{"id":436087,"date":"2026-06-16T10:07:00","date_gmt":"2026-06-16T10:07:00","guid":{"rendered":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/?p=436087"},"modified":"2026-06-16T10:07:00","modified_gmt":"2026-06-16T10:07:00","slug":"five-lessons-learned-deploying-agentic-ai-in-the-life-sciences","status":"publish","type":"post","link":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/blog\/five-lessons-learned-deploying-agentic-ai-in-the-life-sciences\/","title":{"rendered":"\u5728\u751f\u547d\u79d1\u5b66\u9886\u57df\u90e8\u7f72\u4ee3\u7406\u5f0f AI \u7684\u4e94\u5927\u7ecf\u9a8c\u6559\u8bad"},"content":{"rendered":"

\u4ee3\u7406\u5f0f AI \u5728\u751f\u547d\u79d1\u5b66\u9886\u57df\u7684\u524d\u666f\u4ece\u672a\u5982\u6b64\u5e7f\u9614\u3002\u5236\u836f\u516c\u53f8\u3001\u76d1\u7ba1\u4e8b\u52a1\u56e2\u961f\u548c\u4e34\u5e8a\u7814\u7a76\u7ec4\u7ec7\uff08Contract Research Organization, CRO\uff09\u6b63\u7ade\u76f8\u90e8\u7f72\u80fd\u591f\u6574\u5408\u4fe1\u606f\u3001\u751f\u6210\u89c2\u70b9\u5e76\u91c7\u53d6\u884c\u52a8\u7684\u81ea\u4e3b\u4ee3\u7406\uff0c\u800c\u8fd9\u4e9b\u4efb\u52a1\u66fe\u9700\u8981\u6574\u4e2a\u4e13\u5bb6\u56e2\u961f\u624d\u80fd\u5b8c\u6210\u3002\u7136\u800c\uff0c\u5728\u4f9b\u5e94\u5546\u7684\u5ba3\u4f20\u548c\u6982\u5ff5\u9a8c\u8bc1\u6f14\u793a\u80cc\u540e\uff0c\u662f\u4e00\u4e2a\u66f4\u6df7\u4e71\u4f46\u66f4\u5177\u542f\u53d1\u6027\u7684\u73b0\u5b9e\uff1a\u6784\u5efa\u5728\u836f\u7269\u5f00\u53d1\u4e2d\u884c\u4e4b\u6709\u6548\u7684\u4ee3\u7406\u5f0f AI \u975e\u5e38\u56f0\u96be\u3002\u8fd9\u9700\u8981\u76f4\u9762\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u7684\u5c40\u9650\u6027\uff0c\u91cd\u65b0\u601d\u8003\u6570\u636e\u67b6\u6784\uff0c\u5e76\u91cd\u65b0\u6784\u60f3\u751f\u4ea7\u529b\u5728\u53d7\u76d1\u7ba1\u884c\u4e1a\u4e2d\u7684\u542b\u4e49\u3002<\/p>\n

\u79d1\u777f\u552f\u5b89\u901a\u8fc7\u4e0e\u5ba2\u6237\u5728\u836f\u7269\u60c5\u62a5\u5e73\u53f0\u548c AI \u8d4b\u80fd\u5de5\u4f5c\u6d41\u4ea4\u53c9\u9886\u57df\u7684\u5408\u4f5c\uff0c\u603b\u7ed3\u51fa\u4ee5\u4e0b\u4e94\u6761\u59cb\u7ec8\u9002\u7528\u7684\u7ecf\u9a8c\u6559\u8bad\uff1a<\/p>\n

1. <\/strong>\u6a21\u578b\u81f3\u5173\u91cd\u8981<\/strong>\u2014\u2014<\/strong>\u5c24\u5176\u662f\u5728\u9700\u8981\u63a8\u7406\u65f6<\/strong><\/h3>\n

\u5e76\u975e\u6240\u6709 LLM \u90fd\u662f\u5e73\u7b49\u7684\uff0c\u5728\u751f\u547d\u79d1\u5b66\u5e94\u7528\u4e2d\uff0c\u8fd9\u79cd\u5dee\u8ddd\u5c24\u4e3a\u660e\u663e\u3002\u8bf8\u5982\u89e3\u8bfb\u76d1\u7ba1\u6307\u5357\u6587\u4ef6\u3001\u6839\u636e\u65b0\u7684\u836f\u7269\u8b66\u6212\u8981\u6c42\u5339\u914d\u516c\u53f8\u7684\u836f\u7269\u4ea7\u54c1\u7ec4\u5408\uff0c\u6216\u4ece\u5f02\u6784\u6570\u636e\u6e90\u6574\u5408\u7ade\u4e89\u60c5\u62a5\u7b49\u4efb\u52a1\uff0c\u90fd\u9700\u8981\u771f\u6b63\u7684\u591a\u6b65\u63a8\u7406\u80fd\u529b\u3002\u4e3a\u5f3a\u5927\u7684\u601d\u7ef4\u94fe\u63a8\u7406\u800c\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u65f6\uff0c\u5176\u8868\u73b0\u59cb\u7ec8\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\u2014\u2014\u4e0d\u662f\u7565\u80dc\u4e00\u7b79\uff0c\u800c\u662f\u5177\u6709\u51b3\u5b9a\u6027\u4f18\u52bf\u3002<\/p>\n

\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u6a21\u578b\u9009\u62e9\u662f\u4e00\u9879\u6218\u7565\u51b3\u7b56\uff0c\u800c\u975e\u5546\u54c1\u5316\u9009\u62e9\u3002\u6709\u4e9b\u56e2\u961f\u56e0\u4e3a\u57fa\u7840\u80fd\u529b\u770b\u4f3c\u76f8\u4f3c\u800c\u9ed8\u8ba4\u9009\u62e9\u6700\u4fbf\u5b9c\u6216\u6700\u719f\u6089\u7684\u6a21\u578b\uff0c\u4f46\u5f53\u4ee3\u7406\u5728\u903b\u8f91\u590d\u6742\u3001\u98ce\u9669\u9ad8\u4e14\u5bb9\u9519\u7387\u4e3a\u96f6\u7684\u5173\u952e\u65f6\u523b\u5931\u7075\u65f6\uff0c\u4ed6\u4eec\u5f80\u5f80\u4f1a\u611f\u5230\u5931\u671b\u3002\u4e3a\u8981\u6c42\u6700\u4e25\u82db\u7684\u4ee3\u7406\u4efb\u52a1\u4e2d\u6295\u8d44\u524d\u6cbf\u63a8\u7406\u6a21\u578b\uff0c\u540c\u65f6\u5c06\u8f7b\u91cf\u7ea7\u6a21\u578b\u7528\u4e8e\u8f83\u7b80\u5355\u7684\u63d0\u53d6\u6216\u683c\u5f0f\u5316\u4efb\u52a1<\/strong>\u2014\u2014<\/strong>\u8fd9\u79cd\u6a21\u5f0f\u603b\u80fd\u5e26\u6765\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/strong><\/p>\n

2. <\/strong>\u5c06<\/strong> LLM <\/strong>\u7528\u4e8e\u5176\u64c5\u957f\u7684\u9886\u57df<\/strong>\u2014\u2014<\/strong>\u800c\u975e\u5c06\u5176\u5f53\u4f5c\u767e\u79d1\u5168\u4e66<\/strong><\/h3>\n

\u5728\u65e9\u671f\u7684\u4ee3\u7406\u90e8\u7f72\u4e2d\uff0c\u6700\u91cd\u5927\u7684\u67b6\u6784\u6027\u9519\u8bef\u4e4b\u4e00\u662f\u5c06\u8bed\u8a00\u6a21\u578b\u89c6\u4e3a\u77e5\u8bc6\u5e93\u3002LLM \u5728\u63a8\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff1a\u80fd\u591f\u8bc6\u522b\u6a21\u5f0f\u3001\u6784\u5efa\u8fde\u8d2f\u7684\u8bba\u70b9\uff0c\u5e76\u751f\u6210\u6d41\u7545\u3001\u7ed3\u6784\u826f\u597d\u7684\u6587\u672c\u3002\u4f46\u4f5c\u4e3a\u836f\u7269\u4e8b\u5b9e\u3001\u76d1\u7ba1\u5148\u4f8b\u6216\u4e34\u5e8a\u8bd5\u9a8c\u7ed3\u679c\u7684\u6743\u5a01\u6765\u6e90\uff0cLLM \u7684\u53ef\u9760\u6027\u76f8\u5bf9\u6709\u9650\u3002\u5b83\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u5b58\u5728\u65f6\u6548\u9650\u5236\uff0c\u4f1a\u5f15\u5165\u504f\u89c1\u5e76\u5305\u542b\u5e72\u6270\u3002\u5728\u53d7\u76d1\u7ba1\u7684\u884c\u4e1a\u4e2d\uff0c\u865a\u6784\u7684\u5f15\u6587\u6216\u8fc7\u65f6\u7684\u836f\u7269\u72b6\u6001\u4e0d\u4ec5\u4ec5\u662f\u5e26\u6765\u4e0d\u4fbf\u2014\u2014\u5b83\u53ef\u80fd\u4f1a\u5371\u53ca\u76d1\u7ba1\u63d0\u4ea4\u6216\u5546\u4e1a\u51b3\u7b56\u3002<\/p>\n

\u6b63\u786e\u7684\u67b6\u6784\u5e94\u5c06\u77e5\u8bc6\u5c42\u4e0e\u63a8\u7406\u5c42\u5206\u79bb\u5f00\u6765\u3002\u5c06\u60a8\u7684\u4ee3\u7406\u690d\u6839\u4e8e\u6743\u5a01\u7684\u3001\u7ecf\u6574\u7406\u7684\u6570\u636e\u6e90\u2014\u2014\u4f8b\u5982\u7ed3\u6784\u5316\u7684\u836f\u7269\u6570\u636e\u5e93\u3001\u76d1\u7ba1\u673a\u6784\u51fa\u7248\u7269\u3001\u7ecf\u9a8c\u8bc1\u7684\u4e34\u5e8a\u8bd5\u9a8c\u6ce8\u518c\u5e93\u2014\u2014\u5e76\u4f7f\u7528 LLM \u5bf9\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u8fdb\u884c\u63a8\u7406\u5e76\u6784\u5efa\u8f93\u51fa\u3002\u8fd9\u79cd\u68c0\u7d22\u589e\u5f3a\u65b9\u6cd5\u53ef\u663e\u8457\u51cf\u5c11\u5e7b\u89c9\uff0c\u5e76\u4f7f\u4ee3\u7406\u7684\u8f93\u51fa\u53ef\u5ba1\u8ba1\u3001\u53ef\u8fa9\u62a4\u3002LLM <\/strong>\u662f\u4e00\u4f4d\u51fa\u8272\u7684\u5206\u6790\u5e08\uff1b\u8bf7\u786e\u4fdd\u5b83\u57fa\u4e8e\u6b63\u786e\u7684\u7b80\u62a5\u6587\u4ef6\u5f00\u5c55\u5de5\u4f5c\u3002<\/strong><\/p>\n

3. <\/strong>\u7ed3\u6784\u5316\u6570\u636e\u662f\u9690\u6027\u7684\u7ade\u4e89\u4f18\u52bf<\/strong><\/h3>\n

\u4e3b\u8981\u5904\u7406\u975e\u7ed3\u6784\u5316\u6587\u672c\uff08\u5982 PDF\u3001\u76d1\u7ba1\u6587\u4ef6\u3001\u51fa\u7248\u7269\uff09\u7684\u4ee3\u7406\u5f0f AI \u7cfb\u7edf\u901f\u5ea6\u6162\u3001\u6210\u672c\u9ad8\uff0c\u4e14\u5bb9\u6613\u51fa\u73b0\u63d0\u53d6\u9519\u8bef\u3002\u6bcf\u5f53\u4ee3\u7406\u4e3a\u56de\u7b54\u67e5\u8be2\u800c\u5fc5\u987b\u89e3\u6790\u6587\u6863\u65f6\uff0c\u90fd\u4f1a\u6d88\u8017\u8bcd\u5143\uff08token\uff09\u3001\u4ea7\u751f\u5ef6\u8fdf\u5e76\u5b58\u5728\u8bef\u89e3\u7684\u98ce\u9669\u3002\u90a3\u4e9b\u6295\u8d44\u4e8e\u9002\u5f53\u7ed3\u6784\u5316\u7684\u836f\u7269\u6570\u636e\u2014\u2014\u4f8b\u5982\u5177\u6709\u6807\u51c6\u5316\u5b57\u6bb5\u7684\u836f\u7269\u8bb0\u5f55\u3001\u6620\u5c04\u5230\u53d7\u63a7\u8bcd\u8868\u7684\u8bd5\u9a8c\u6570\u636e\u3001\u6309\u7c7b\u578b\u548c\u53f8\u6cd5\u7ba1\u8f96\u533a\u6807\u8bb0\u7684\u76d1\u7ba1\u884c\u52a8\u7684\u7ec4\u7ec7\uff0c\u5176\u83b7\u5f97\u6d1e\u5bdf\u7684\u65f6\u95f4\u4f1a\u663e\u8457\u7f29\u77ed\uff0c\u63a8\u7406\u6210\u672c\u4e5f\u4f1a\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n

\u8fd9\u4e00\u7ecf\u9a8c\u8868\u660e\uff0c\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u5e76\u975e\u5f00\u542f<\/strong> AI <\/strong>\u4e4b\u65c5\u7684\u5148\u51b3\u6761\u4ef6\uff0c\u4f46\u968f\u7740\u89c4\u6a21\u7684\u6269\u5927\uff0c\u5b83\u4f1a\u6210\u4e3a\u4e3b\u8981\u74f6\u9888\u3002<\/strong>\u5c06\u7ed3\u6784\u5316\u6570\u636e\u89c6\u4e3a\u4e00\u6d41\u8d44\u4ea7\u7684\u56e2\u961f\u4f1a\u53d1\u73b0\uff0c\u4ed6\u4eec\u7684\u4ee3\u7406\u53ef\u4ee5\u5728\u51e0\u79d2\u949f\u5185\u4ece\u4e00\u4e2a\u5bbd\u6cdb\u7684\u6218\u7565\u95ee\u9898\u8f6c\u5411\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u503c\u7b54\u6848\u3002\u800c\u90a3\u4e9b\u5728\u6587\u4ef6\u201c\u5927\u6742\u70e9\u201d\u4e2d\u64cd\u4f5c\u7684\u56e2\u961f\uff0c\u5219\u5c06\u66f4\u591a\u65f6\u95f4\u82b1\u5728\u63d0\u53d6\u4e0a\uff0c\u800c\u975e\u60c5\u62a5\u5206\u6790\u4e0a\u3002\u968f\u7740\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u6210\u719f\uff0c\u62e5\u6709\u6700\u6e05\u6670\u3001\u6700\u7ed3\u6784\u5316\u6570\u636e\u8d44\u4ea7\u7684\u7ec4\u7ec7\u5c06\u83b7\u5f97\u590d\u5229\u4f18\u52bf\u3002<\/p>\n

4. <\/strong>\u5fae\u8c03\u5df2\u4e0d\u518d\u662f\u66fe\u7ecf\u7684\u4e07\u80fd\u7b54\u6848<\/strong><\/h3>\n

\u51e0\u5e74\u524d\uff0c\u5728\u5236\u836f\u7b49\u4e13\u4e1a\u9886\u57df\u90e8\u7f72 AI \u7684\u4f20\u7edf\u89c2\u70b9\u662f\uff0c\u5229\u7528\u4e13\u6709\u6570\u636e\u5bf9\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u5728\u901a\u7528\u6a21\u578b\u5c1a\u4e0d\u5177\u5907\u8db3\u591f\u80fd\u529b\u6765\u5904\u7406\u9886\u57df\u7279\u5b9a\u4efb\u52a1\u3001\u9700\u8981\u989d\u5916\u8bad\u7ec3\u65f6\uff0c\u8fd9\u79cd\u505a\u6cd5\u662f\u5408\u7406\u7684\u3002\u4f46\u60c5\u51b5\u5df2\u7ecf\u53d1\u751f\u4e86\u53d8\u5316\u3002\u73b0\u4ee3\u524d\u6cbf\u6a21\u578b\u5185\u7f6e\u4e86\u5e7f\u6cdb\u800c\u6df1\u5165\u7684\u79d1\u5b66\u3001\u76d1\u7ba1\u548c\u4e34\u5e8a\u77e5\u8bc6\uff0c\u8fd9\u5728\u4e09\u5e74\u524d\u4f3c\u4e4e\u662f\u96be\u4ee5\u7f6e\u4fe1\u7684\u3002\u4e3a\u4e86\u5fae\u4e0d\u8db3\u9053\u7684\u6536\u76ca\u800c\u8bd5\u56fe\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u5f80\u5f80\u4f1a\u5f15\u5165\u4e0d\u7a33\u5b9a\u6027\uff0c\u5e76\u9020\u6210\u9ad8\u6602\u7684\u7ef4\u62a4\u8d1f\u62c5\u2014\u2014\u6bcf\u5f53\u57fa\u7840\u6a21\u578b\u66f4\u65b0\u65f6\uff0c\u90fd\u5fc5\u987b\u91cd\u65b0\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n

\u66f4\u6709\u6548\u7684\u6295\u8d44\u5728\u4e8e\u63d0\u793a\u5de5\u7a0b\u3001\u68c0\u7d22\u67b6\u6784\u548c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7cfb\u7edf\u6307\u4ee4\uff0c\u8fd9\u4e9b\u53ef\u4ee5\u5728\u4e0d\u6539\u53d8\u6a21\u578b\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\u5851\u9020\u5176\u884c\u4e3a\u3002\u5b9e\u73b0\u9886\u57df\u7279\u5f02\u6027\u7684\u66f4\u597d\u65b9\u6cd5\uff0c\u662f\u4e3a\u6a21\u578b\u63d0\u4f9b\u7279\u5b9a\u7684\u5de5\u4f5c\u6750\u6599<\/strong>\u2014\u2014<\/strong>\u5982\u7ecf\u6574\u7406\u7684\u4e0a\u4e0b\u6587\u3001\u7ed3\u6784\u5316\u6570\u636e\u3001\u7cbe\u786e\u7684\u6307\u4ee4<\/strong>\u2014\u2014<\/strong>\u800c\u4e0d\u662f\u901a\u8fc7\u6602\u8d35\u800c\u8106\u5f31\u7684\u8fc7\u7a0b\u6765\u4fee\u6539\u6a21\u578b\u672c\u8eab<\/strong>\u3002\u5fae\u8c03\u4ecd\u6709\u5176\u5408\u7406\u7684\u7528\u4f8b\uff0c\u7279\u522b\u662f\u5728\u5b9e\u73b0\u98ce\u683c\u4e00\u81f4\u6027\u6216\u5927\u89c4\u6a21\u7684\u9ad8\u5ea6\u91cd\u590d\u6027\u7ed3\u6784\u5316\u63d0\u53d6\u65b9\u9762\uff0c\u4f46\u4f5c\u4e3a\u9886\u57df\u9002\u5e94\u7684\u9ed8\u8ba4\u65b9\u6cd5\uff0c\u5b83\u5df2\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u88ab\u53d6\u4ee3\u3002<\/p>\n

5. <\/strong>\u5ba2\u6237\u4e0d\u518d\u6ee1\u8db3\u4e8e\u6d1e\u5bdf<\/strong>\u2014\u2014<\/strong>\u4ed6\u4eec\u9700\u8981\u7684\u662f\u884c\u52a8<\/strong><\/h3>\n

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