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\u8cc7\u6599\u4e8b\u4ef6\u7684\u7279\u5b9a\u6d41\u7a0b\uff0c\u4f8b\u5982\u6a21\u578b\u8f38\u51fa\u4e2d\u610f\u5916\u6d29\u9732\u500b\u4eba\u8b58\u5225\u8cc7\u8a0a\uff08PII\uff09\uff0c\u6216\u672a\u7d93\u6388\u6b0a\u5b58\u53d6\u8a13\u7df4\u8cc7\u6599\u96c6\u3002<\/li>\n<\/ul>\n<p><strong>\u652f\u67f13<\/strong><strong>\uff1a\u5e73\u53f0 <\/strong><strong>\u2013 <\/strong><strong>\u6280\u8853\u57f7\u884c\u8005<\/strong><\/p>\n<p>\u80fd\u81ea\u52d5\u5316\u4e26\u5927\u898f\u6a21\u57f7\u884c\u6cbb\u7406\u7684\u6280\u8853\uff0c\u5df2\u6574\u5408\u5230\u4f60\u672c\u5730\u7684 AI \u7cfb\u7d71\u4e2d\u3002<\/p>\n<ul>\n<li><strong>\u7d71\u4e00\u7684\u5143\u8cc7\u6599\u8207\u76ee\u9304\u5c64\uff1a<\/strong>\u4e00\u500b\u4e2d\u592e\u7cfb\u7d71\uff08\u4f8b\u5982 OpenMetadata\u3001Amundsen\uff09\uff0c\u4f5c\u70ba\u6240\u6709\u8cc7\u6599\u96c6\u7684\u300c\u55ae\u4e00\u771f\u5be6\u4f86\u6e90\u300d\uff0c\u7528\u4f86\u8ffd\u8e64\u5b83\u5011\u7684\u5206\u985e\u3001\u8840\u7d71\u548c\u64c1\u6709\u8005\u3002<\/li>\n<li><strong>\u81ea\u52d5\u5316\u8cc7\u6599\u54c1\u8cea\u8207\u96b1\u79c1\u6383\u63cf\u5668\uff1a<\/strong>\u80fd\u81ea\u52d5\u5728\u8cc7\u6599\u7ba1\u7dda\u4e0a\u904b\u884c\u7684\u5de5\u5177\uff0c\u7528\u4f86\u6aa2\u6e2c\u500b\u4eba\u8b58\u5225\u8cc7\u8a0a\uff08PII\uff09\u3001\u6a19\u8a3b\u54c1\u8cea\u554f\u984c\uff0c\u6216\u6a19\u8a18\u6f5b\u5728\u7684\u504f\u5dee\u6307\u6a19\uff08\u4f8b\u5982\uff0c\u4eba\u53e3\u5206\u5e03\u4e0d\u5747\uff09\u3002<\/li>\n<li><strong>\u5b89\u5168\u3001\u53d7\u7ba1\u7406\u7684\u8cc7\u6599\u5de5\u4f5c\u7a7a\u9593\uff1a<\/strong>\u5c08\u9580\u7684\u3001\u53d7\u5b58\u53d6\u63a7\u5236\u7684\u74b0\u5883\uff08\u50cf\u662f\u9694\u96e2\u7684 Docker \u5bb9\u5668\u6216 Proxmox \u865b\u64ec\u6a5f\uff09\uff0c\u8cc7\u6599\u79d1\u5b78\u5bb6\u53ef\u4ee5\u5728\u9019\u88e1\u4f7f\u7528\u5df2\u6279\u51c6\u7684\u8cc7\u6599\u96c6\uff0c\u4f46\u7121\u6cd5\u9032\u884c\u672a\u7d93\u6388\u6b0a\u7684\u8907\u88fd\u6216\u532f\u51fa\u3002<\/li>\n<\/ul>\n<h2><strong>\u5be6\u4f5c\u6846\u67b6\uff1a\u6280\u8853\u6df1\u5ea6\u63a2\u8a0e<\/strong><\/h2>\n<p>\u9019\u88e1\u4ecb\u7d39\u5982\u4f55\u5c07\u9019\u4e9b\u652f\u67f1\u8f49\u5316\u70ba\u4f60\u672c\u5730 AI \u67b6\u69cb\u4e2d\u7684\u5177\u9ad4\u884c\u52d5\uff0c\u540c\u6642\u5229\u7528\u4e26\u64f4\u5c55\u672c\u7cfb\u5217\u524d\u5e7e\u7bc7\u6587\u7ae0\u4e2d\u7684\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<ol>\n<li><strong>\u4fdd\u969c\u8cc7\u6599\u96c6\u5168\u751f\u547d\u9031\u671f\uff1a\u5f9e\u5c0e\u5165\u5230\u6b78\u6a94<\/strong><\/li>\n<\/ol>\n<p>\u6bcf\u500b\u8cc7\u6599\u96c6\u90fd\u61c9\u8a72\u901a\u904e\u53d7\u7ba1\u7406\u7684\u6d41\u7a0b\u8655\u7406\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-1100 size-full alignleft\" src=\"https:\/\/localarch.ai\/wp-content\/uploads\/2026\/09\/A-e1784186948957.png\" alt=\"\" width=\"444\" height=\"2132\" srcset=\"https:\/\/localarch.ai\/wp-content\/uploads\/2026\/09\/A-e1784186948957.png 444w, https:\/\/localarch.ai\/wp-content\/uploads\/2026\/09\/A-e1784186948957-213x1024.png 213w, https:\/\/localarch.ai\/wp-content\/uploads\/2026\/09\/A-e1784186948957-320x1536.png 320w\" sizes=\"(max-width: 444px) 100vw, 444px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e3b\u8981\u5de5\u5177\u8207\u6307\u4ee4\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u5728\u8cc7\u6599\u9032\u5165\u6642\u6aa2\u6e2c\u500b\u4eba\u53ef\u8b58\u5225\u8cc7\u8a0a\uff08PII<\/strong><strong>\uff09\uff1a<\/strong>\u5728\u4f60\u7684\u8cc7\u6599\u7ba1\u7dda\u4e2d\u76f4\u63a5\u4f7f\u7528\u50cf Microsoft Presidio \u6216 greyn \u9019\u985e\u7684\u5de5\u5177\u3002<\/li>\n<\/ul>\n<table>\n<tbody>\n<tr>\n<td width=\"553\"># Example using a CLI scanner to check a dataset<\/p>\n<p>python -m presidio_analyzer &#8211;text &#8220;Sample dataset content with email john@example.com&#8221; &#8211;all_fields<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>\u8840\u7d71\u8ffd\u8e64\uff1a<\/strong>\u4f7f\u7528\u958b\u6e90\u7684 <strong>OpenLineage<\/strong> \u6a19\u6e96\u642d\u914d\u4f60\u7684\u8cc7\u6599\u8655\u7406\u5de5\u5177\uff0c\u81ea\u52d5\u6355\u6349\u8840\u7d71\u4e8b\u4ef6\u4e26\u63a8\u9001\u5230\u4f60\u7684\u5143\u8cc7\u6599\u76ee\u9304\u4e2d\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u7528\u65bc AI <\/strong><strong>\u5de5\u4f5c\u8ca0\u8f09\u7684\u96b1\u79c1\u589e\u5f37\u6280\u8853\uff08PETs<\/strong><strong>\uff09<\/strong><\/li>\n<\/ol>\n<p>\u4f7f\u7528\u5728\u8cc7\u6599\u4f7f\u7528\u904e\u7a0b\u4e2d\u4fdd\u8b77\u8cc7\u6599\u7684\u6280\u8853\uff0c\u8d85\u8d8a\u57fa\u672c\u5b58\u53d6\u63a7\u5236\u3002<\/p>\n<ul>\n<li><strong>\u5408\u6210\u6578\u64da\u751f\u6210\uff1a<\/strong>\u5728\u6e2c\u8a66\u6216\u539f\u578b\u6a21\u578b\u6642\uff0c\u53ef\u4ee5\u4f7f\u7528\u50cf Synthetic Data Vault (SDV) \u9019\u6a23\u7684\u5de5\u5177\u4f86\u5275\u5efa\u903c\u771f\u4f46\u4eba\u5de5\u7684\u6578\u64da\u96c6\uff0c\u65e2\u4fdd\u7559\u7d71\u8a08\u6a21\u5f0f\uff0c\u53c8\u4e0d\u6d29\u9732\u771f\u5be6\u500b\u4eba\u8cc7\u8a0a\u3002<\/li>\n<li><strong>\u5373\u6642\u507d\u540d\u5316\uff1a<\/strong>\u5be6\u4f5c\u4e00\u500b\u670d\u52d9\uff0c\u5728\u6587\u4ef6\u9001\u5230 RAG \u6aa2\u7d22\u6216\u5fae\u8abf\u6d41\u7a0b\u4e4b\u524d\uff0c\u52d5\u614b\u5730\u628a\u771f\u5be6\u8b58\u5225\u8cc7\u8a0a\uff08\u59d3\u540d\u3001ID\uff09\u66ff\u63db\u6210\u4ee3\u5e63\uff0c\u53ea\u6709\u6388\u6b0a\u4f7f\u7528\u8005\u5728\u67e5\u770b\u6700\u7d42\u8f38\u51fa\u6642\u624d\u6703\u9084\u539f\u9019\u500b\u904e\u7a0b\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u5efa\u7acb\u4e00\u500b\u5408\u898f\u7684\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG<\/strong><strong>\uff09\u6d41\u7a0b<\/strong><\/li>\n<\/ol>\n<p>RAG \u7cfb\u7d71\u6703\u5f9e\u5167\u90e8\u6587\u4ef6\u5eab\u4e2d\u63d0\u53d6\u8cc7\u6599\uff0c\u9019\u5e36\u4f86\u4e86\u7368\u7279\u7684\u6cbb\u7406\u6311\u6230\u3002<\/p>\n<ul>\n<li><strong>\u4f86\u6e90\u4f86\u6e90\u8aaa\u660e\uff1a<\/strong>\u4f60\u7684 RAG \u7cfb\u7d71\u5fc5\u9808\u8a2d\u5b9a\u597d\uff0c\u4ee5\u8a18\u9304\u6bcf\u500b\u751f\u6210\u7b54\u6848\u6240\u4f7f\u7528\u7684\u78ba\u5207\u4f86\u6e90\u6587\u4ef6\u3002\u9019\u5c0d\u65bc\u5be9\u6838\u548c\u6838\u5be6\u6e96\u78ba\u6027\u975e\u5e38\u91cd\u8981\u3002<\/li>\n<li><strong>\u5340\u584a\u7d1a\u5b58\u53d6\u63a7\u5236\uff1a<\/strong>\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u5be6\u4f5c\u6b0a\u9650\uff0c\u8b93\u67e5\u8a62\u53ea\u80fd\u53d6\u5f97\u4f7f\u7528\u8005\u6709\u6b0a\u67e5\u770b\u7684\u6587\u4ef6\u5340\u584a\uff0c\u907f\u514d\u4e0d\u540c\u90e8\u9580\u4e4b\u9593\u7684\u8cc7\u6599\u5916\u6d29\u3002<\/li>\n<\/ul>\n<h2><strong>\u4f60\u7684 2026 <\/strong><strong>\u8cc7\u6599\u6cbb\u7406\u6e96\u5099\u6e05\u55ae<\/strong><\/h2>\n<p>\u4f7f\u7528\u9019\u500b\u53ef\u64cd\u4f5c\u7684\u6e05\u55ae\u4f86\u8a55\u4f30\u4e26\u63d0\u5347\u4f60\u7684\u80fd\u529b\u3002<\/p>\n<table width=\"752\">\n<thead>\n<tr>\n<td>\u6cbb\u7406\u7bc4\u570d<\/td>\n<td>\u81ea\u6211\u8a55\u4f30\u7684\u95dc\u9375\u554f\u984c<\/td>\n<td>\u5408\u898f\u884c\u52d5\u6b65\u9a5f<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u4f86\u6e90\u8207\u6b0a\u5229<\/strong><\/td>\n<td>\u6211\u5011\u80fd\u70ba\u6211\u5011 AI \u8a13\u7df4\u4e2d\u4f7f\u7528\u7684\u6bcf\u500b\u8cc7\u6599\u96c6\u7522\u751f\u6cd5\u5f8b\u4f9d\u64da\u55ce\uff1f<\/td>\n<td>\u5efa\u7acb\u4e00\u500b<strong>\u8cc7\u6599\u4f86\u6e90\u767b\u8a18<\/strong>\u8868\uff08\u7c21\u55ae\u7684\u8a66\u7b97\u8868\u6216\u6574\u5408\u76ee\u9304\uff09\uff0c\u8a18\u9304\u4f86\u6e90\u3001\u6388\u6b0a\u548c\u5408\u6cd5\u4f9d\u64da\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5f9e\u8a2d\u8a08\u958b\u59cb\u6ce8\u91cd\u96b1\u79c1<\/strong><\/td>\n<td>\u6211\u5011\u7684 AI \u8cc7\u6599\u96c6\u88e1\u7684\u500b\u4eba\u8cc7\u6599\u662f\u4e0d\u662f\u9810\u8a2d\u5c31\u5df2\u7d93\u88ab\u6700\u5c0f\u5316\u548c\u4fdd\u8b77\u4e86\uff1f<\/td>\n<td>\u5728\u6240\u6709\u8cc7\u6599\u6e96\u5099\u6d41\u7a0b\u4e2d\u5be6\u4f5c<strong>\u81ea\u52d5\u5316\u500b\u4eba\u8b58\u5225\u8cc7\u8a0a\u6383\u63cf<\/strong>\uff0c\u4e26\u70ba\u5c08\u6848\u5efa\u7acb\u96b1\u79c1\u4fdd\u8b77\u6280\u8853<strong>\u9078\u64c7\u6307\u5357<\/strong>\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u504f\u898b\u8207\u516c\u5e73<\/strong><\/td>\n<td>\u6211\u5011\u6709\u6c92\u6709\u65b9\u6cd5\u53ef\u4ee5\u5075\u6e2c\u6211\u5011\u8a13\u7df4\u8cc7\u6599\u4e2d\u53ef\u80fd\u7684\u504f\u5dee\uff1f<\/td>\n<td>\u63a1\u7528<strong>\u504f\u898b\u8a55\u4f30\u5de5\u5177\u5305<\/strong>\uff08\u4f8b\u5982 IBM AI \u516c\u5e73\u6027 360\u3001Google \u7684 What-If \u5de5\u5177\uff09\uff0c\u4e26\u8981\u6c42\u5728\u8a13\u7df4\u524d\u5be9\u67e5\u4e2d\u4f7f\u7528\u5b83\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5b89\u5168\u8207\u5b58\u53d6<\/strong><\/td>\n<td>\u5c0d AI 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