{"id":16790,"date":"2026-08-12T00:00:24","date_gmt":"2026-08-11T14:00:24","guid":{"rendered":"https:\/\/geoffreychen.com\/how-to-version-an-ai-workflow\/"},"modified":"2026-08-12T00:00:24","modified_gmt":"2026-08-11T14:00:24","slug":"how-to-version-an-ai-workflow","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/how-to-version-an-ai-workflow\/","title":{"rendered":"\u6a21\u578b\u3001\u63d0\u793a\u8bcd\u548c\u77e5\u8bc6\u5e93\u4e0d\u65ad\u53d8\u5316\uff0cAI\u5de5\u4f5c\u6d41\u600e\u6837\u8fdb\u884c\u7248\u672c\u63a7\u5236\uff1f"},"content":{"rendered":"<\/p>\n<p><em>\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u00b7 \u7b2c\u4e8c\u5b63\u201c\u4ece\u4e2a\u4eba\u5de5\u5177\u5230\u7ec4\u7ec7\u80fd\u529b\u201d\u00b7 \u7b2c\u5341\u4e00\u7bc7<\/em><\/p>\n<p>\u4e00\u4e2aAI\u52a9\u624b\u4e0a\u5468\u8fd8\u80fd\u6b63\u786e\u89e3\u91ca\u9000\u6b3e\u653f\u7b56\uff0c\u672c\u5468\u5374\u5f00\u59cb\u9057\u6f0f\u4e00\u4e2a\u4f8b\u5916\u3002\u56e2\u961f\u68c0\u67e5\u63d0\u793a\u8bcd\uff0c\u6ca1\u6709\u53d8\u5316\uff1b\u77e5\u8bc6\u5e93\u4e5f\u4f3c\u4e4e\u6b63\u5e38\u3002\u540e\u6765\u624d\u53d1\u73b0\uff0c\u4f9b\u5e94\u5546\u66f4\u65b0\u4e86\u6a21\u578b\uff0c\u540c\u65f6\u653f\u7b56\u5e93\u52a0\u5165\u4e00\u4efd\u65b0\u6307\u5357\uff0c\u68c0\u7d22\u6392\u5e8f\u53d1\u751f\u6539\u53d8\u3002\u7cfb\u7edf\u7684\u201c\u540d\u79f0\u201d\u6ca1\u53d8\uff0c\u771f\u6b63\u8fd0\u884c\u7684\u7ec4\u5408\u5df2\u7ecf\u53d8\u4e86\u3002<\/p>\n<p>\u4f20\u7edf\u8f6f\u4ef6\u901a\u5e38\u80fd\u6307\u51fa\u53d1\u5e03\u7248\u672c\u548c\u4ee3\u7801\u63d0\u4ea4\u3002AI\u5de5\u4f5c\u6d41\u7684\u884c\u4e3a\u5374\u7531\u6a21\u578b\u3001\u6307\u4ee4\u3001\u6570\u636e\u3001\u68c0\u7d22\u3001\u5de5\u5177\u3001\u53c2\u6570\u548c\u5916\u90e8\u670d\u52a1\u5171\u540c\u5f62\u6210\u3002\u53ea\u8bb0\u5f55\u201c\u4f7f\u7528\u67d0\u67d0AI\u201d\u4e0d\u8db3\u4ee5\u590d\u73b0\u4e00\u6b21\u7ed3\u679c\uff0c\u4e5f\u4e0d\u8db3\u4ee5\u5b89\u5168\u56de\u9000\u3002<\/p>\n<h2>\u7248\u672c\u5bf9\u8c61\u4e0d\u662f\u6a21\u578b\uff0c\u800c\u662f\u5b8c\u6574\u914d\u7f6e<\/h2>\n<p>\u4e00\u6b21AI\u8fd0\u884c\u81f3\u5c11\u4f9d\u8d56\uff1a\u6a21\u578b\u53ca\u4f9b\u5e94\u5546\u7248\u672c\u3001\u7cfb\u7edf\u63d0\u793a\u4e0e\u6a21\u677f\u3001\u77e5\u8bc6\u5e93\u5feb\u7167\u548c\u7d22\u5f15\u65b9\u5f0f\u3001\u5de5\u5177\u5b9a\u4e49\u4e0e\u6743\u9650\u3001\u53c2\u6570\u3001\u540e\u5904\u7406\u89c4\u5219\u4ee5\u53ca\u4eba\u5de5\u6b65\u9aa4\u3002<\/p>\n<p>\u5176\u4e2d\u4efb\u4f55\u4e00\u9879\u6539\u53d8\u90fd\u53ef\u80fd\u6539\u53d8\u8f93\u51fa\u3002\u4fee\u6539\u4e00\u4e2a\u6587\u4ef6\u770b\u4f3c\u5185\u5bb9\u7ef4\u62a4\uff0c\u5374\u53ef\u80fd\u4f7f\u68c0\u7d22\u7ed3\u679c\u91cd\u65b0\u6392\u5e8f\uff1b\u589e\u52a0\u5de5\u5177\u53ef\u80fd\u8ba9\u4ee3\u7406\u9009\u62e9\u65b0\u7684\u8def\u5f84\uff1b\u4f9b\u5e94\u5546\u540e\u53f0\u66f4\u65b0\u53ef\u80fd\u5728\u7ec4\u7ec7\u6ca1\u6709\u6539\u4ee3\u7801\u65f6\u6539\u53d8\u884c\u4e3a\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u7ec4\u7ec7\u9700\u8981\u4e3a\u201c\u5de5\u4f5c\u6d41\u914d\u7f6e\u201d\u751f\u6210\u4e00\u4e2a\u53ef\u8bc6\u522b\u7248\u672c\uff0c\u628a\u5404\u7ec4\u4ef6\u5f15\u7528\u56fa\u5b9a\u5728\u4e00\u8d77\u3002\u6a21\u578b\u65e0\u6cd5\u56fa\u5b9a\u65f6\uff0c\u4e5f\u8981\u8bb0\u5f55\u4f9b\u5e94\u5546\u6807\u8bc6\u3001\u8c03\u7528\u65e5\u671f\u548c\u53ef\u83b7\u5f97\u7684\u7248\u672c\u4fe1\u606f\u3002<\/p>\n<h2>\u5148\u533a\u5206\u5185\u5bb9\u66f4\u65b0\u3001\u6280\u672f\u66f4\u65b0\u548c\u76ee\u7684\u53d8\u66f4<\/h2>\n<p>\u4e0d\u662f\u6240\u6709\u53d8\u5316\u90fd\u9700\u8981\u540c\u6837\u5ba1\u6279\u3002<\/p>\n<p>\u4fee\u6b63\u653f\u7b56\u4e2d\u7684\u62fc\u5199\u5c5e\u4e8e\u4f4e\u98ce\u9669\u5185\u5bb9\u66f4\u65b0\uff1b\u66f4\u6362\u5d4c\u5165\u6a21\u578b\u6216\u68c0\u7d22\u7b97\u6cd5\u662f\u6280\u672f\u66f4\u65b0\uff1b\u8ba9\u539f\u672c\u53ea\u8349\u62df\u7684\u7cfb\u7edf\u81ea\u52a8\u53d1\u9001\u4fe1\u4ef6\uff0c\u5219\u662f\u76ee\u7684\u548c\u6743\u9650\u7684\u91cd\u5927\u53d8\u5316\u3002<\/p>\n<p>\u53d8\u5316\u5206\u7c7b\u5e94\u51b3\u5b9a\u6d4b\u8bd5\u4e0e\u6279\u51c6\u5f3a\u5ea6\u3002\u5185\u5bb9\u66f4\u65b0\u8981\u68c0\u67e5\u53d7\u5f71\u54cd\u56de\u7b54\uff1b\u6280\u672f\u66f4\u65b0\u8981\u91cd\u8dd1\u57fa\u7ebf\u548c\u5931\u8d25\u6848\u4f8b\uff1b\u76ee\u7684\u3001\u6570\u636e\u6216\u884c\u52a8\u6743\u9650\u53d8\u5316\u9700\u8981\u91cd\u65b0\u8fdb\u884c\u5f71\u54cd\u4e0e\u98ce\u9669\u8bc4\u4f30\u3002<\/p>\n<p>\u5982\u679c\u6240\u6709\u6539\u53d8\u90fd\u8d70\u540c\u4e00\u7f13\u6162\u6d41\u7a0b\uff0c\u56e2\u961f\u4f1a\u7ed5\u8fc7\u5236\u5ea6\uff1b\u5982\u679c\u6240\u6709\u6539\u53d8\u90fd\u88ab\u5f53\u4f5c\u666e\u901a\u7ef4\u62a4\uff0c\u91cd\u5927\u6269\u6743\u53ef\u80fd\u6084\u6084\u53d1\u751f\u3002<\/p>\n<h2>\u6bcf\u4e2a\u7248\u672c\u9700\u8981\u4e00\u5f20\u53ef\u8bfb\u7684\u914d\u7f6e\u5361<\/h2>\n<p>\u914d\u7f6e\u5361\u5e94\u8bb0\u5f55\uff1a\u9884\u671f\u7528\u9014\u548c\u7981\u6b62\u7528\u9014\uff1b\u7ec4\u4ef6\u7248\u672c\uff1b\u6743\u5a01\u6570\u636e\u4e0e\u66f4\u65b0\u65f6\u95f4\uff1b\u4e3b\u8981\u8bc4\u6d4b\u7ed3\u679c\uff1b\u5df2\u77e5\u9650\u5236\uff1b\u6279\u51c6\u4eba\uff1b\u4e0a\u7ebf\u65e5\u671f\uff1b\u76d1\u63a7\u6307\u6807\uff1b\u56de\u9000\u7248\u672c\u3002<\/p>\n<p>\u6a21\u578b\u5361\u7814\u7a76\u63d0\u51fa\u8bb0\u5f55\u6a21\u578b\u7684\u9884\u671f\u7528\u9014\u3001\u8bc4\u6d4b\u6761\u4ef6\u548c\u9650\u5236\u3002<a href=\"https:\/\/research.google\/pubs\/model-cards-for-model-reporting\/\" target=\"_blank\" rel=\"noopener\">Google Research\uff1aModel Cards for Model Reporting<\/a> \u6570\u636e\u8bf4\u660e\u4e66\u5219\u8bb0\u5f55\u6570\u636e\u6765\u6e90\u3001\u6784\u6210\u3001\u6536\u96c6\u8fc7\u7a0b\u548c\u5efa\u8bae\u7528\u9014\u3002<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/datasheets-for-datasets\/\" target=\"_blank\" rel=\"noopener\">Microsoft Research\uff1aDatasheets for Datasets<\/a><\/p>\n<p>\u7ec4\u7ec7\u7684\u914d\u7f6e\u5361\u5e94\u628a\u8fd9\u4e24\u7c7b\u601d\u60f3\u6269\u5c55\u5230\u5b8c\u6574\u5de5\u4f5c\u6d41\u3002\u5b83\u4e0d\u662f\u7ed9\u5f00\u53d1\u8005\u770b\u7684\u957f\u7bc7\u6280\u672f\u6863\u6848\uff0c\u800c\u662f\u8ba9\u4e1a\u52a1\u8d1f\u8d23\u4eba\u548c\u5ba1\u8ba1\u8005\u77e5\u9053\u5f53\u524d\u7cfb\u7edf\u7a76\u7adf\u662f\u4ec0\u4e48\u3002<\/p>\n<h2>\u6d4b\u8bd5\u7ed3\u679c\u5fc5\u987b\u7ed1\u5b9a\u7248\u672c<\/h2>\n<p>\u201c\u7cfb\u7edf\u51c6\u786e\u7387\u8fbe\u523095%\u201d\u53ea\u6709\u5728\u8bf4\u660e\u7528\u54ea\u4e2a\u914d\u7f6e\u3001\u54ea\u4e2a\u6d4b\u8bd5\u96c6\u548c\u4ec0\u4e48\u65f6\u95f4\u65f6\u624d\u6709\u610f\u4e49\u3002\u65b0\u7248\u672c\u4e0d\u80fd\u7ee7\u627f\u65e7\u7248\u672c\u7684\u5408\u683c\u7ed3\u8bba\u3002<\/p>\n<p>\u6bcf\u6b21\u53d1\u5e03\u5e94\u91cd\u8dd1\u5173\u952e\u57fa\u7ebf\uff1a\u666e\u901a\u4efb\u52a1\u3001\u5386\u53f2\u4e25\u91cd\u9519\u8bef\u3001\u8fb9\u7f18\u7fa4\u4f53\u3001\u6743\u9650\u6d4b\u8bd5\u3001\u5de5\u5177\u5931\u8d25\u548c\u505c\u6b62\u6761\u4ef6\u3002\u53d8\u5316\u8303\u56f4\u8f83\u5c0f\u65f6\u53ef\u4ee5\u4f7f\u7528\u5f71\u54cd\u5206\u6790\u51cf\u5c11\u6d4b\u8bd5\uff0c\u4f46\u5fc5\u987b\u8bf4\u660e\u4e3a\u4ec0\u4e48\u672a\u6d4b\u8bd5\u7684\u90e8\u5206\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n<p>\u6d4b\u8bd5\u96c6\u672c\u8eab\u4e5f\u8981\u7248\u672c\u5316\u3002\u65b0\u589e\u6848\u4f8b\u53ef\u80fd\u4f7f\u5206\u6570\u4e0b\u964d\uff0c\u8fd9\u4e0d\u4e00\u5b9a\u8868\u793a\u7cfb\u7edf\u53d8\u5dee\uff0c\u800c\u53ef\u80fd\u8868\u793a\u8bc4\u6d4b\u53d8\u5f97\u66f4\u4e25\u683c\u3002\u7ec4\u7ec7\u9700\u8981\u540c\u65f6\u4fdd\u5b58\u65e7\u57fa\u7ebf\u548c\u65b0\u6807\u51c6\u3002<\/p>\n<h2>\u751f\u4ea7\u76d1\u63a7\u8981\u80fd\u53d1\u73b0\u6e10\u53d8\u548c\u7a81\u53d8<\/h2>\n<p>\u5e76\u975e\u6240\u6709\u53d8\u5316\u53d1\u751f\u5728\u6b63\u5f0f\u53d1\u5e03\u3002\u7528\u6237\u95ee\u9898\u3001\u5ba2\u6237\u7fa4\u3001\u5916\u90e8\u8d44\u6599\u548c\u653b\u51fb\u65b9\u5f0f\u4f1a\u6f02\u79fb\u3002\u7cfb\u7edf\u5728\u76f8\u540c\u914d\u7f6e\u4e0b\u4e5f\u53ef\u80fd\u9762\u5bf9\u4e0d\u540c\u4e16\u754c\u3002<\/p>\n<p>NCSC\u5b89\u5168\u8fd0\u884c\u4e0e\u7ef4\u62a4\u6307\u5357\u8981\u6c42\u76d1\u63a7\u6a21\u578b\u548c\u7cfb\u7edf\u884c\u4e3a\u3001\u8f93\u5165\u3001\u6570\u636e\u6f02\u79fb\u548c\u5f02\u5e38\uff0c\u5e76\u5efa\u8bae\u4e3a\u6a21\u578b\u53d8\u5316\u63d0\u4f9b\u9884\u89c8\u4e0e\u7248\u672c\u5316\u63a5\u53e3\u3002<a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-operation-maintenance\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aSecure operation and maintenance<\/a><\/p>\n<p>\u76d1\u63a7\u4e0d\u5e94\u53ea\u770b\u670d\u52a1\u662f\u5426\u5728\u7ebf\u3002\u8fd8\u5e94\u770b\u62d2\u7b54\u7387\u3001\u4eba\u5de5\u63a8\u7ffb\u3001\u9519\u8bef\u7c7b\u578b\u3001\u7fa4\u4f53\u5dee\u5f02\u3001\u68c0\u7d22\u6765\u6e90\u548c\u6295\u8bc9\u3002\u8fbe\u5230\u9608\u503c\u65f6\uff0c\u7ec4\u7ec7\u8981\u80fd\u6682\u505c\u6216\u56de\u5230\u5df2\u77e5\u826f\u597d\u7248\u672c\u3002<\/p>\n<h2>\u56de\u9000\u5fc5\u987b\u5305\u62ec\u6570\u636e\u548c\u6743\u9650<\/h2>\n<p>\u5982\u679c\u53ea\u628a\u6a21\u578b\u5207\u56de\u65e7\u7248\uff0c\u5374\u4fdd\u7559\u65b0\u7684\u77e5\u8bc6\u7d22\u5f15\u548c\u5de5\u5177\u6743\u9650\uff0c\u7cfb\u7edf\u5e76\u6ca1\u6709\u771f\u6b63\u56de\u9000\u3002<\/p>\n<p>\u4e00\u4e2a\u53ef\u6062\u590d\u7248\u672c\u5e94\u5305\u62ec\u7ec4\u4ef6\u6e05\u5355\u3001\u914d\u7f6e\u3001\u6570\u636e\u5feb\u7167\u6216\u53ef\u91cd\u5efa\u7d22\u5f15\uff0c\u4ee5\u53ca\u4e0e\u4e4b\u5339\u914d\u7684\u6743\u9650\u3002\u5bf9\u4e8e\u4e0d\u65ad\u66f4\u65b0\u7684\u5ba2\u6237\u6570\u636e\uff0c\u4e0d\u53ef\u80fd\u51bb\u7ed3\u5168\u90e8\u5185\u5bb9\uff0c\u4f46\u53ef\u4ee5\u4fdd\u7559\u7ed3\u6784\u3001\u6765\u6e90\u548c\u53d8\u66f4\u8bb0\u5f55\uff0c\u4f7f\u5f53\u65f6\u7ed3\u679c\u53ef\u89e3\u91ca\u3002<\/p>\n<p>NCSC\u5b89\u5168\u5f00\u53d1\u6307\u5357\u8981\u6c42\u8ffd\u8e2a\u3001\u9a8c\u8bc1\u548c\u7248\u672c\u63a7\u5236AI\u8d44\u4ea7\uff0c\u5e76\u80fd\u5728\u906d\u53d7\u7834\u574f\u65f6\u6062\u590d\u5230\u5df2\u77e5\u826f\u597d\u72b6\u6001\u3002<a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-development\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aSecure development<\/a><\/p>\n<p>\u56de\u9000\u51b3\u5b9a\u8fd8\u8981\u6709\u4eba\u8d1f\u8d23\u3002\u4e8b\u6545\u53d1\u751f\u65f6\uff0c\u5982\u679c\u4e1a\u52a1\u3001\u6280\u672f\u548c\u4f9b\u5e94\u5546\u4e92\u76f8\u7b49\u5f85\uff0c\u5907\u4efd\u5b58\u5728\u4e5f\u6ca1\u6709\u6062\u590d\u80fd\u529b\u3002<\/p>\n<h2>\u53d8\u66f4\u65e5\u5fd7\u8981\u9762\u5411\u53d7\u5230\u5f71\u54cd\u7684\u4eba<\/h2>\n<p>\u5185\u90e8\u65e5\u5fd7\u8bb0\u5f55\u6280\u672f\u7ec6\u8282\uff0c\u4f7f\u7528\u8005\u5219\u9700\u8981\u77e5\u9053\u884c\u4e3a\u53d8\u5316\uff1a\u54ea\u4e9b\u4efb\u52a1\u53d7\u5f71\u54cd\uff0c\u8f93\u51fa\u683c\u5f0f\u662f\u5426\u6539\u53d8\uff0c\u65e7\u7ed3\u679c\u662f\u5426\u9700\u8981\u91cd\u67e5\uff0c\u4eba\u5de5\u5ba1\u6838\u662f\u5426\u6682\u65f6\u589e\u52a0\u3002<\/p>\n<p>\u5bf9\u5916\u5f71\u54cd\u8f83\u5927\u7684\u7cfb\u7edf\uff0c\u91cd\u5927\u53d8\u5316\u8fd8\u53ef\u80fd\u9700\u8981\u66f4\u65b0\u900f\u660e\u5ea6\u8bf4\u660e\u3001\u901a\u77e5\u5408\u4f5c\u65b9\u6216\u91cd\u65b0\u57f9\u8bad\u5458\u5de5\u3002\u7248\u672c\u63a7\u5236\u4e0d\u662f\u9690\u85cf\u53d8\u5316\uff0c\u800c\u662f\u8ba9\u53d8\u5316\u83b7\u5f97\u5408\u9002\u7684\u53ef\u89c1\u6027\u3002<\/p>\n<p>NIST AI RMF\u628a\u76d1\u63a7\u3001\u53cd\u9988\u548c\u6301\u7eed\u6539\u8fdb\u89c6\u4e3a\u751f\u547d\u5468\u671f\u6d3b\u52a8\u3002<a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/5-sec-core\/\" target=\"_blank\" rel=\"noopener\">NIST AI RMF Core<\/a> \u53ea\u6709\u7248\u672c\u4e0e\u8d23\u4efb\u76f8\u8fde\uff0c\u6301\u7eed\u6539\u8fdb\u624d\u4e0d\u4f1a\u53d8\u6210\u6301\u7eed\u4e0d\u53ef\u9884\u6d4b\u3002<\/p>\n<h2>\u7d27\u6025\u53d8\u66f4\u548c\u9000\u5f79\u4e5f\u5c5e\u4e8e\u7248\u672c\u63a7\u5236<\/h2>\n<p>\u5b89\u5168\u4e8b\u4ef6\u6216\u4e25\u91cd\u9519\u8bef\u53d1\u751f\u65f6\uff0c\u56e2\u961f\u53ef\u80fd\u5fc5\u987b\u5728\u5b8c\u6574\u8bc4\u6d4b\u524d\u5173\u95ed\u5de5\u5177\u3001\u64a4\u56de\u6743\u9650\u6216\u66ff\u6362\u8d44\u6599\u3002\u7ec4\u7ec7\u5e94\u9884\u5148\u5b9a\u4e49\u7d27\u6025\u53d8\u66f4\u7a0b\u5e8f\uff1a\u8c01\u53ef\u4ee5\u7acb\u5373\u884c\u52a8\u3001\u600e\u6837\u9650\u5236\u8303\u56f4\u3001\u4f55\u65f6\u8865\u505a\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u8c01\u8d1f\u8d23\u901a\u77e5\u4e1a\u52a1\u4e0e\u53d7\u5f71\u54cd\u8005\u3002<\/p>\n<p>\u4e34\u65f6\u4fee\u590d\u5fc5\u987b\u6709\u5230\u671f\u65f6\u95f4\u3002\u5426\u5219\uff0c\u4e00\u6b21\u4e8b\u6545\u4e2d\u52a0\u5165\u7684\u7ed5\u8fc7\u89c4\u5219\u4f1a\u6c38\u4e45\u7559\u5728\u7cfb\u7edf\uff0c\u9010\u6e10\u5f62\u6210\u65e0\u4eba\u7406\u89e3\u7684\u6280\u672f\u503a\u52a1\u3002\u6062\u590d\u6b63\u5e38\u6d41\u7a0b\u65f6\uff0c\u8981\u786e\u8ba4\u4e34\u65f6\u6570\u636e\u3001\u6743\u9650\u548c\u7f13\u5b58\u5df2\u7ecf\u6e05\u9664\u3002<\/p>\n<p>\u9000\u5f79\u540c\u6837\u9700\u8981\u7248\u672c\u3002\u7ec4\u7ec7\u5e94\u8bb0\u5f55\u4f55\u65f6\u505c\u6b62\u4f7f\u7528\u3001\u54ea\u4e9b\u8bb0\u5f55\u5fc5\u987b\u4fdd\u7559\u3001\u4e0b\u6e38\u6d41\u7a0b\u600e\u6837\u8fc1\u79fb\u3001\u65e7\u63a5\u53e3\u4f55\u65f6\u5173\u95ed\uff0c\u4ee5\u53ca\u4ecd\u672a\u89e3\u51b3\u7684\u6848\u4ef6\u7531\u8c01\u5904\u7406\u3002\u53ea\u505c\u6b62\u4ed8\u8d39\u5e76\u4e0d\u7b49\u4e8e\u7cfb\u7edf\u5df2\u7ecf\u9000\u51fa\uff1b\u590d\u5236\u7684\u63d0\u793a\u3001\u5bfc\u51fa\u7684\u8d44\u6599\u548c\u4f9d\u8d56\u5b83\u7684\u5de5\u4f5c\u4ecd\u53ef\u80fd\u7ee7\u7eed\u5b58\u5728\u3002<\/p>\n<p>\u5b8c\u6574\u751f\u547d\u5468\u671f\u4ece\u7b2c\u4e00\u6b21\u8bd5\u9a8c\u5ef6\u4f38\u5230\u6700\u540e\u4e00\u4e2a\u4f9d\u8d56\u88ab\u5b89\u5168\u79fb\u9664\u3002\u80fd\u4e0a\u7ebf\u5374\u4e0d\u80fd\u9000\u5f79\u7684AI\u7cfb\u7edf\uff0c\u4e5f\u4e0d\u662f\u7ec4\u7ec7\u771f\u6b63\u62e5\u6709\u7684\u80fd\u529b\u3002<\/p>\n<p>\u7248\u672c\u8fb9\u754c\u8fd8\u5e94\u5305\u62ec\u8fd0\u884c\u73af\u5883\u3002\u6743\u9650\u8bbe\u7f6e\u3001\u68c0\u7d22\u53c2\u6570\u3001\u5b89\u5168\u8fc7\u6ee4\u3001\u63a5\u53e3\u8d85\u65f6\u548c\u5916\u90e8\u5de5\u5177\u7248\u672c\u5373\u4f7f\u6ca1\u6709\u6539\u53d8\u6a21\u578b\uff0c\u4e5f\u53ef\u80fd\u6539\u53d8\u6700\u7ec8\u884c\u4e3a\u3002\u53d1\u5e03\u8bb0\u5f55\u82e5\u53ea\u5199\u6a21\u578b\u540d\u79f0\uff0c\u5c31\u65e0\u6cd5\u91cd\u5efa\u5f53\u65f6\u7684\u5b9e\u9645\u7cfb\u7edf\u3002\u5b8c\u6574\u914d\u7f6e\u5fc5\u987b\u628a\u8fd9\u4e9b\u4f9d\u8d56\u4e0e\u4e1a\u52a1\u89c4\u5219\u4e00\u540c\u56fa\u5b9a\uff0c\u5e76\u5728\u4efb\u4f55\u5173\u952e\u4f9d\u8d56\u53d8\u5316\u65f6\u89e6\u53d1\u76f8\u79f0\u7684\u56de\u5f52\u6d4b\u8bd5\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1a\u80fd\u591f\u6539\u53d8\u7684\u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\u8bf4\u660e\u81ea\u5df1\u600e\u6837\u6539\u53d8<\/h2>\n<p>AI\u5de5\u4f5c\u6d41\u4e0d\u5e94\u56e0\u4e3a\u4f9d\u8d56\u52a8\u6001\u6a21\u578b\u800c\u653e\u5f03\u7248\u672c\u63a7\u5236\u3002\u76f8\u53cd\uff0c\u7ec4\u4ef6\u8d8a\u591a\u3001\u66f4\u65b0\u8d8a\u5feb\uff0c\u8d8a\u9700\u8981\u628a\u67d0\u4e00\u65f6\u70b9\u7684\u5b8c\u6574\u914d\u7f6e\u56fa\u5b9a\u4e3a\u53ef\u8bc6\u522b\u5bf9\u8c61\u3002<\/p>\n<p>\u6700\u4f4e\u539f\u5219\u662f\uff1a<\/p>\n<blockquote>\n<p>\u6bcf\u4e2a\u751f\u4ea7AI\u7528\u4f8b\u90fd\u5fc5\u987b\u80fd\u591f\u56de\u7b54\u5f53\u524d\u8fd0\u884c\u4ec0\u4e48\u3001\u4e0e\u4e0a\u4e00\u7248\u6709\u4f55\u5dee\u5f02\u3001\u901a\u8fc7\u4e86\u54ea\u4e9b\u6d4b\u8bd5\u3001\u8c01\u6279\u51c6\u3001\u51fa\u73b0\u95ee\u9898\u600e\u6837\u56de\u9000\uff0c\u4ee5\u53ca\u54ea\u4e9b\u5386\u53f2\u7ed3\u679c\u9700\u8981\u590d\u67e5\u3002<\/p>\n<\/blockquote>\n<p>\u7248\u672c\u63a7\u5236\u7684\u76ee\u6807\u4e0d\u662f\u8ba9AI\u6c38\u8fdc\u4e0d\u53d8\uff0c\u800c\u662f\u8ba9\u53d8\u5316\u4e0d\u7834\u574f\u89e3\u91ca\u3001\u5ba1\u8ba1\u548c\u6062\u590d\u3002\u7ec4\u7ec7\u53ea\u6709\u5728\u80fd\u591f\u5b89\u5168\u6539\u53d8\u7cfb\u7edf\u65f6\uff0c\u624d\u771f\u6b63\u62e5\u6709\u7cfb\u7edf\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-development\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aSecure development<\/a><\/li>\n<li><a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-operation-maintenance\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aSecure operation and maintenance<\/a><\/li>\n<li><a href=\"https:\/\/research.google\/pubs\/model-cards-for-model-reporting\/\" target=\"_blank\" rel=\"noopener\">Google Research\uff1aModel Cards for Model Reporting<\/a><\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/datasheets-for-datasets\/\" target=\"_blank\" rel=\"noopener\">Microsoft Research\uff1aDatasheets for Datasets<\/a><\/li>\n<li><a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/5-sec-core\/\" target=\"_blank\" rel=\"noopener\">NIST AI Resource Center\uff1aAI RMF Core<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/geoffreychen.com\/zh\/category\/ai-frontiers\/after-ai-enters-the-workflow\/\">\u6d4f\u89c8\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u7cfb\u5217\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Explains why AI workflow versioning must cover the entire configurable stack, not just models\u2014bind components, tests, approvals, and rollback to each release.","_geoff_meta_description_zh":"\u6587\u7ae0\u5f3a\u8c03AI\u5de5\u4f5c\u6d41\u7248\u672c\u63a7\u5236\u4e0d\u80fd\u53ea\u7ba1\u6a21\u578b\uff0c\u9700\u628a\u6a21\u578b\u3001\u6307\u4ee4\u3001\u6570\u636e\u68c0\u7d22\u3001\u5de5\u5177\u6743\u9650\u3001\u53c2\u6570\u548c\u6d4b\u8bd5\u56de\u5f52\u7b49\u5b8c\u6574\u914d\u7f6e\u7ed1\u5b9a\u5230\u6bcf\u6b21\u53d1\u5e03\u3002","_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[787296333],"tags":[787296336,787296403,787296338,787296405,787296406,787296367,787296407,787296368],"class_list":["post-16790","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-workflow-versioning","tag-after-ai-enters-the-workflow-zh","tag-ai-workflow-versioning-zh","tag-change-management","tag-from-personal-tool-to-organisational-capability","tag-change-management-zh","tag-from-personal-tool-to-organisational-capability-zh",""],"translatepress_titles":{"en_AU":"When Models, Instructions and Knowledge Bases Keep Changing, How Should AI Workflows Be Versioned?","zh_CN":"\u6a21\u578b\u3001\u63d0\u793a\u8bcd\u548c\u77e5\u8bc6\u5e93\u4e0d\u65ad\u53d8\u5316\uff0cAI\u5de5\u4f5c\u6d41\u600e\u6837\u8fdb\u884c\u7248\u672c\u63a7\u5236\uff1f"},"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1ar9H-4mO","jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16790","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/users\/17897162"}],"replies":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/comments?post=16790"}],"version-history":[{"count":0,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16790\/revisions"}],"wp:attachment":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/media?parent=16790"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/categories?post=16790"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/tags?post=16790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}