{"id":110890,"date":"2025-05-28T05:29:13","date_gmt":"2025-05-28T00:59:13","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/"},"modified":"2025-05-28T05:29:13","modified_gmt":"2025-05-28T00:59:13","slug":"data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/","title":{"rendered":"\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc LLMS: \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0636\u0645\u0646 \u062d\u0641\u0638 \u0645\u0639\u0646\u06cc"},"content":{"rendered":"<div data-article-id=\"2534782\" id=\"article-body\">\n<p><strong>tl \u061b \u062f\u06a9\u062a\u0631<\/strong>: Deidentify \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 GO \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0635\u0641\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0636\u0645\u0646 \u062d\u0641\u0638 \u0642\u0627\u0644\u0628 \u0648 \u0645\u0639\u0646\u06cc \u060c PII \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc = \u0647\u0645\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u060c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 LLM \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0645\u0641\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u060c \u0622\u0646 \u0631\u0627 \u062f\u0631 GitHub \u0633\u062a\u0627\u0631\u0647 \u06a9\u0646\u06cc\u062f!<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D8%AE%D8%B7%D8%B1_%D9%BE%D9%86%D9%87%D8%A7%D9%86_%D8%AF%D8%B1_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_AI_%D8%B4%D9%85%D8%A7\" >\u062e\u0637\u0631 \u067e\u0646\u0647\u0627\u0646 \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 AI \u0634\u0645\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%DA%86%D8%B1%D8%A7_%DA%A9%D8%A7%D9%87%D8%B4_%D8%B3%D9%86%D8%AA%DB%8C_%DA%A9%D9%88%D8%AA%D8%A7%D9%87_%D8%A7%D8%B3%D8%AA\" >\u0686\u0631\u0627 \u06a9\u0627\u0647\u0634 \u0633\u0646\u062a\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D8%AD%D9%81%D8%B8_%D9%85%D8%B9%D9%86%DB%8C_%D8%B6%D9%85%D9%86_%D9%85%D8%AD%D8%A7%D9%81%D8%B8%D8%AA_%D8%A7%D8%B2_%D8%AD%D8%B1%DB%8C%D9%85_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C\" >\u062d\u0641\u0638 \u0645\u0639\u0646\u06cc \u0636\u0645\u0646 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D9%88%D8%A7%D8%B1%D8%AF_DIDENDIFY_%DB%8C%DA%A9_%D8%B1%D8%A7%D9%87_%D8%AD%D9%84_GO\" >\u0648\u0627\u0631\u062f DIDENDIFY: \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 GO<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C\" >\u0645\u062b\u0627\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%DA%86%D8%B1%D8%A7_%D8%A7%DB%8C%D9%86%D8%AC%D8%A7_%D9%85%D9%87%D9%85_%D8%A7%D8%B3%D8%AA\" >\u0686\u0631\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D9%86%DA%A9%D8%A7%D8%AA_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C\" >\u0646\u06a9\u0627\u062a \u0627\u062c\u0631\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/data-de-identification-for-llms-protecting-privacy-while-preserving-meaning-o52\/#%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D9%85%D8%B2%DB%8C%D8%AA_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0627\u0632 \u0627\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AE%D8%B7%D8%B1_%D9%BE%D9%86%D9%87%D8%A7%D9%86_%D8%AF%D8%B1_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_AI_%D8%B4%D9%85%D8%A7\"><\/span>\n<p>  \u062e\u0637\u0631 \u067e\u0646\u0647\u0627\u0646 \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 AI \u0634\u0645\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 LLM \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u062a\u0635\u0645\u06cc\u0645 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u062e\u0648\u0627\u0647 GPT-4 \u060c Claude \u06cc\u0627 \u0645\u062f\u0644 \u062f\u0627\u062e\u0644\u06cc \u0634\u0631\u06a9\u062a \u0634\u0645\u0627 \u0628\u0627\u0634\u062f \u060c \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0634\u0645\u0627 \u0631\u0627 \u0631\u0647\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0648 \u0627\u06af\u0631 \u062d\u0627\u0648\u06cc \u0646\u0627\u0645 \u060c \u0627\u06cc\u0645\u06cc\u0644 \u060c SSN \u06cc\u0627 \u0634\u0645\u0627\u0631\u0647 \u06a9\u0627\u0631\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u06cc \u0628\u0627\u0634\u062f \u060c \u0634\u0645\u0627 \u06cc\u06a9 \u0646\u0642\u0636 \u062f\u0627\u062f\u0647 \u0628\u0647 \u062f\u0648\u0631 \u0627\u0632 \u06a9\u0627\u0628\u0648\u0633 \u0647\u0633\u062a\u06cc\u062f.<\/p>\n<p>\u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f: \u0634\u0645\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLMS \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0644\u06cc\u0637 \u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0647\u0633\u062a\u06cc\u062f. \u0627\u06cc\u062f\u0647 \u0639\u0627\u0644\u06cc \u060c \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062d\u0642\u0648\u0642\u06cc \u0633\u0624\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f: &#8220;\u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc OpenAI \u0645\u06cc \u0641\u0631\u0633\u062a\u06cc\u0645 \u0645\u06cc \u0627\u0641\u062a\u062f\u061f&#8221;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%DA%A9%D8%A7%D9%87%D8%B4_%D8%B3%D9%86%D8%AA%DB%8C_%DA%A9%D9%88%D8%AA%D8%A7%D9%87_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  \u0686\u0631\u0627 \u06a9\u0627\u0647\u0634 \u0633\u0646\u062a\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0627\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0627\u0647 \u062d\u0644 \u0628\u0627\u0631\u0632 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f. \u0647\u0645\u0647 \u0646\u0627\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0622\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f <code>[REDACTED]<\/code>\u060c \u0647\u0645\u0647 \u0627\u06cc\u0645\u06cc\u0644 \u0628\u0627 <code>[EMAIL]<\/code>\u060c \u0648 \u063a\u06cc\u0631\u0647. \u0627\u0645\u0627 \u0645\u0634\u06a9\u0644 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Original: \"John Smith emailed john.smith@company.com about his order\"\nRedacted: \"[NAME] emailed [EMAIL] about his order\"\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>LLM \u0632\u0645\u06cc\u0646\u0647 \u0627\u0646\u062a\u0642\u0627\u062f\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0645\u06cc \u062f\u0647\u062f. \u0622\u06cc\u0627 \u0647\u0645\u06cc\u0646 \u0634\u062e\u0635 \u0628\u0648\u062f\u061f \u0627\u0641\u0631\u0627\u062f \u0645\u062e\u062a\u0644\u0641\u061f \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u0627\u062a \u0646\u0627\u067e\u062f\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u06cc \u0641\u0627\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AD%D9%81%D8%B8_%D9%85%D8%B9%D9%86%DB%8C_%D8%B6%D9%85%D9%86_%D9%85%D8%AD%D8%A7%D9%81%D8%B8%D8%AA_%D8%A7%D8%B2_%D8%AD%D8%B1%DB%8C%D9%85_%D8%AE%D8%B5%D9%88%D8%B5%DB%8C\"><\/span>\n<p>  \u062d\u0641\u0638 \u0645\u0639\u0646\u06cc \u0636\u0645\u0646 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u060c \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0648 \u0642\u0637\u0639\u06cc \u0627\u0633\u062a. \u0648\u0631\u0648\u062f\u06cc \u0645\u0634\u0627\u0628\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9\u0633\u0627\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0631\u0648\u0627\u0628\u0637 \u062f\u0633\u062a \u0646\u062e\u0648\u0631\u062f\u0647 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Original: \"John Smith emailed john.smith@company.com, then Jane Doe replied\"\nBetter: \"Robert Johnson emailed robert.j@demo.com, then Sarah Miller replied\"\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06a9\u0646\u0648\u0646 LLM \u0645\u06cc \u0641\u0647\u0645\u062f \u06a9\u0647 \u0627\u06cc\u0645\u06cc\u0644 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u0634\u062e\u0635 \u0627\u0648\u0644 \u0627\u0633\u062a \u060c \u0646\u0647 \u062f\u0648\u0645. \u062f\u0627\u062f\u0647 \u0647\u0627 \u0636\u0645\u0646 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u0647\u0648\u06cc\u062a \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u060c \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%88%D8%A7%D8%B1%D8%AF_DIDENDIFY_%DB%8C%DA%A9_%D8%B1%D8%A7%D9%87_%D8%AD%D9%84_GO\"><\/span>\n<p>  \u0648\u0627\u0631\u062f DIDENDIFY: \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 GO<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0627\u0632 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u060c \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u060c \u0645\u0627 Didentify \u0631\u0627 \u0633\u0627\u062e\u062a\u06cc\u0645 &#8211; \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 GO \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f. \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0622\u0646 \u0631\u0627 \u062e\u0627\u0635 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<strong>\u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0635\u0641\u0631<\/strong> &#8211; \u0641\u0642\u0637 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f GO. \u062e\u0637\u0631\u0627\u062a \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0623\u0645\u06cc\u0646 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/li>\n<li>\n<strong>\u0642\u0637\u0639\u06cc<\/strong> &#8211; \u0647\u0645\u0627\u0646 \u06a9\u0644\u06cc\u062f \u0645\u062e\u0641\u06cc + \u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc = \u0647\u0645\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u060c \u0647\u0645\u06cc\u0634\u0647.<\/li>\n<li>\n<strong>\u062d\u0641\u0638 \u0642\u0627\u0644\u0628<\/strong> &#8211; \u0634\u0645\u0627\u0631\u0647 \u062a\u0644\u0641\u0646 \u0634\u0628\u06cc\u0647 \u0634\u0645\u0627\u0631\u0647 \u062a\u0644\u0641\u0646 \u060c \u0627\u06cc\u0645\u06cc\u0644 \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0645\u06cc\u0644 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0645\u062a\u0646<\/strong> &#8211; \u0627\u0632 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight go\"><code><span class=\"n\">secretKey<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">deidentify<\/span><span class=\"o\">.<\/span><span class=\"n\">GenerateSecretKey<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">d<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">deidentify<\/span><span class=\"o\">.<\/span><span class=\"n\">NewDeidentifier<\/span><span class=\"p\">(<\/span><span class=\"n\">secretKey<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">text<\/span> <span class=\"o\">:=<\/span> <span class=\"s\">\"Contact Alice at alice@startup.com or 555-123-4567\"<\/span>\n<span class=\"n\">safe<\/span><span class=\"p\">,<\/span> <span class=\"n\">_<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">d<\/span><span class=\"o\">.<\/span><span class=\"n\">Text<\/span><span class=\"p\">(<\/span><span class=\"n\">text<\/span><span class=\"p\">)<\/span>\n<span class=\"c\">\/\/ Output: \"Contact Taylor at member4921@demo.co or 555-642-8317\"<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%AF%D8%B1_%D8%AF%D9%86%DB%8C%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84_%D9%BE%D8%B4%D8%AA%DB%8C%D8%A8%D8%A7%D9%86%DB%8C_%D9%85%D8%B4%D8%AA%D8%B1%DB%8C\"><\/span>\n<p>  \u0645\u062b\u0627\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0634\u0631\u06a9\u062a \u0641\u0639\u0644\u06cc \u0645\u0646 \u060c \u0645\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 \u0628\u0644\u06cc\u0637 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 LLMS \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0642\u0628\u0644 \u0627\u0632 DIDIDIFY:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Ticket: \"Hi, I'm Bob Wilson (bob@example.com). My SSN 123-45-6789\nwas exposed when your system crashed. Please call me at 555-0123.\"\n\nRisk: Bob's entire identity is sent to an external API.\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u067e\u0633 \u0627\u0632 DEDIDIFY:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Ticket: \"Hi, I'm Michael Davis (user7823@demo.org). My SSN 847-92-3651\nwas exposed when your system crashed. Please call me at 555-7492.\"\n\nResult: LLM can still analyze the severity (SSN exposure) without seeing real data.\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%DB%8C%D9%86%D8%AC%D8%A7_%D9%85%D9%87%D9%85_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  \u0686\u0631\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0634\u0627\u06cc\u062f \u062a\u0639\u062c\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0631\u0627 \u0645\u0627 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 GO \u0633\u0627\u062e\u062a\u06cc\u0645. \u0633\u0647 \u062f\u0644\u06cc\u0644:<\/p>\n<ol>\n<li>\n<strong>\u0639\u0645\u0644<\/strong> &#8211; \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627\u06cc\u062f \u0633\u0631\u06cc\u0639 \u0628\u0627\u0634\u062f<\/li>\n<li>\n<strong>\u0627\u0639\u0632\u0627\u0645<\/strong> &#8211; \u06cc\u06a9 \u0628\u0627\u06cc\u0646\u0631\u06cc \u062a\u06a9 \u060c \u0628\u062f\u0648\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627<\/li>\n<li>\n<strong>\u0627\u0645\u0646\u06cc\u062a<\/strong> &#8211; \u062a\u0627\u06cc\u067e \u0642\u0648\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u0639\u062f\u0645 \u062a\u0637\u0627\u0628\u0642 \u0627\u0632 \u0646\u0648\u0639 PII \u0631\u0627 \u062c\u0644\u0628 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u06a9\u0647 \u0641\u0642\u0637 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f Go \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u062f\u0648\u0646 \u062a\u0639\u0642\u06cc\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644 \u060c \u06a9\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u0631\u0627 \u062d\u0633\u0627\u0628\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u0647\u0627\u06cc \u0622\u06af\u0627\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%DA%A9%D8%A7%D8%AA_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C\"><\/span>\n<p>  \u0646\u06a9\u0627\u062a \u0627\u062c\u0631\u0627\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u062f\u063a\u0627\u0645 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 LLM \u062e\u0648\u062f:<\/p>\n<ol>\n<li>\n<strong>\u0632\u0648\u062f\u062a\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f<\/strong> &#8211; \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0635\u0641 \u067e\u06cc\u0627\u0645 \u06cc\u0627 API \u0634\u0645\u0627 \u0628\u0631\u062e\u0648\u0631\u062f \u06a9\u0646\u0646\u062f<\/li>\n<li>\n<strong>\u06a9\u0644\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u0645\u0646 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f<\/strong> &#8211; \u06a9\u0644\u06cc\u062f \u0645\u062e\u0641\u06cc \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u062a\u0639\u0648\u06cc\u0636 \u0647\u0627 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627\u0634\u062f<\/li>\n<li>\n<strong>\u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u0627\u0646\u0646\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f<\/strong> &#8211; \u0627\u0644\u06af\u0648\u0647\u0627\u06cc PII \u0628\u0631\u0627\u0633\u0627\u0633 \u0635\u0646\u0639\u062a \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a<\/li>\n<\/ol>\n<p>\u062e\u0637 \u0644\u0648\u0644\u0647 \u0645\u062b\u0627\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight go\"><code><span class=\"c\">\/\/ Step 1: Load customer data<\/span>\n<span class=\"n\">data<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">loadCustomerData<\/span><span class=\"p\">()<\/span>\n\n<span class=\"c\">\/\/ Step 2: De-identify<\/span>\n<span class=\"n\">safe<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">d<\/span><span class=\"o\">.<\/span><span class=\"n\">Table<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c\">\/\/ Step 3: Send to LLM<\/span>\n<span class=\"n\">response<\/span> <span class=\"o\">:=<\/span> <span class=\"n\">llm<\/span><span class=\"o\">.<\/span><span class=\"n\">Analyze<\/span><span class=\"p\">(<\/span><span class=\"n\">safe<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c\">\/\/ Step 4: Process results (no re-identification needed)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B2_%D8%A7%DB%8C%D9%86_%D9%85%D8%B2%DB%8C%D8%AA_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0631\u0627 Didentify \u0633\u0627\u062e\u062a\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u0627\u06cc\u062f \u0634\u0641\u0627\u0641 \u0628\u0627\u0634\u0646\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u062e\u0637 \u06a9\u062f \u0631\u0627 \u0628\u0627\u0632\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u060c \u062f\u0642\u06cc\u0642\u0627\u064b \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u062d\u062a\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u062f\u0633\u062a\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627:<\/p>\n<ul>\n<li>\u0646\u0627\u0645 \u060c \u0627\u06cc\u0645\u06cc\u0644 \u060c \u0634\u0645\u0627\u0631\u0647 \u062a\u0644\u0641\u0646<\/li>\n<li>SSN \u060c \u06a9\u0627\u0631\u062a \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u06cc \u060c \u0622\u062f\u0631\u0633<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc (CSV \u060c \u0635\u0627\u062f\u0631\u0627\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647)<\/li>\n<li>\u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u0628\u06cc\u0646 \u0627\u0644\u0645\u0644\u0644\u06cc (100+ \u0627\u0644\u06af\u0648\u06cc \u0622\u062f\u0631\u0633)<\/li>\n<\/ul>\n<p>\u0627\u06af\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 LLMS \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c DEDIDENTIFY \u0631\u0627 \u062f\u0631 GitHub \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f. \u0648 \u0627\u06af\u0631 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0642\u0636 \u062f\u0627\u062f\u0647 \u0646\u062c\u0627\u062a \u0645\u06cc \u062f\u0647\u062f \u060c \u0628\u0647 \u0622\u0646 \u06cc\u06a9 \u0633\u062a\u0627\u0631\u0647 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f &#8211; \u0627\u06cc\u0646 \u0628\u0647 \u062f\u06cc\u06af\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>tl \u061b \u062f\u06a9\u062a\u0631: Deidentify \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 GO \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0635\u0641\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0636\u0645\u0646 \u062d\u0641\u0638 \u0642\u0627\u0644\u0628 \u0648 \u0645\u0639\u0646\u06cc \u060c PII \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc = \u0647\u0645\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u060c \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 LLM \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0645\u0641\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u060c \u0622\u0646 \u0631\u0627 \u062f\u0631 GitHub \u0633\u062a\u0627\u0631\u0647 \u06a9\u0646\u06cc\u062f! \u062e\u0637\u0631 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":110891,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-110890","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110890","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=110890"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/110890\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/110891"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=110890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=110890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=110890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}