{"id":4023,"date":"2026-01-29T10:51:09","date_gmt":"2026-01-29T02:51:09","guid":{"rendered":"https:\/\/www.cfnlaw.com.hk\/newsletter-the-code-of-law-data-poisoning-corrupt-data-can-corrupt-an-ai-model\/"},"modified":"2026-01-29T10:51:09","modified_gmt":"2026-01-29T10:51:09","slug":"newsletter-the-code-of-law-data-poisoning-corrupt-data-can-corrupt-an-ai-model","status":"publish","type":"post","link":"https:\/\/www.cfnlaw.com.hk\/jp\/newsletter-the-code-of-law-data-poisoning-corrupt-data-can-corrupt-an-ai-model\/","title":{"rendered":"Data Poisoning \u2013 Corrupt Data Can Corrupt an AI Model"},"content":{"rendered":"\n<section block=\"insights-detail-banner\" class=\"relative text-white overflow-hidden\">\n        <img decoding=\"async\" class=\"absolute top-0 left-0 w-full h-full object-cover\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2025\/12\/Image-16.png\" alt=\"\" \/>\n        <div class=\"absolute top-0 left-0 w-full h-full bg-[rgba(0,0,0,0.40)]\"><\/div>\n    <div class=\"container mx-auto relative\">\n        <div class=\"container-md py-[60px] md:py-20 text-center\">\n            <div class=\"max-w-[800px] mx-auto\">\n                <p class=\"mb-1 hidden text-eyebrow font-georgia uppercase text-highlight-orange\">Article<\/p>\n                <h1 class=\"heading5 font-georgia\">Data Poisoning \u2013 Corrupt Data Can Corrupt an AI Model<\/h1>\n                <p class=\"mt-[10px] text-body-sm\">2026 1\u670829\u65e5<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n\r\n<section block=\"insights-detail-content\" class=\"container mx-auto relative pb-[30px] sm:pb-[40px] 2xl:pb-[60px] pt-[60px] sm:pt-20 2xl:pt-[100px]\">\r\n\r\n    <div class=\"container-sm flex flex-wrap lg:flex-nowrap gap-10 3xl:gap-14 5xl:gap-20\">\r\n        <div class=\"lg:flex-1 min-w-0\">\r\n            <div class=\"mb-[12px]\">\r\n                <a href=\"#\" id=\"zr-goback\" class=\"transition-all duration-300 hover:text-brand-purple text-black-80 text-body-md inline-flex items-center gap-[10px]\">\r\n                    <img decoding=\"async\" class=\"rotate-180 transition-all duration-300\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/themes\/cfn\/public\/images\/icons\/arrow-right.svg\" alt=\"arrow right\" \/>\r\n                    <span>Back<\/span>\r\n                <\/a>\r\n            <\/div>\r\n            <ul class=\"flex flex-wrap items-center text-body-md text-black-60\">\r\n                                                                                    <li class=\"text-black-40\">\r\n                                                            <a class=\"transition-all duration-300 hover:text-highlight-orange\" href=\"https:\/\/www.cfnlaw.com.hk\/\" target=\"_self\">Home<\/a>\r\n                                                    <\/li>\r\n\r\n                        <span class=\"mx-[10px] inline-block\">\r\n                            <img decoding=\"async\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/themes\/cfn\/public\/images\/icons\/arrow-right.svg\" alt=\"arrow right\" \/>\r\n                        <\/span>\r\n                        \r\n                        \r\n                                                                    <li class=\"text-black-40\">\r\n                                                            <a class=\"transition-all duration-300 hover:text-highlight-orange\" href=\"https:\/\/www.cfnlaw.com.hk\/insights-news\/\" target=\"_self\">Insights &amp; News<\/a>\r\n                                                    <\/li>\r\n\r\n                        <span class=\"mx-[10px] inline-block\">\r\n                            <img decoding=\"async\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/themes\/cfn\/public\/images\/icons\/arrow-right.svg\" alt=\"arrow right\" \/>\r\n                        <\/span>\r\n                        \r\n                        \r\n                                            \r\n                                                                                <li class=\"text-highlight-orange\">\r\n                                <span class=\"\">\r\n                                    Insights &#038; News Details                                <\/span>\r\n                            <\/li>\r\n                                                    \r\n                                                <\/ul>\r\n\r\n            <div class=\"mt-10 insights-detail-content\">\r\n                <p><span style=\"font-weight: 400;\">Lawyers tend to specialize in certain areas of laws: finance, corporate, shipping, insurance and so on. My own observation is that most lawyers receive an all-rounded legal training before they (by choice, by chance or by a mix of factors) focus on a particular area and become a specialist lawyer. The specialization is a continuous process rather than an abrupt switch, whereby the lawyer with his legal training gradually learns about the industry that he is specializing into over the years. For example, a junior lawyer may not know much about finance from day one, but if he wishes to practise as a finance lawyer he must gain a deep understanding on the functioning of the financial markets and instruments. This process often takes years, as the lawyer needs to learn about a discipline that is not his original one.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">There are exceptions to this career trajectory, of course. Some lawyers had been trained in other professions before they retrained themselves as lawyers. Sometimes those previous backgrounds have a bearing on the lawyer\u2019s choice of specialization. For example, a medical doctor-turned-lawyer has a natural advantage in practicing in medical law, an accountant-turned-lawyer may have a unique edge as a corporate finance lawyer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I\u2019m a mix. My legal specialization is finance, so I also started off as a lawyer who learned the ropes of finance bit by bit. But data science to me is the opposite: I did not practise or train myself into a data science lawyer: instead, I parachuted myself into learning data science (although, as I plan to explain in the future, I can draw some connecting lines between legal skills and programming skills). I completed a master\u2019s degree in data science, where I learned about mathematics, coding, computer science, and many interesting subjects.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I now hope to come back to bridge the gap to law, starting from the data science\u2019s side. I have a good premonition about this journey. Often times, lawyers are terrified at STEM subjects (who chose law because \u201cI\u2019m not good with numbers\u201d?) but since I\u2019ve been there, I think maybe (just maybe) there is a way to explain the STEM concepts to lawyers in a way that lawyers can understand.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Another reason for my attempt is because I hope to find intersections between law and data science or simply \u201claw and data\u201d. An obvious example of that would be \u201cdata privacy laws\u201d. Therefore, I hope to write a series of articles on issues and concepts that appear in data privacy laws. Now compliance with data privacy laws can often be highly <\/span><i><span style=\"font-weight: 400;\">technical<\/span><\/i><span style=\"font-weight: 400;\"> (in both senses of the word: both requiring specialised skills <\/span><i><span style=\"font-weight: 400;\">and<\/span><\/i><span style=\"font-weight: 400;\"> requiring computer-related skills). Therefore, I hope my articles would also present a somewhat balanced perspectives between law and tech. Although my approach may start off more from the perspective of popularising STEM concepts for lawyers, hopefully these articles may open the legal and compliance perspectives to data scientists, engineers and the like.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-1712\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1.jpg\" alt=\"\" width=\"1414\" height=\"2000\" srcset=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1.jpg 1414w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1-212x300.jpg 212w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1-724x1024.jpg 724w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1-768x1086.jpg 768w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-1-1086x1536.jpg 1086w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-1714\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2.jpg\" alt=\"\" width=\"1414\" height=\"2000\" srcset=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2.jpg 1414w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2-212x300.jpg 212w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2-724x1024.jpg 724w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2-768x1086.jpg 768w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-2-1086x1536.jpg 1086w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-1715\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3.jpg\" alt=\"\" width=\"1414\" height=\"2000\" srcset=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3.jpg 1414w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3-212x300.jpg 212w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3-724x1024.jpg 724w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3-768x1086.jpg 768w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-3-1086x1536.jpg 1086w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-1716\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4.jpg\" alt=\"\" width=\"1414\" height=\"2000\" srcset=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4.jpg 1414w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4-212x300.jpg 212w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4-724x1024.jpg 724w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4-768x1086.jpg 768w, https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/code-of-law-4-1086x1536.jpg 1086w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/p>\n<p>&nbsp;<\/p>\n            <\/div>\r\n        <\/div>\r\n        <div class=\"w-full lg:w-[350px] xl:w-[380px] 2xl:w-[420px]\">\r\n            <div class=\"mb-5 2xl:mb-6 p-4 xs:p-5 2xl:p-6 bg-light-purple\">\r\n                <p class=\"inline-flex items-center text-body-md text-brand-purple gap-2\">\r\n                    <img decoding=\"async\" class=\"w-4 xs:w-5 2xl:w-6 h-4 xs:h-5 2xl:h-6\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/themes\/cfn\/public\/images\/icons\/share-icon.svg\" alt=\"\" \/>\r\n                    <span>\u30b7\u30a7\u30a2<\/span>\r\n                <\/p>\r\n                <div class=\"mt-5 2xl:mt-6\">\r\n                    <a href=\"javascript:void(0);\" id=\"btn-copy-link\" class=\"mb-5 last:mb-0 group hover:text-brand-purple transition-all duration-300 p-4 2xl:p-5 bg-white text-body-lg text-dark-grey 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        <p class=\"inline-flex items-center text-body-md text-brand-purple gap-2\">\r\n                        <img decoding=\"async\" class=\"w-4 xs:w-5 2xl:w-6 h-4 xs:h-5 2xl:h-6\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/themes\/cfn\/public\/images\/icons\/people.svg\" alt=\"\" \/>\r\n                        <span>\u57f7\u7b46\u8005<\/span>\r\n                    <\/p>\r\n                    <div class=\"mt-5 2xl:mt-6\">\r\n                                                    <a href=\"https:\/\/www.cfnlaw.com.hk\/jp\/post-people\/thomas-kho\/\" class=\"mb-4 last:mb-0 group hover:text-highlight-orange transition-all duration-300 text-body-md text-dark-grey flex items-center justify-between gap-5 relative\">\r\n                                <div class=\"inline-flex items-center gap-3\">\r\n                                                                            <img decoding=\"async\"\r\n                                            class=\"w-10 h-10 2xl:w-12 2xl:h-12 object-cover rounded-full border border-transparent transition-all duration-300 group-hover:border-highlight-orange\"\r\n                                            src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2026\/01\/image-5.png\" alt=\"\" \/>\r\n                                                                        <span>\u30c8\u30fc\u30de\u30b9\u30fb\u30b3\u30fc<\/span>\r\n                                <\/div>\r\n                            <\/a>\r\n                                            <\/div>\r\n                <\/div>\r\n            \r\n            \r\n        <\/div>\r\n    <\/div>\r\n\r\n<\/section>\r\n\r\n<script>\r\n    document.addEventListener(\"DOMContentLoaded\", function() {\r\n        let goBack = document.getElementById(\"zr-goback\");\r\n        goBack && goBack.addEventListener(\"click\", function(e) {\r\n            e.preventDefault();\r\n            window.history.back();\r\n        });\r\n\r\n        const copyLinkBtn = 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sm:grid-cols-2 lg:grid-cols-3 gap-6 2xl:gap-8 4xl:gap-10\">\r\n                        \r\n                <a href=\"https:\/\/www.cfnlaw.com.hk\/jp\/bowie-fung-represented-at-hsuhkaia-executive-certification-in-family-office-consulting\/\" class=\"p-5 block h-full group bg-white shadow-[0_0_40px_0_rgba(0,0,0,0.10)]\">\r\n                    <div class=\"block overflow-hidden\">\r\n                                                <img decoding=\"async\" class=\"w-full object-cover aspect-[3\/1.4] group-hover:scale-[1.1] transition-all duration-300\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2025\/11\/Image-27.png\" alt=\"\" \/>\r\n                                            <\/div>\r\n                    <div class=\"mt-5\">\r\n                                                    <span class=\"uppercase text-white inline-flex justify-center items-center text-eyebrow font-georgia p-[10px]\"\r\n                                style=\"color: #ffffff; background-color: #333333\">News<\/span>\r\n                                            <\/div>\r\n                    <h6 class=\"mt-[10px] group-hover:text-brand-purple group-hover:underline underline-offset-2 transition-all duration-300 heading6 font-georgia overflow-hidden line-clamp-2\">\r\n                        Bowie Fung Represented at HSUHK&amp;AIA Executive Certification in Family Office Consulting                    <\/h6>\r\n                    <div class=\"mt-5 text-body-md text-black-80 overflow-hidden line-clamp-3 text-ellipsis\">\r\n                        Ms. Bowie Fung, Founding Partner of CFN Lawyers, was invited as a guest lecturer for the Executive Certificate in Family Office Consulting Programme, jointly organised by the School of Business, Hang Seng University of Hong Kong (HSUHK) and AIA Hong Kong.\n                    <\/div>\r\n                <\/a>\r\n\r\n            \r\n                <a href=\"https:\/\/www.cfnlaw.com.hk\/jp\/spotlight-on-cross-border-wealth-planning-kevin-tsen-invited-as-a-keynote-speaker-for-the-greater-bay-area-legal-pioneer-lecture-series\/\" class=\"p-5 block h-full group bg-white shadow-[0_0_40px_0_rgba(0,0,0,0.10)]\">\r\n                    <div class=\"block overflow-hidden\">\r\n                                                <img decoding=\"async\" class=\"w-full object-cover aspect-[3\/1.4] group-hover:scale-[1.1] transition-all duration-300\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2025\/12\/Image-15.png\" alt=\"\" \/>\r\n                                            <\/div>\r\n                    <div class=\"mt-5\">\r\n                                                    <span class=\"uppercase text-white inline-flex justify-center items-center text-eyebrow font-georgia p-[10px]\"\r\n                                style=\"color: #ffffff; background-color: #333333\">News<\/span>\r\n                                            <\/div>\r\n                    <h6 class=\"mt-[10px] group-hover:text-brand-purple group-hover:underline underline-offset-2 transition-all duration-300 heading6 font-georgia overflow-hidden line-clamp-2\">\r\n                        Spotlight on Cross-Border Wealth Planning: Kevin Tsen invited as a Keynote \u00a0 Speaker for the \u201cGreater Bay Area Legal Pioneer Lecture Series\u201d\u00a0\u00a0                    <\/h6>\r\n                    <div class=\"mt-5 text-body-md text-black-80 overflow-hidden line-clamp-3 text-ellipsis\">\r\n                        CFN Lawyers LLP is pleased to share that our partner Mr. Kevin Tsen was invited as the keynote speaker for the \u201cGreater Bay Area Legal Pioneer Lecture Series\u201d jointly organised by Law School of the South China Normal University and Beijing Hengdu Law Firm, where he delivered a focused presentation on \u201cTrusts and the Application in Family Offices\u201d.                    <\/div>\r\n                <\/a>\r\n\r\n            \r\n                <a href=\"https:\/\/www.cfnlaw.com.hk\/jp\/finalist-transactional-boutique-law-firm-of-the-year-alb-hk-law-awards-2025\/\" class=\"p-5 block h-full group bg-white shadow-[0_0_40px_0_rgba(0,0,0,0.10)]\">\r\n                    <div class=\"block overflow-hidden\">\r\n                                                <img decoding=\"async\" class=\"w-full object-cover aspect-[3\/1.4] group-hover:scale-[1.1] transition-all duration-300\" src=\"https:\/\/www.cfnlaw.com.hk\/wp-content\/uploads\/2025\/11\/Image-28.png\" alt=\"\" \/>\r\n                                            <\/div>\r\n                    <div class=\"mt-5\">\r\n                                                    <span class=\"uppercase text-white inline-flex justify-center items-center text-eyebrow font-georgia p-[10px]\"\r\n                                style=\"color: #ffffff; background-color: #333333\">News<\/span>\r\n                                            <\/div>\r\n                    <h6 class=\"mt-[10px] group-hover:text-brand-purple group-hover:underline underline-offset-2 transition-all duration-300 heading6 font-georgia overflow-hidden line-clamp-2\">\r\n                        Finalist &#8211; Transactional Boutique Law Firm of the Year &#8211; ALB HK Law Awards 2025                    <\/h6>\r\n                    <div class=\"mt-5 text-body-md text-black-80 overflow-hidden line-clamp-3 text-ellipsis\">\r\n                        We are proud to share that CFN Lawyers has been shortlisted as a finalist for &#8220;Transactional Boutique Law Firm of the Year&#8221; at the Asian Legal Business Hong Kong Law Awards 2025 \u2014 one of the most esteemed and pre-eminent legal accolades in Asia. CFN Lawyers is very honoured to be recognized as a finalist. This is the reward to our commitment to excellence, professionalism, and client service in the legal field. These prestigious awards recognize remarkable accomplishments within the legal profession, highlighting the exemplary work of both private practice lawyers and in-house legal teams across Hong Kong.\n                    <\/div>\r\n                <\/a>\r\n\r\n                    <\/div>\r\n    <\/div>\r\n\r\n<\/section>\r\n","protected":false},"excerpt":{"rendered":"<p>Lawyers tend to specialize in certain areas of laws: finance, corporate, shipping, insurance and so on. My own observation is that most lawyers receive an all-rounded legal training before they (by choice, by chance or by a mix of factors) focus on a particular area and become a specialist lawyer. The specialization is a continuous process rather than an abrupt switch, whereby the lawyer with his legal training gradually learns about the industry that he is specializing into over the years. For example, a junior lawyer may not know much about finance from day one, but if he wishes to practise as a finance lawyer he must gain a deep understanding on the functioning of the financial markets and instruments. This process often takes years, as the lawyer needs to learn about a discipline that is not his original one.<\/p>\n","protected":false},"author":1,"featured_media":3991,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[36],"tags":[],"class_list":["post-4023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-legal-lens"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/posts\/4023","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/comments?post=4023"}],"version-history":[{"count":0,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/posts\/4023\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/media\/3991"}],"wp:attachment":[{"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/media?parent=4023"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/categories?post=4023"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cfnlaw.com.hk\/jp\/wp-json\/wp\/v2\/tags?post=4023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}