{"id":4771,"date":"2024-08-08T09:00:00","date_gmt":"2024-08-08T14:00:00","guid":{"rendered":"https:\/\/www.darkreading.com\/cyber-risk\/building-an-effective-strategy-to-manage-ai-risks"},"modified":"2024-08-08T09:00:00","modified_gmt":"2024-08-08T14:00:00","slug":"building-an-effective-strategy-to-manage-ai-risks","status":"publish","type":"post","link":"https:\/\/ddi.mohflo.net\/index.php\/2024\/08\/08\/building-an-effective-strategy-to-manage-ai-risks\/","title":{"rendered":"Building an Effective Strategy to Manage AI Risks"},"content":{"rendered":"<div class=\"media_block\"><a href=\"https:\/\/i0.wp.com\/eu-images.contentstack.com\/v3\/assets\/blt6d90778a997de1cd\/blt23ca20df69b0ad0f\/66b3b3856b9a28280aade471\/AI-2%281800%29_marcos_alvarado_Alamy.jpg?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?w=640&#038;ssl=1\" class=\"media_thumbnail\"><\/a><\/div>\n<div><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?w=640&#038;ssl=1\" class=\"ff-og-image-inserted\"><\/div>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">COMMENTARY<\/span><\/span><\/p>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">AI technology is proliferating at a rapid pace, becoming an essential component of many businesses&#8217; operations. While organizations are achieving genuine benefits with them, the rise of AI-based systems does create new obstacles regarding data privacy, reputational risk, and new attack vectors for companies.&nbsp;<\/span><\/p>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">AI systems rely on massive amounts of data, often including sensitive personal information. Improper handling of this data can lead to cyber vulnerabilities, privacy violations, and legal and regulatory issues. When tampered with, AI tools also have the potential to cause reputational damage \u2014 such as when <\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><a class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_link\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Tay_(chatbot)\" rel=\"noopener\">Microsoft&#8217;s AI chatbot Tay<\/a><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;was exploited by users who fed it offensive and racist content, or when&nbsp;<\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><a class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_link\" target=\"_blank\" href=\"https:\/\/www.reuters.com\/article\/idUSKCN1MK0AG\/\" rel=\"noopener\">Amazon&#8217;s AI recruiting tool<\/a><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;exhibited bias against female candidates after being trained on historical hiring data that favored men. These incidents illustrate how important it is for&nbsp;<\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><a class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_link\" target=\"_blank\" href=\"https:\/\/www.darkreading.com\/vulnerabilities-threats\/crafting-ai-policy-that-safeguards-data-without-stifling-productivity\" rel=\"noopener\">organizations to implement safeguards<\/a><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;to ensure AI systems aren&#8217;t learning \u2014 and then generating outputs with \u2014 biased or malicious data.<\/span><\/p>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Developing these safeguards requires a collaborative approach from privacy, security, and governance teams. While these teams, of course, have their areas of expertise, approaching AI governance from siloes won&#8217;t work. Here are some ways that privacy, security, and governance teams can each flex their strengths to collaborate on strong AI governance:<\/span><\/p>\n<h2 class=\"ContentText ContentText_variant_h2 ContentText_align_left\" data-testid=\"content-text\" id=\"Security Team\">Security Team<\/h2>\n<div data-component=\"basic-list\" class=\"BasicList BasicList_nestedLevel_0 BasicList_variant_unordered BasicList_limited\">\n<ul data-testid=\"basic-list-unordered\" class=\"BasicList-UnorderedList\">\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"7.9280898876404\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"11.451685393258\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Infrastructure hardening:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><a class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_link\" target=\"_blank\" href=\"https:\/\/www.darkreading.com\/vulnerabilities-threats\/adapting-security-to-protect-ai-ml-systems\" rel=\"noopener\">Strengthen your organization\u2019s AI\/ML infrastructure<\/a><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;so that it can handle extensive training data \u2014 securely. You can achieve this by building strong access controls over who can access training data, setting multifactor authentication protocols for any access to the infrastructure, patching the infrastructure, and so on. Test the strength of your AI\/ML infrastructure with red teaming or penetration testing.&nbsp;<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"6.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"8\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Alerting and monitoring:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Develop robust monitoring capabilities to detect and prevent theft of your proprietary AI models.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"8.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"12\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Data leakage prevention:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Adequate governance over the data being input into third-party AI systems is crucial; after all, this is what these AI systems will be trained on. Implement data leakage prevention solutions and strategies to monitor the sensitive data flowing into your and third-party AI systems, and ensure all AI solutions are vetted before uploading any sensitive information.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"7\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"9\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Employee training:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Educate employees on AI-related risks, such as deepfakes and voice-based vishing attacks. Regularly test employees on their abilities to identify and thwart potential attacks.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 class=\"ContentText ContentText_variant_h2 ContentText_align_left\" data-testid=\"content-text\" id=\"Governance Team\">Governance Team<\/h2>\n<div data-component=\"basic-list\" class=\"BasicList BasicList_nestedLevel_0 BasicList_variant_unordered BasicList_limited\">\n<ul data-testid=\"basic-list-unordered\" class=\"BasicList-UnorderedList\">\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"8.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"12\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Evaluate, evaluate, evaluate:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Continuously evaluate the ethical implications of using AI technologies within your organization, and cross-check your AI and data practices with new regulation to ensure you remain compliant.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"8\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"11\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">And educate, educate, educate:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">With the rapidly changing landscape, it\u2019s crucial to continuously educate and enable your employees on risks and organizational policies for AI usage.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 class=\"ContentText ContentText_variant_h2 ContentText_align_left\" data-testid=\"content-text\" id=\"Privacy Team\">Privacy Team<\/h2>\n<div data-component=\"basic-list\" class=\"BasicList BasicList_nestedLevel_0 BasicList_variant_unordered BasicList_limited\">\n<ul data-testid=\"basic-list-unordered\" class=\"BasicList-UnorderedList\">\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"6.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"8\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">AI risk assessments:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Own the process of conducting risk assessments for AI projects to identify and mitigate privacy and compliance risks.&nbsp;<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"8.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"12\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Privacy by design:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Implement privacy-by-design principles in AI development to build privacy-focused AI systems. These include ensuring consumer consent gathering strategies are understood, putting privacy safeguards in place to protect personal data, and implementing data anonymization strategies when training models.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"7.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"10\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Maintaining transparency and user preferences:<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;Build workflows to ensure transparency and manage user consent, preferences, and data rights effectively.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 class=\"ContentText ContentText_variant_h2 ContentText_align_left\" data-testid=\"content-text\" id=\"Working Together\">Working Together<\/h2>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Collaboration between these teams is crucial for effective AI governance. Here&#8217;s where they&#8217;ll intertwine most:<\/span><\/p>\n<div data-component=\"basic-list\" class=\"BasicList BasicList_nestedLevel_0 BasicList_variant_unordered BasicList_limited\">\n<ul data-testid=\"basic-list-unordered\" class=\"BasicList-UnorderedList\">\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"11\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"17\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">AI task force:<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">&nbsp;Develop a cross-functional AI task force within the organization with representation from key stakeholders across privacy, security, and governance. This task force will be responsible for developing AI guidelines and policies for the organization, approving the procurement of new AI technologies to carefully evaluate and mitigate AI risks, and ensuring that AI safety is prioritized when new systems are developed. Schedule regular meetings (monthly, for example) for the AI task force to discuss industry trends, emerging threats, and new use cases for AI technologies.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"7.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"10\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Dedicated communication channels:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">Establish channels where employees can easily ask questions and receive timely information about approved AI tools and their use. Utilize cross-functional forums like company all-hands or department-specific all-hands meetings to communicate organization-wide updates pertaining to AI use and considerations.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"BasicList-ListItem BasicList-ListItem_variant_unordered\" readability=\"9.5\"><span data-component=\"icon\" data-name=\"Circle\" class=\"BasicList-ListIcon BasicList-ListIcon_variant_unordered\"><\/span><\/p>\n<div class=\"BasicList-Item\" readability=\"14\">\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\"><span class=\"ContentText-BodyTextChunk ContentText-BodyTextChunk_bold\">Leveraging technology and automation:&nbsp;<\/span><\/span><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">The rise of AI systems has led to innovative technologies designed to identify and catalog AI systems within your organization and supply chain. It is essential to evaluate and implement these tools to enhance your AI governance framework. Integrating these advanced technologies, as well as&nbsp;solutions like SecurityPal&nbsp;for navigating security reviews, can help you maintain oversight, ensure compliance, and effectively manage the growing complexity of AI applications.<\/span><\/p>\n<\/div>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<p class=\"ContentParagraph ContentParagraph_align_left\" data-testid=\"content-paragraph\"><span class=\"ContentText ContentText_variant_bodyNormal\" data-testid=\"content-text\">As AI technologies continue to advance at a rapid pace, privacy, security, and governance teams can&#8217;t expect to achieve strong AI governance while working in isolation. The creation of an AI task force, fostering open communication around timely challenges and risks, will provide immediate benefits. Working together, rather than in siloes, these teams can ensure your AI systems are developed and deployed responsibly, ethically, and securely, ultimately safeguarding your organization&#8217;s reputation and integrity.<\/span><\/p>\n<p><a href=\"https:\/\/www.darkreading.com\/cyber-risk\/building-an-effective-strategy-to-manage-ai-risks\">Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>COMMENTARY AI technology is proliferating at a rapid pace, becoming<\/p>\n","protected":false},"author":12,"featured_media":4772,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[809],"class_list":["post-4771","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-dark-reading"],"featured_image_urls":{"full":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=1800%2C1013&ssl=1",1800,1013,false],"thumbnail":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?resize=150%2C150&ssl=1",150,150,true],"medium":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=300%2C169&ssl=1",300,169,true],"medium_large":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=640%2C360&ssl=1",640,360,true],"large":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=640%2C360&ssl=1",640,360,true],"1536x1536":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=1536%2C864&ssl=1",1536,864,true],"2048x2048":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=1800%2C1013&ssl=1",1800,1013,true],"chromenews-featured":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=1024%2C576&ssl=1",1024,576,true],"chromenews-large":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?resize=825%2C575&ssl=1",825,575,true],"chromenews-medium":["https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?resize=590%2C410&ssl=1",590,410,true]},"author_info":{"display_name":"Dark Reading","author_link":"https:\/\/ddi.mohflo.net\/index.php\/author\/darkreading\/"},"category_info":"<a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/uncategorized\/\" rel=\"category tag\">Uncategorized<\/a>","tag_info":"Uncategorized","comment_count":"0","jetpack_featured_media_url":"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2024\/08\/building-an-effective-strategy-to-manage-ai-risks.jpg?fit=1800%2C1013&ssl=1","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/posts\/4771","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/comments?post=4771"}],"version-history":[{"count":0,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/posts\/4771\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/media\/4772"}],"wp:attachment":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/media?parent=4771"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/categories?post=4771"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/tags?post=4771"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}