\u76ee\u6807\u4e3a90-95%\u7684\u51c6\u786e\u7387\uff0c\u4f46\u8fd9\u53d6\u51b3\u4e8e\u652f\u6301\u7ed3\u6784\u7684\u590d\u6742\u6027\u3002<\/p>\n<p>\u5206\u914d\u65f6\u95f4<\/p>\n<p>\u8be5\u6307\u6807\u8ddf\u8e2a\u5de5\u5355\u63d0\u4ea4\u540e\u88ab\u5206\u914d\u7684\u901f\u5ea6\u3002\u66f4\u5feb\u7684\u5206\u914d\u65f6\u95f4\u901a\u5e38\u4f1a\u5bfc\u81f4\u66f4\u5feb\u7684\u89e3\u51b3\u548c\u66f4\u9ad8\u7684\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002\u6700\u4f18\u7cfb\u7edf\u7684\u5e73\u5747\u5206\u914d\u65f6\u95f4\u901a\u5e38\u57285\u5206\u949f\u4ee5\u5185\uff0c\u8bb8\u591a\u7cfb\u7edf\u7684\u76ee\u6807\u662f\u63a5\u8fd1\u5373\u65f6\u5206\u914d\uff08\u4f7f\u7528LLM\u65f6\u662f\u53ef\u80fd\u7684\uff09\u3002<\/p>\n<p>\u91cd\u5206\u914d\u7387<\/p>\n<p>\u91cd\u5206\u914d\u7387\u8868\u793a\u5de5\u5355\u521d\u6b21\u5206\u914d\u540e\u9700\u8981\u91cd\u65b0\u5206\u914d\u7684\u9891\u7387\u3002\u8f83\u4f4e\u7684\u91cd\u5206\u914d\u7387\u8868\u660e\u521d\u6b21\u5206\u914d\u66f4\u51c6\u786e\u3002\u76ee\u6807\u662f\u5c06\u91cd\u5206\u914d\u7387\u63a7\u5236\u572810%\u4ee5\u4e0b\uff0c\u8868\u73b0\u6700\u597d\u7684\u7cfb\u7edf\u53ef\u8fbe\u52305%\u6216\u66f4\u4f4e\u3002<\/p>\n<p>\u9996\u6b21\u8054\u7cfb\u89e3\u51b3\u7387<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cf\u5728\u9996\u6b21\u4e0e\u5ba2\u6237\u4ea4\u4e92\u65f6\u89e3\u51b3\u5de5\u5355\u7684\u767e\u5206\u6bd4\u3002\u8f83\u9ad8\u7684\u9996\u6b21\u89e3\u51b3\u7387\u8868\u660e\u5206\u914d\u6548\u7387\u9ad8\uff0c\u652f\u6301\u56e2\u961f\u51c6\u5907\u5145\u5206\u3002\u884c\u4e1a\u57fa\u51c6\u901a\u5e38\u4e3a70-75%\uff0c\u8868\u73b0\u6700\u4f73\u7684\u56e2\u961f\u80fd\u8fbe\u523080%\u4ee5\u4e0a\u7684\u9996\u6b21\u89e3\u51b3\u7387\u3002<\/p>\n<p>\u5e73\u5747\u5904\u7406\u65f6\u95f4<\/p>\n<p>\u5e73\u5747\u5904\u7406\u65f6\u95f4\u8861\u91cf\u4ece\u5f00\u59cb\u5230\u7ed3\u675f\u89e3\u51b3\u5de5\u5355\u6240\u9700\u7684\u65f6\u95f4\u3002\u6709\u6548\u7684\u5206\u914d\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u6b64\u65f6\u95f4\u3002\u57fa\u51c6\u56e0\u884c\u4e1a\u548c\u590d\u6742\u6027\u800c\u5f02\uff0c\u4f46\u8bb8\u591a\u7ec4\u7ec7\u7684\u76ee\u6807\u662f\u5c06\u975e\u7d27\u6025\u95ee\u9898\u7684\u5e73\u5747\u5904\u7406\u65f6\u95f4\u63a7\u5236\u572824\u5c0f\u65f6\u4ee5\u5185\u3002<\/p>\n<p>\u5ba2\u6237\u6ee1\u610f\u5ea6\u8bc4\u5206<\/p>\n<p>\u901a\u5e38\u901a\u8fc7\u4ea4\u4e92\u540e\u7684\u8c03\u67e5\u6765\u8861\u91cf\uff0c\u8fd9\u4e9b\u8bc4\u5206\u53cd\u6620\u5ba2\u6237\u5bf9\u652f\u6301\u8fc7\u7a0b\u7684\u6574\u4f53\u6ee1\u610f\u5ea6\u3002\u6709\u6548\u7684\u5206\u914d\u6709\u52a9\u4e8e\u63d0\u9ad8\u6ee1\u610f\u5ea6\u3002\u76ee\u6807\u662f\u5ba2\u6237\u6ee1\u610f\u5ea6\uff08CSAT\uff09\u8fbe\u523090%\u4ee5\u4e0a\uff0c\u8868\u73b0\u6700\u597d\u7684\u56e2\u961f\u80fd\u5b9e\u73b095%\u4ee5\u4e0a\u7684\u6ee1\u610f\u7387\u3002<\/p>\n<p>\u5347\u7ea7\u7387<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cf\u9700\u8981\u5c06\u5de5\u5355\u5347\u7ea7\u5230\u66f4\u9ad8\u652f\u6301\u5c42\u6b21\u7684\u9891\u7387\u3002\u8f83\u4f4e\u7684\u5347\u7ea7\u7387\u901a\u5e38\u8868\u660e\u521d\u6b21\u5206\u914d\u66f4\u51c6\u786e\u3002\u76ee\u6807\u662f\u5c06\u5347\u7ea7\u7387\u63a7\u5236\u572820%\u4ee5\u4e0b\uff0c\u6700\u4f18\u7cfb\u7edf\u7684\u5347\u7ea7\u7387\u53ef\u8fbe\u523010%\u6216\u66f4\u4f4e\u3002<\/p>\n<p>\u5458\u5de5\u751f\u4ea7\u529b<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cf\u5728\u5b9e\u65bd\u5206\u914d\u89e3\u51b3\u65b9\u6848\u540e\uff0c\u652f\u6301\u4eba\u5458\u80fd\u591f\u6709\u6548\u5904\u7406\u7684\u5de5\u5355\u6570\u91cf\u3002\u6539\u8fdb\u7684\u5206\u914d\u5e94\u80fd\u63d0\u9ad8\u751f\u4ea7\u529b\u3002\u901a\u8fc7\u8ddf\u8e2a\u6bcf\u540d\u5458\u5de5\u6bcf\u5929\u6216\u6bcf\u5c0f\u65f6\u89e3\u51b3\u7684\u5de5\u5355\u6570\u91cf\u6765\u8861\u91cf\uff0c\u76ee\u6807\u662f\u5728\u5b9e\u65bd\u65b0\u5206\u914d\u7cfb\u7edf\u540e\u63d0\u534710-20%\u7684\u751f\u4ea7\u529b\u3002<\/p>\n<p>\u81ea\u52a9\u670d\u52a1\u5206\u6d41\u7387<\/p>\n<p>\u8be5\u6307\u6807\u8861\u91cf\u901a\u8fc7\u81ea\u52a9\u670d\u52a1\u9009\u9879\u5728\u8fdb\u5165\u5206\u914d\u7cfb\u7edf\u4e4b\u524d\u89e3\u51b3\u7684\u6f5c\u5728\u5de5\u5355\u7684\u767e\u5206\u6bd4\u3002\u8f83\u9ad8\u7684\u5206\u6d41\u7387\u8868\u660e\u9884\u5206\u914d\u5206\u6d41\u6709\u6548\u3002\u76ee\u6807\u662f\u5206\u6d41\u7387\u8fbe\u523020-30%\uff0c\u8868\u73b0\u6700\u597d\u7684\u56e2\u961f\u80fd\u8fbe\u523040%\u4ee5\u4e0a\u3002<\/p>\n<p>\u6bcf\u5de5\u5355\u6210\u672c<\/p>\n<p>\u8be5\u6307\u6807\u8ba1\u7b97\u89e3\u51b3\u6bcf\u4e2a\u652f\u6301\u5de5\u5355\u7684\u5e73\u5747\u6210\u672c\u3002\u9ad8\u6548\u7684\u5206\u914d\u5e94\u6709\u52a9\u4e8e\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u964d\u4f4e\u6210\u672c\u3002\u5c3d\u7ba1\u57fa\u51c6\u5dee\u5f02\u5f88\u5927\uff0c\u4f46\u8bb8\u591a\u7ec4\u7ec7\u7684\u76ee\u6807\u662f\u5728\u5b9e\u65bd\u6539\u8fdb\u540e\u7684\u5206\u914d\u7cfb\u7edf\u540e\u964d\u4f4e\u6bcf\u5de5\u5355\u6210\u672c10-15%\u3002<\/p>\n<h3 id=\"_92\">\u9009\u62e9\u5408\u9002\u7684 Claude \u6a21\u578b<\/h3>\n<p>\u6a21\u578b\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u6210\u672c\u3001\u51c6\u786e\u6027\u548c\u54cd\u5e94\u65f6\u95f4\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/p>\n<p>\u8bb8\u591a\u5ba2\u6237\u53d1\u73b0\u00a0<code>claude-3-haiku-20240307<\/code>\u00a0\u662f\u5904\u7406\u5de5\u5355\u8def\u7531\u7684\u7406\u60f3\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u662f Claude 3 \u7cfb\u5217\u4e2d\u901f\u5ea6\u6700\u5feb\u4e14\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u6a21\u578b\uff0c\u540c\u65f6\u8fd8\u80fd\u63d0\u4f9b\u51fa\u8272\u7684\u7ed3\u679c\u3002\u5982\u679c\u60a8\u7684\u5206\u7c7b\u95ee\u9898\u9700\u8981\u6df1\u5ea6\u7684\u4e13\u4e1a\u77e5\u8bc6\u6216\u5927\u91cf\u590d\u6742\u7684\u610f\u56fe\u7c7b\u522b\u63a8\u7406\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u00a0<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/about-claude\/models\">\u66f4\u5927\u7684 Sonnet \u6a21\u578b<\/a>\u3002<\/p>\n<h3 id=\"_95\">\u6784\u5efa\u4e00\u4e2a\u5f3a\u5927\u7684\u63d0\u793a<\/h3>\n<p>\u5de5\u5355\u8def\u7531\u662f\u4e00\u79cd\u5206\u7c7b\u4efb\u52a1\u3002Claude \u5206\u6790\u652f\u6301\u5de5\u5355\u7684\u5185\u5bb9\uff0c\u5e76\u6839\u636e\u95ee\u9898\u7c7b\u578b\u3001\u7d27\u6025\u7a0b\u5ea6\u3001\u6240\u9700\u4e13\u4e1a\u77e5\u8bc6\u6216\u5176\u4ed6\u76f8\u5173\u56e0\u7d20\u5c06\u5176\u5206\u7c7b\u5230\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u4e2d\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u6765\u7f16\u5199\u4e00\u4e2a\u5de5\u5355\u5206\u7c7b\u7684\u63d0\u793a\u3002\u521d\u59cb\u63d0\u793a\u5e94\u5305\u542b\u7528\u6237\u8bf7\u6c42\u7684\u5185\u5bb9\uff0c\u5e76\u8fd4\u56de\u63a8\u7406\u8fc7\u7a0b\u548c\u610f\u56fe\u3002<\/p>\n<p>\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u5728\u00a0<a href=\"https:\/\/console.anthropic.com\/login\">Anthropic \u63a7\u5236\u53f0<\/a>\u00a0\u4e0a\u4f7f\u7528\u00a0<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/prompt-generator\">\u63d0\u793a\u751f\u6210\u5668<\/a>\u00a0\u6765\u8ba9 Claude \u4e3a\u60a8\u7f16\u5199\u7b2c\u4e00\u7248\u63d0\u793a\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5de5\u5355\u8def\u7531\u5206\u7c7b\u63d0\u793a\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">classify_support_request<\/span>(<span class=\"hljs-params\">ticket_contents<\/span>):<\/span>\r\n    <span class=\"hljs-comment\"># \u4e3a\u5206\u7c7b\u4efb\u52a1\u5b9a\u4e49\u63d0\u793a<\/span>\r\n    classification_prompt = <span class=\"hljs-string\">f\"\"\"\u4f60\u5c06\u4f5c\u4e3a\u5ba2\u6237\u652f\u6301\u5de5\u5355\u5206\u7c7b\u7cfb\u7edf\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5206\u6790\u5ba2\u6237\u652f\u6301\u8bf7\u6c42\uff0c\u5e76\u8f93\u51fa\u6bcf\u4e2a\u8bf7\u6c42\u7684\u9002\u5f53\u5206\u7c7b\u610f\u56fe\uff0c\u540c\u65f6\u7ed9\u51fa\u4f60\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\r\n\r\n        \u8fd9\u662f\u4f60\u9700\u8981\u5206\u7c7b\u7684\u5ba2\u6237\u652f\u6301\u8bf7\u6c42\uff1a\r\n\r\n        &lt;request&gt;<span class=\"hljs-subst\">{ticket_contents}<\/span>&lt;\/request&gt;\r\n\r\n        \u8bf7\u4ed4\u7ec6\u5206\u6790\u4e0a\u8ff0\u8bf7\u6c42\uff0c\u4ee5\u786e\u5b9a\u5ba2\u6237\u7684\u6838\u5fc3\u610f\u56fe\u548c\u9700\u6c42\u3002\u8003\u8651\u5ba2\u6237\u8be2\u95ee\u7684\u5185\u5bb9\u548c\u5173\u6ce8\u70b9\u3002\r\n\r\n        \u9996\u5148\uff0c\u5728 &lt;reasoning&gt; \u6807\u7b7e\u5185\u5199\u51fa\u4f60\u5bf9\u5982\u4f55\u5206\u7c7b\u8be5\u8bf7\u6c42\u7684\u63a8\u7406\u548c\u5206\u6790\u3002\r\n\r\n        \u7136\u540e\uff0c\u5728 &lt;intent&gt; \u6807\u7b7e\u5185\u8f93\u51fa\u8be5\u8bf7\u6c42\u7684\u9002\u5f53\u5206\u7c7b\u6807\u7b7e\u3002\u6709\u6548\u7684\u610f\u56fe\u5305\u62ec\uff1a\r\n        &lt;intents&gt;\r\n        &lt;intent&gt;\u652f\u6301\u3001\u53cd\u9988\u3001\u6295\u8bc9&lt;\/intent&gt;\r\n        &lt;intent&gt;\u8ba2\u5355\u8ffd\u8e2a&lt;\/intent&gt;\r\n        &lt;intent&gt;\u9000\u6b3e\/\u6362\u8d27&lt;\/intent&gt;\r\n        &lt;\/intents&gt;\r\n\r\n        \u4e00\u4e2a\u8bf7\u6c42\u53ea\u80fd\u6709\u4e00\u4e2a\u9002\u7528\u7684\u610f\u56fe\u3002\u53ea\u5305\u62ec\u6700\u9002\u5408\u8be5\u8bf7\u6c42\u7684\u610f\u56fe\u3002\r\n\r\n        \u4f8b\u5982\uff0c\u8003\u8651\u4ee5\u4e0b\u8bf7\u6c42\uff1a\r\n        &lt;request&gt;\u60a8\u597d\uff01\u6211\u5728\u5468\u516d\u5b89\u88c5\u4e86\u9ad8\u901f\u5149\u7ea4\u7f51\u7edc\uff0c\u5b89\u88c5\u4eba\u5458 Kevin \u7684\u670d\u52a1\u975e\u5e38\u68d2\uff01\u6211\u5728\u54ea\u91cc\u53ef\u4ee5\u63d0\u4ea4\u6211\u7684\u6b63\u9762\u8bc4\u4ef7\uff1f\u8c22\u8c22\u60a8\u7684\u5e2e\u52a9\uff01&lt;\/request&gt;\r\n\r\n        \u8fd9\u662f\u4f60\u7684\u8f93\u51fa\u5e94\u8be5\u5982\u4f55\u683c\u5f0f\u5316\u7684\u793a\u4f8b\uff08\u9488\u5bf9\u4e0a\u8ff0\u8bf7\u6c42\uff09\uff1a\r\n        &lt;reasoning&gt;\u7528\u6237\u5e0c\u671b\u7559\u4e0b\u6b63\u9762\u53cd\u9988\u3002&lt;\/reasoning&gt;\r\n        &lt;intent&gt;\u652f\u6301\u3001\u53cd\u9988\u3001\u6295\u8bc9&lt;\/intent&gt;\r\n\r\n        \u8fd9\u91cc\u6709\u51e0\u4e2a\u66f4\u591a\u7684\u793a\u4f8b\uff1a\r\n        &lt;examples&gt;\r\n        &lt;example 2&gt;\r\n        \u793a\u4f8b 2 \u8f93\u5165\uff1a\r\n        &lt;request&gt;\u6211\u60f3\u5199\u4fe1\u611f\u8c22\u4f60\u4eec\u5728\u4e0a\u5468\u672b\u6211\u7236\u4eb2\u7684\u846c\u793c\u4e0a\u5bf9\u6211\u5bb6\u4eba\u7684\u5173\u6000\u3002\u4f60\u4eec\u7684\u5458\u5de5\u975e\u5e38\u4f53\u8d34\u548c\u4e50\u4e8e\u52a9\u4eba\uff0c\u8fd9\u8ba9\u6211\u4eec\u80a9\u4e0a\u7684\u8d1f\u62c5\u51cf\u8f7b\u4e86\u4e0d\u5c11\u3002\u60bc\u5ff5\u624b\u518c\u975e\u5e38\u6f02\u4eae\u3002\u6211\u4eec\u6c38\u8fdc\u4e0d\u4f1a\u5fd8\u8bb0\u4f60\u4eec\u5bf9\u6211\u4eec\u7684\u5173\u7231\uff0c\u6211\u4eec\u975e\u5e38\u611f\u6fc0\u6574\u4e2a\u8fc7\u7a0b\u7684\u987a\u5229\u8fdb\u884c\u3002\u518d\u6b21\u611f\u8c22\u4f60\u4eec\uff0cAmarantha Hill \u4ee3\u8868 Hill \u5bb6\u5ead\u3002&lt;\/request&gt;\r\n\r\n        \u793a\u4f8b 2 \u8f93\u51fa\uff1a\r\n        &lt;reasoning&gt;\u7528\u6237\u7559\u4e0b\u4e86\u4ed6\u4eec\u5bf9\u4f53\u9a8c\u7684\u6b63\u9762\u8bc4\u4ef7\u3002&lt;\/reasoning&gt;\r\n        &lt;intent&gt;\u652f\u6301\u3001\u53cd\u9988\u3001\u6295\u8bc9&lt;\/intent&gt;\r\n        &lt;\/example 2&gt;\r\n        &lt;example 3&gt;\r\n\r\n        ...\r\n\r\n        &lt;\/example 8&gt;\r\n        &lt;example 9&gt;\r\n        \u793a\u4f8b 9 \u8f93\u5165\uff1a\r\n        &lt;request&gt;\u4f60\u4eec\u7684\u7f51\u7ad9\u4e00\u76f4\u5f39\u51fa\u5e7f\u544a\u7a97\u53e3\uff0c\u6321\u4f4f\u4e86\u6574\u4e2a\u5c4f\u5e55\u3002\u6211\u82b1\u4e86\u4e8c\u5341\u5206\u949f\u624d\u627e\u5230\u7535\u8bdd\u6295\u8bc9\u7684\u53f7\u7801\u3002\u6211\u600e\u4e48\u53ef\u80fd\u5728\u8fd9\u4e9b\u5f39\u51fa\u7a97\u53e3\u7684\u5e72\u6270\u4e0b\u8bbf\u95ee\u6211\u7684\u8d26\u6237\u4fe1\u606f\uff1f\u4f60\u80fd\u5e2e\u6211\u8bbf\u95ee\u6211\u7684\u8d26\u6237\u5417\uff0c\u56e0\u4e3a\u4f60\u4eec\u7684\u7f51\u7ad9\u6709\u95ee\u9898\uff1f\u6211\u9700\u8981\u77e5\u9053\u5728\u6863\u7684\u5730\u5740\u3002&lt;\/request&gt;\r\n\r\n        \u793a\u4f8b 9 \u8f93\u51fa\uff1a\r\n        &lt;reasoning&gt;\u7528\u6237\u8bf7\u6c42\u5e2e\u52a9\u4ee5\u8bbf\u95ee\u5176\u7f51\u7edc\u8d26\u6237\u4fe1\u606f\u3002&lt;\/reasoning&gt;\r\n        &lt;intent&gt;\u652f\u6301\u3001\u53cd\u9988\u3001\u6295\u8bc9&lt;\/intent&gt;\r\n        &lt;\/example 9&gt;\r\n\r\n        \u8bf7\u8bb0\u4f4f\uff0c\u59cb\u7ec8\u5728\u5b9e\u9645\u610f\u56fe\u8f93\u51fa\u4e4b\u524d\u5305\u62ec\u5206\u7c7b\u63a8\u7406\u3002\u63a8\u7406\u5e94\u5305\u542b\u5728 &lt;reasoning&gt; \u6807\u7b7e\u5185\uff0c\u610f\u56fe\u5e94\u5305\u542b\u5728 &lt;intent&gt; \u6807\u7b7e\u5185\u3002\u4ec5\u8fd4\u56de\u63a8\u7406\u548c\u610f\u56fe\u3002\r\n        \"\"\"<\/span>\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u6765\u5206\u89e3\u4e00\u4e0b\u8be5\u63d0\u793a\u7684\u5173\u952e\u90e8\u5206\uff1a<\/p>\n<ul>\n<li>\u6211\u4eec\u4f7f\u7528 Python \u7684 f-string \u521b\u5efa\u63d0\u793a\u6a21\u677f\uff0c\u5141\u8bb8\u5c06\u00a0<code>ticket_contents<\/code>\u00a0\u63d2\u5165\u5230\u00a0<code>&lt;request&gt;<\/code>\u00a0\u6807\u7b7e\u4e2d\u3002<\/li>\n<li>\u6211\u4eec\u660e\u786e\u7ed9 Claude \u5b9a\u4e49\u4e86\u4e00\u4e2a\u89d2\u8272\uff0c\u5373\u4f5c\u4e3a\u4e00\u4e2a\u5206\u7c7b\u7cfb\u7edf\uff0c\u4ed4\u7ec6\u5206\u6790\u5de5\u5355\u5185\u5bb9\u4ee5\u786e\u5b9a\u5ba2\u6237\u7684\u6838\u5fc3\u610f\u56fe\u548c\u9700\u6c42\u3002<\/li>\n<li>\u6211\u4eec\u6307\u5bfc Claude \u6b63\u786e\u7684\u8f93\u51fa\u683c\u5f0f\uff0c\u5728\u00a0<code>&lt;reasoning&gt;<\/code>\u00a0\u6807\u7b7e\u5185\u63d0\u4f9b\u63a8\u7406\u548c\u5206\u6790\uff0c\u968f\u540e\u5728\u00a0<code>&lt;intent&gt;<\/code>\u00a0\u6807\u7b7e\u5185\u8f93\u51fa\u9002\u5f53\u7684\u5206\u7c7b\u6807\u7b7e\u3002<\/li>\n<li>\u6211\u4eec\u6307\u5b9a\u4e86\u6709\u6548\u7684\u610f\u56fe\u7c7b\u522b\uff1a\u201c\u652f\u6301\u3001\u53cd\u9988\u3001\u6295\u8bc9\u201d\u3001\u201c\u8ba2\u5355\u8ffd\u8e2a\u201d\u548c\u201c\u9000\u6b3e\/\u6362\u8d27\u201d\u3002<\/li>\n<li>\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e9b\u793a\u4f8b\uff08\u5373 few-shot \u63d0\u793a\uff09\u4ee5\u8bf4\u660e\u8f93\u51fa\u5e94\u5982\u4f55\u683c\u5f0f\u5316\uff0c\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u5e0c\u671b Claude \u5c06\u54cd\u5e94\u5206\u4e3a\u4e0d\u540c\u7684 XML \u6807\u7b7e\u90e8\u5206\uff0c\u8fd9\u6837\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5206\u522b\u63d0\u53d6\u63a8\u7406\u548c\u610f\u56fe\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u5728\u5de5\u5355\u8def\u7531\u5de5\u4f5c\u6d41\u4e2d\u521b\u5efa\u9488\u5bf9\u6027\u7684\u540e\u7eed\u6b65\u9aa4\uff0c\u4f8b\u5982\u4ec5\u4f7f\u7528\u610f\u56fe\u6765\u51b3\u5b9a\u5c06\u5de5\u5355\u8def\u7531\u5230\u8c01\u3002<\/p>\n<h3 id=\"_104\">\u90e8\u7f72\u4f60\u7684\u63d0\u793a\u8bcd<\/h3>\n<p>\u5982\u679c\u4e0d\u5728\u6d4b\u8bd5\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72\u5e76\u00a0<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/develop-tests\">\u8fd0\u884c\u8bc4\u4f30<\/a>\uff0c\u5f88\u96be\u77e5\u9053\u4f60\u7684\u63d0\u793a\u8bcd\u6548\u679c\u5982\u4f55\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u6784\u5efa\u90e8\u7f72\u7ed3\u6784\u3002\u9996\u5148\u5b9a\u4e49\u4e00\u4e2a\u65b9\u6cd5\u7b7e\u540d\uff0c\u7528\u4e8e\u5305\u88c5\u6211\u4eec\u5bf9 Claude \u7684\u8c03\u7528\u3002\u6211\u4eec\u5c06\u91c7\u7528\u5df2\u5f00\u59cb\u7f16\u5199\u7684\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4ee5\u00a0<code>ticket_contents<\/code>\u00a0\u4f5c\u4e3a\u8f93\u5165\uff0c\u73b0\u5728\u8fd4\u56de\u00a0<code>reasoning<\/code>\u00a0\u548c\u00a0<code>intent<\/code>\u00a0\u7684\u5143\u7ec4\u4f5c\u4e3a\u8f93\u51fa\u3002\u5982\u679c\u4f60\u5df2\u6709\u4f7f\u7528\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u7684\u81ea\u52a8\u5316\u65b9\u6cd5\uff0c\u5efa\u8bae\u9075\u5faa\u8be5\u65b9\u6cd5\u7684\u7b7e\u540d\u3002<\/p>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">import<\/span> <a href=\"https:\/\/www.kdjingpai.com\/ja\/claudeanquanfubai\/\">anthropic<\/a>\r\n<span class=\"hljs-keyword\">import<\/span> re\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a Anthropic API \u5ba2\u6237\u7aef\u5b9e\u4f8b<\/span>\r\nclient = anthropic.Anthropic()\r\n\r\n<span class=\"hljs-comment\"># \u8bbe\u7f6e\u9ed8\u8ba4\u6a21\u578b<\/span>\r\nDEFAULT_MODEL=<span class=\"hljs-string\">\"claude-3-haiku-20240307\"<\/span>\r\n\r\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">classify_support_request<\/span>(<span class=\"hljs-params\">ticket_contents<\/span>):<\/span>\r\n    <span class=\"hljs-comment\"># \u4e3a\u5206\u7c7b\u4efb\u52a1\u5b9a\u4e49\u63d0\u793a\u8bcd<\/span>\r\n    classification_prompt = <span class=\"hljs-string\">f\"\"\"\u4f60\u5c06\u4f5c\u4e3a\u5ba2\u6237\u652f\u6301\u5de5\u5355\u7684\u5206\u7c7b\u7cfb\u7edf\u3002\r\n        ...\r\n        ... \u63a8\u7406\u7ed3\u679c\u5e94\u5305\u542b\u5728 &lt;reasoning&gt; \u6807\u7b7e\u4e2d\uff0c\u610f\u56fe\u5e94\u5305\u542b\u5728 &lt;intent&gt; \u6807\u7b7e\u4e2d\u3002\u4ec5\u8fd4\u56de\u63a8\u7406\u548c\u610f\u56fe\u3002\r\n        \"\"\"<\/span>\r\n    <span class=\"hljs-comment\"># \u5c06\u63d0\u793a\u8bcd\u53d1\u9001\u5230 API \u4ee5\u5bf9\u652f\u6301\u8bf7\u6c42\u8fdb\u884c\u5206\u7c7b<\/span>\r\n    message = client.messages.create(\r\n        model=DEFAULT_MODEL,\r\n        max_tokens=<span class=\"hljs-number\">500<\/span>,\r\n        temperature=<span class=\"hljs-number\">0<\/span>,\r\n        messages=[{<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: classification_prompt}],\r\n        stream=<span class=\"hljs-literal\">False<\/span>,\r\n    )\r\n    reasoning_and_intent = message.content[<span class=\"hljs-number\">0<\/span>].text\r\n\r\n    <span class=\"hljs-comment\"># \u4f7f\u7528 Python \u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u5e93\u63d0\u53d6 `reasoning`<\/span>\r\n    reasoning_match = re.search(\r\n        <span class=\"hljs-string\">r\"&lt;reasoning&gt;(.*?)&lt;\/reasoning&gt;\"<\/span>, reasoning_and_intent, re.DOTALL\r\n    )\r\n    reasoning = reasoning_match.group(<span class=\"hljs-number\">1<\/span>).strip() <span class=\"hljs-keyword\">if<\/span> reasoning_match <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"\"<\/span>\r\n\r\n    <span class=\"hljs-comment\"># \u540c\u6837\u63d0\u53d6 `intent`<\/span>\r\n    intent_match = re.search(<span class=\"hljs-string\">r\"&lt;intent&gt;(.*?)&lt;\/intent&gt;\"<\/span>, reasoning_and_intent, re.DOTALL)\r\n    intent = intent_match.group(<span class=\"hljs-number\">1<\/span>).strip() <span class=\"hljs-keyword\">if<\/span> intent_match <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"\"<\/span>\r\n\r\n    <span class=\"hljs-keyword\">return<\/span> reasoning, intent\r\n<\/code><\/pre>\n<p>\u6b64\u4ee3\u7801\uff1a<\/p>\n<ul>\n<li>\u5bfc\u5165\u4e86 Anthropic \u5e93\uff0c\u5e76\u4f7f\u7528\u4f60\u7684 API \u5bc6\u94a5\u521b\u5efa\u4e86\u4e00\u4e2a\u5ba2\u6237\u7aef\u5b9e\u4f8b\u3002<\/li>\n<li>\u5b9a\u4e49\u4e86\u4e00\u4e2a\u00a0<code>classify_support_request<\/code>\u00a0\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u63a5\u53d7\u4e00\u4e2a\u00a0<code>ticket_contents<\/code>\u00a0\u5b57\u7b26\u4e32\u3002<\/li>\n<li>\u4f7f\u7528\u00a0<code>classification_prompt<\/code>\u00a0\u5c06\u00a0<code>ticket_contents<\/code>\u00a0\u53d1\u9001\u5230 Claude \u8fdb\u884c\u5206\u7c7b\u3002<\/li>\n<li>\u8fd4\u56de\u4ece\u54cd\u5e94\u4e2d\u63d0\u53d6\u7684\u6a21\u578b\u7684\u00a0<code>reasoning<\/code>\u00a0\u548c\u00a0<code>intent<\/code>\u3002<\/li>\n<\/ul>\n<p>\u7531\u4e8e\u6211\u4eec\u9700\u8981\u5728\u89e3\u6790\u4e4b\u524d\u7b49\u5f85\u5b8c\u6574\u7684\u63a8\u7406\u548c\u610f\u56fe\u6587\u672c\u751f\u6210\uff0c\u56e0\u6b64\u5c06\u00a0<code>stream=False<\/code>\u00a0\u8bbe\u7f6e\u4e3a\u9ed8\u8ba4\u503c\u3002<\/p>\n<hr \/>\n<h2 id=\"_112\">\u8bc4\u4f30\u4f60\u7684\u63d0\u793a<\/h2>\n<p>\u63d0\u793a\u8bcd\u7684\u4f7f\u7528\u901a\u5e38\u9700\u8981\u6d4b\u8bd5\u548c\u4f18\u5316\uff0c\u624d\u80fd\u8fbe\u5230\u751f\u4ea7\u5c31\u7eea\u72b6\u6001\u3002\u8981\u5224\u65ad\u4f60\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u51c6\u5907\u5c31\u7eea\uff0c\u9700\u57fa\u4e8e\u4e4b\u524d\u8bbe\u5b9a\u7684\u6210\u529f\u6807\u51c6\u548c\u9608\u503c\u6765\u8bc4\u4f30\u5176\u8868\u73b0\u3002<\/p>\n<p>\u8981\u8fd0\u884c\u8bc4\u4f30\uff0c\u4f60\u9700\u8981\u6709\u6d4b\u8bd5\u7528\u4f8b\u6765\u6267\u884c\u8bc4\u4f30\u3002\u672c\u6587\u5047\u8bbe\u4f60\u5df2\u7ecf<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/develop-tests\">\u5f00\u53d1\u4e86\u4f60\u7684\u6d4b\u8bd5\u7528\u4f8b<\/a>\u3002<\/p>\n<h3 id=\"_115\">\u6784\u5efa\u8bc4\u4f30\u51fd\u6570<\/h3>\n<p>\u672c\u6307\u5357\u7684\u793a\u4f8b\u8bc4\u4f30\u901a\u8fc7\u4e09\u4e2a\u5173\u952e\u6307\u6807\u6765\u8861\u91cf Claude \u7684\u6027\u80fd\uff1a<\/p>\n<ul>\n<li>\u51c6\u786e\u6027<\/li>\n<li>\u6bcf\u6b21\u5206\u7c7b\u7684\u6210\u672c<\/li>\n<\/ul>\n<p>\u6839\u636e\u5bf9\u4f60\u800c\u8a00\u91cd\u8981\u7684\u56e0\u7d20\uff0c\u53ef\u80fd\u9700\u8981\u4ece\u5176\u4ed6\u7ef4\u5ea6\u8bc4\u4f30 Claude\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u884c\u8bc4\u4f30\uff0c\u9996\u5148\u6211\u4eec\u9700\u8981\u4fee\u6539\u4e4b\u524d\u7684\u811a\u672c\uff0c\u589e\u52a0\u4e00\u4e2a\u51fd\u6570\uff0c\u7528\u6765\u6bd4\u8f83\u9884\u6d4b\u7684\u610f\u56fe\u548c\u5b9e\u9645\u610f\u56fe\uff0c\u5e76\u8ba1\u7b97\u6b63\u786e\u9884\u6d4b\u7684\u767e\u5206\u6bd4\u3002\u6211\u4eec\u8fd8\u9700\u8981\u6dfb\u52a0\u6210\u672c\u8ba1\u7b97\u548c\u65f6\u95f4\u6d4b\u91cf\u529f\u80fd\u3002<\/p>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">import<\/span> anthropic\r\n<span class=\"hljs-keyword\">import<\/span> re\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa Anthropic API \u5ba2\u6237\u7aef\u7684\u5b9e\u4f8b<\/span>\r\nclient = anthropic.Anthropic()\r\n\r\n<span class=\"hljs-comment\"># \u8bbe\u7f6e\u9ed8\u8ba4\u6a21\u578b<\/span>\r\nDEFAULT_MODEL=<span class=\"hljs-string\">\"claude-3-haiku-20240307\"<\/span>\r\n\r\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">classify_support_request<\/span>(<span class=\"hljs-params\">request, actual_intent<\/span>):<\/span>\r\n    <span class=\"hljs-comment\"># \u5b9a\u4e49\u5206\u7c7b\u4efb\u52a1\u7684\u63d0\u793a<\/span>\r\n    classification_prompt = <span class=\"hljs-string\">f\"\"\"You will be acting as a customer support ticket classification system. \r\n        ...\r\n        ...The reasoning should be enclosed in &lt;reasoning&gt; tags and the intent in &lt;intent&gt; tags. Return only the reasoning and the intent.\r\n        \"\"\"<\/span>\r\n\r\n    message = client.messages.create(\r\n        model=DEFAULT_MODEL,\r\n        max_tokens=<span class=\"hljs-number\">500<\/span>,\r\n        temperature=<span class=\"hljs-number\">0<\/span>,\r\n        messages=[{<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: classification_prompt}],\r\n    )\r\n    usage = message.usage  <span class=\"hljs-comment\"># \u83b7\u53d6 API \u8c03\u7528\u7684\u4f7f\u7528\u7edf\u8ba1\u4fe1\u606f\uff0c\u5305\u62ec\u8f93\u5165\u548c\u8f93\u51fa <a href=\"https:\/\/www.kdjingpai.com\/ja\/tokenization\/\">Token<\/a> \u6570\u91cf\u3002<\/span>\r\n    reasoning_and_intent = message.content[<span class=\"hljs-number\">0<\/span>].text\r\n\r\n    <span class=\"hljs-comment\"># \u4f7f\u7528 Python \u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u5e93\u63d0\u53d6 `reasoning`\u3002<\/span>\r\n    reasoning_match = re.search(\r\n        <span class=\"hljs-string\">r\"&lt;reasoning&gt;(.*?)&lt;\/reasoning&gt;\"<\/span>, reasoning_and_intent, re.DOTALL\r\n    )\r\n    reasoning = reasoning_match.group(<span class=\"hljs-number\">1<\/span>).strip() <span class=\"hljs-keyword\">if<\/span> reasoning_match <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"\"<\/span>\r\n\r\n    <span class=\"hljs-comment\"># \u540c\u6837\uff0c\u63d0\u53d6 `intent`\u3002<\/span>\r\n    intent_match = re.search(<span class=\"hljs-string\">r\"&lt;intent&gt;(.*?)&lt;\/intent&gt;\"<\/span>, reasoning_and_intent, re.DOTALL)\r\n    intent = intent_match.group(<span class=\"hljs-number\">1<\/span>).strip() <span class=\"hljs-keyword\">if<\/span> intent_match <span class=\"hljs-keyword\">else<\/span> <span class=\"hljs-string\">\"\"<\/span>\r\n\r\n    <span class=\"hljs-comment\"># \u68c0\u67e5\u6a21\u578b\u7684\u9884\u6d4b\u662f\u5426\u6b63\u786e\u3002<\/span>\r\n    correct = actual_intent.strip() == intent.strip()\r\n\r\n    <span class=\"hljs-comment\"># \u8fd4\u56de\u63a8\u7406\u7ed3\u679c\u3001\u610f\u56fe\u3001\u6b63\u786e\u6027\u548c\u4f7f\u7528\u60c5\u51b5\u3002<\/span>\r\n    <span class=\"hljs-keyword\">return<\/span> reasoning, intent, correct, usage\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u5bf9\u4ee3\u7801\u6240\u505a\u7684\u4fee\u6539\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u6211\u4eec\u5c06\u00a0<code>actual_intent<\/code>\u00a0\u4ece\u6d4b\u8bd5\u7528\u4f8b\u4e2d\u6dfb\u52a0\u5230\u00a0<code>classify_support_request<\/code>\u00a0\u65b9\u6cd5\u4e2d\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6bd4\u8f83\u673a\u5236\uff0c\u4ee5\u8bc4\u4f30 Claude \u7684\u610f\u56fe\u5206\u7c7b\u662f\u5426\u4e0e\u6211\u4eec\u7684\u9ec4\u91d1\u610f\u56fe\u5206\u7c7b\u4e00\u81f4\u3002<\/li>\n<li>\u6211\u4eec\u63d0\u53d6\u4e86 API \u8c03\u7528\u7684\u4f7f\u7528\u7edf\u8ba1\u4fe1\u606f\uff0c\u4ee5\u57fa\u4e8e\u8f93\u5165\u548c\u8f93\u51fa\u7684 Token \u4f7f\u7528\u60c5\u51b5\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<\/ul>\n<h3 id=\"_123\">\u8fd0\u884c\u4f60\u7684\u8bc4\u4f30<\/h3>\n<p>\u4e00\u4e2a\u5b8c\u5584\u7684\u8bc4\u4f30\u9700\u8981\u660e\u786e\u7684\u9608\u503c\u548c\u57fa\u51c6\u6765\u786e\u5b9a\u4ec0\u4e48\u662f\u597d\u7684\u7ed3\u679c\u3002\u4e0a\u9762\u7684\u811a\u672c\u4f1a\u4e3a\u6211\u4eec\u63d0\u4f9b\u51c6\u786e\u6027\u3001\u54cd\u5e94\u65f6\u95f4\u548c\u6bcf\u6b21\u5206\u7c7b\u6210\u672c\u7684\u8fd0\u884c\u65f6\u503c\uff0c\u4f46\u6211\u4eec\u4ecd\u7136\u9700\u8981\u6e05\u6670\u8bbe\u5b9a\u7684\u9608\u503c\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u51c6\u786e\u6027\uff1a<\/strong>\u00a095%\uff08100 \u6b21\u6d4b\u8bd5\uff09<\/li>\n<li><strong>\u6bcf\u6b21\u5206\u7c7b\u7684\u6210\u672c\uff1a<\/strong>\u00a0\u5e73\u5747\u964d\u4f4e 50%\uff08100 \u6b21\u6d4b\u8bd5\uff09\u76f8\u8f83\u4e8e\u5f53\u524d\u7684\u8def\u7531\u65b9\u6cd5<\/li>\n<\/ul>\n<p>\u8bbe\u5b9a\u8fd9\u4e9b\u9608\u503c\u8ba9\u4f60\u80fd\u591f\u5feb\u901f\u4e14\u8f7b\u677e\u5730\u5927\u89c4\u6a21\u5224\u65ad\u54ea\u4e2a\u65b9\u6cd5\u6700\u9002\u5408\u4f60\uff0c\u5e76\u901a\u8fc7\u516c\u6b63\u7684\u5b9e\u8bc1\u6570\u636e\uff0c\u660e\u786e\u9700\u8981\u8fdb\u884c\u54ea\u4e9b\u6539\u8fdb\u4ee5\u66f4\u597d\u5730\u6ee1\u8db3\u4f60\u7684\u8981\u6c42\u3002<\/p>\n<hr \/>\n<h2 id=\"_128\">\u63d0\u9ad8\u6027\u80fd<\/h2>\n<p>\u5728\u590d\u6742\u573a\u666f\u4e2d\uff0c\u8003\u8651\u8d85\u8d8a\u6807\u51c6\u7684\u00a0<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/build-with-claude\/prompt-engineering\/overview\">prompt engineering techniques<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/docs.anthropic.com\/en\/docs\/test-and-evaluate\/strengthen-guardrails\/reduce-hallucinations\">guardrail implementation strategies<\/a>\u00a0\u7684\u989d\u5916\u7b56\u7565\u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u573a\u666f\uff1a<\/p>\n<h3 id=\"_130\">\u5bf9\u4e8e\u6709 20+ \u4e2a\u610f\u56fe\u7c7b\u522b\u7684\u60c5\u51b5\uff0c\u4f7f\u7528\u5206\u7c7b\u5c42\u7ea7\u7ed3\u6784<\/h3>\n<p>\u968f\u7740\u7c7b\u522b\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6240\u9700\u793a\u4f8b\u7684\u6570\u91cf\u4e5f\u4f1a\u589e\u52a0\uff0c\u8fd9\u53ef\u80fd\u4f7f\u5f97\u63d0\u793a\u53d8\u5f97\u7b28\u91cd\u3002\u4f5c\u4e3a\u66ff\u4ee3\u65b9\u6848\uff0c\u60a8\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u6df7\u5408\u5206\u7c7b\u5668\u5b9e\u73b0\u5c42\u6b21\u5206\u7c7b\u7cfb\u7edf\u3002<\/p>\n<ol>\n<li>\u5c06\u60a8\u7684\u610f\u56fe\u7ec4\u7ec7\u6210\u5206\u7c7b\u6811\u7ed3\u6784\u3002<\/li>\n<li>\u5728\u6811\u7684\u6bcf\u4e2a\u5c42\u7ea7\u521b\u5efa\u4e00\u7cfb\u5217\u5206\u7c7b\u5668\uff0c\u542f\u7528\u7ea7\u8054\u8def\u7531\u65b9\u6cd5\u3002<\/li>\n<\/ol>\n<p>\u4f8b\u5982\uff0c\u60a8\u53ef\u80fd\u6709\u4e00\u4e2a\u9876\u5c42\u5206\u7c7b\u5668\uff0c\u5c06\u5de5\u5355\u5927\u81f4\u5206\u7c7b\u4e3a\u201c\u6280\u672f\u95ee\u9898\u201d\u3001\u201c\u8d26\u5355\u95ee\u9898\u201d\u548c\u201c\u4e00\u822c\u54a8\u8be2\u201d\u3002\u8fd9\u4e9b\u7c7b\u522b\u6bcf\u4e2a\u90fd\u53ef\u4ee5\u6709\u81ea\u5df1\u7684\u5b50\u5206\u7c7b\u5668\uff0c\u4ee5\u8fdb\u4e00\u6b65\u7ec6\u5316\u5206\u7c7b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7278\" title=\"Claude\u4f7f\u7528\u793a\u4f8b\uff1a\u5de5\u5355\u5206\u914d-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb.png\" alt=\"Claude\u4f7f\u7528\u793a\u4f8b\uff1a\u5de5\u5355\u5206\u914d-1\" width=\"2998\" height=\"430\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb.png 2998w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb-300x43.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb-1024x147.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb-768x110.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb-1536x220.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/10\/e50118763dc97bb-2048x294.png 2048w\" sizes=\"auto, (max-width: 2998px) 100vw, 2998px\" \/><\/p>\n<ul>\n<li><strong>\u4f18\u70b9 &#8211; \u66f4\u5927\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u51c6\u786e\u6027\uff1a<\/strong>\u00a0\u60a8\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u7236\u8def\u5f84\u521b\u5efa\u4e0d\u540c\u7684\u63d0\u793a\uff0c\u5141\u8bb8\u66f4\u6709\u9488\u5bf9\u6027\u548c\u4e0a\u4e0b\u6587\u7279\u5b9a\u7684\u5206\u7c7b\u3002\u8fd9\u53ef\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u5e76\u66f4\u7ec6\u81f4\u5730\u5904\u7406\u5ba2\u6237\u8bf7\u6c42\u3002<\/li>\n<li><strong>\u7f3a\u70b9 &#8211; \u5ef6\u8fdf\u589e\u52a0\uff1a<\/strong>\u00a0\u8bf7\u6ce8\u610f\uff0c\u591a\u4e2a\u5206\u7c7b\u5668\u53ef\u80fd\u5bfc\u81f4\u5ef6\u8fdf\u589e\u52a0\uff0c\u56e0\u6b64\u6211\u4eec\u5efa\u8bae\u5728\u4f7f\u7528\u6211\u4eec\u6700\u5feb\u7684\u6a21\u578b Haiku \u65f6\u5b9e\u65bd\u6b64\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<h3 id=\"_136\">\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u548c\u76f8\u4f3c\u6027\u641c\u7d22\u68c0\u7d22\u6765\u5904\u7406\u9ad8\u5ea6\u53ef\u53d8\u7684\u5de5\u5355<\/h3>\n<p>\u5c3d\u7ba1\u63d0\u4f9b\u793a\u4f8b\u662f\u63d0\u9ad8\u6027\u80fd\u7684\u6700\u6709\u6548\u65b9\u6cd5\uff0c\u4f46\u5982\u679c\u652f\u6301\u8bf7\u6c42\u9ad8\u5ea6\u53ef\u53d8\uff0c\u53ef\u80fd\u5f88\u96be\u5728\u5355\u4e2a\u63d0\u793a\u4e2d\u5305\u542b\u8db3\u591f\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u60a8\u53ef\u4ee5\u5229\u7528\u5411\u91cf\u6570\u636e\u5e93\u4ece\u793a\u4f8b\u6570\u636e\u96c6\u4e2d\u8fdb\u884c\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u5e76\u68c0\u7d22\u4e0e\u7ed9\u5b9a\u67e5\u8be2\u6700\u76f8\u5173\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u8fd9\u4e00\u65b9\u6cd5\u5728\u6211\u4eec\u7684\u00a0<a href=\"https:\/\/github.com\/anthropics\/anthropic-cookbook\/blob\/82675c124e1344639b2a875aa9d3ae854709cd83\/skills\/classification\/guide.ipynb\">classification recipe<\/a>\u00a0\u4e2d\u8be6\u7ec6\u9610\u8ff0\uff0c\u5df2\u88ab\u8bc1\u660e\u53ef\u4ee5\u5c06\u6027\u80fd\u4ece 71% \u7684\u51c6\u786e\u7387\u63d0\u9ad8\u5230 93% \u7684\u51c6\u786e\u7387\u3002<\/p>\n<h3 id=\"_140\">\u7279\u522b\u8003\u8651\u9884\u671f\u7684\u8fb9\u7f18\u6848\u4f8b<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b Claude \u53ef\u80fd\u9519\u8bef\u5206\u7c7b\u5de5\u5355\u7684\u573a\u666f\uff08\u53ef\u80fd\u8fd8\u6709\u5176\u4ed6\u60c5\u51b5\u662f\u72ec\u7279\u4e8e\u60a8\u7684\u60c5\u51b5\uff09\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u8003\u8651\u5728\u63d0\u793a\u4e2d\u63d0\u4f9b\u660e\u786e\u7684\u6307\u793a\u6216\u793a\u4f8b\uff0c\u8bf4\u660e Claude \u5e94\u8be5\u5982\u4f55\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\uff1a<\/p>\n<p>\u5ba2\u6237\u505a\u51fa\u9690\u6027\u8bf7\u6c42<\/p>\n<p>\u5ba2\u6237\u7ecf\u5e38\u95f4\u63a5\u8868\u8fbe\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u201c\u6211\u5df2\u7ecf\u7b49\u4e86\u6211\u7684\u5305\u88f9\u8d85\u8fc7\u4e24\u5468\u4e86\u201d\u53ef\u80fd\u662f\u5bf9\u8ba2\u5355\u72b6\u6001\u7684\u95f4\u63a5\u8bf7\u6c42\u3002<\/p>\n<ul>\n<li><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u00a0\u4e3a Claude \u63d0\u4f9b\u4e00\u4e9b\u5b9e\u9645\u5ba2\u6237\u793a\u4f8b\uff0c\u8bf4\u660e\u8fd9\u7c7b\u8bf7\u6c42\u53ca\u5176\u6f5c\u5728\u610f\u56fe\u3002\u5982\u679c\u60a8\u5305\u62ec\u7279\u522b\u7ec6\u81f4\u7684\u5de5\u5355\u610f\u56fe\u7684\u5206\u7c7b\u7406\u7531\uff0c\u60a8\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4ee5\u4fbf Claude \u66f4\u597d\u5730\u5c06\u903b\u8f91\u63a8\u5e7f\u5230\u5176\u4ed6\u5de5\u5355\u3002<\/li>\n<\/ul>\n<p>Claude \u5c06\u60c5\u611f\u4f18\u5148\u4e8e\u610f\u56fe<\/p>\n<p>\u5f53\u5ba2\u6237\u8868\u8fbe\u4e0d\u6ee1\u65f6\uff0cClaude \u53ef\u80fd\u4f1a\u4f18\u5148\u5904\u7406\u60c5\u611f\u800c\u4e0d\u662f\u89e3\u51b3\u6f5c\u5728\u95ee\u9898\u3002<\/p>\n<ul>\n<li><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u00a0\u4e3a Claude \u63d0\u4f9b\u5173\u4e8e\u4f55\u65f6\u4f18\u5148\u8003\u8651\u5ba2\u6237\u60c5\u7eea\u7684\u6307\u793a\u3002\u8fd9\u53ef\u4ee5\u662f\u4e00\u4e9b\u7b80\u5355\u7684\u5185\u5bb9\uff0c\u4f8b\u5982\u201c\u5ffd\u7565\u6240\u6709\u5ba2\u6237\u60c5\u7eea\u3002\u4ec5\u5173\u6ce8\u5206\u6790\u5ba2\u6237\u8bf7\u6c42\u7684\u610f\u56fe\u548c\u5ba2\u6237\u53ef\u80fd\u5728\u8be2\u95ee\u7684\u4fe1\u606f\u3002\u201d<\/li>\n<\/ul>\n<p>\u591a\u4e2a\u95ee\u9898\u5bfc\u81f4\u95ee\u9898\u4f18\u5148\u7ea7\u6df7\u6dc6<\/p>\n<p>\u5f53\u5ba2\u6237\u5728\u4e00\u6b21\u4e92\u52a8\u4e2d\u63d0\u51fa\u591a\u4e2a\u95ee\u9898\u65f6\uff0cClaude \u53ef\u80fd\u4f1a\u96be\u4ee5\u8bc6\u522b\u4e3b\u8981\u5173\u5207\u3002<\/p>\n<ul>\n<li><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong>\u00a0\u660e\u786e\u610f\u56fe\u7684\u4f18\u5148\u7ea7\uff0c\u4ee5\u4fbf Claude \u80fd\u66f4\u597d\u5730\u5bf9\u63d0\u53d6\u7684\u610f\u56fe\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u8bc6\u522b\u4e3b\u8981\u5173\u5207\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"_152\">\u5c06 Claude \u96c6\u6210\u5230\u60a8\u7684\u66f4\u5927\u652f\u6301\u5de5\u4f5c\u6d41\u7a0b\u4e2d<\/h2>\n<p>\u6b63\u786e\u7684\u96c6\u6210\u8981\u6c42\u60a8\u5bf9\u57fa\u4e8e Claude \u7684\u5de5\u5355\u8def\u7531\u811a\u672c\u5982\u4f55\u878d\u5165\u66f4\u5927\u7684\u5de5\u5355\u8def\u7531\u7cfb\u7edf\u67b6\u6784\u505a\u51fa\u4e00\u4e9b\u51b3\u7b56\u3002\u60a8\u53ef\u4ee5\u91c7\u7528\u4ee5\u4e0b\u4e24\u79cd\u65b9\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u63a8\u9001\u5f0f (Push-based)\uff1a<\/strong>\u00a0\u60a8\u4f7f\u7528\u7684\u652f\u6301\u5de5\u5355\u7cfb\u7edf\uff08\u4f8b\u5982 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