{"id":333,"date":"2025-07-22T11:20:31","date_gmt":"2025-07-22T11:20:31","guid":{"rendered":"https:\/\/codepaper.com\/blog2\/?p=333"},"modified":"2025-07-22T11:22:01","modified_gmt":"2025-07-22T11:22:01","slug":"ai-automation-security-in-2025","status":"publish","type":"post","link":"https:\/\/codepaper.com\/blog\/ai-automation-security-in-2025\/","title":{"rendered":"AI Automation Security: How to Safeguard Data, Compliance &amp; Trust in Intelligent Systems"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction: Why AI Security Is Unquestionable in 2025<\/h2>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"Article\",\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/codepaper.com\/blog\/ai-automation-security\" \n  },\n  \"headline\": \"AI Automation Security: How to Safeguard Data, Compliance & Trust in Intelligent Systems\",\n  \"description\": \"Discover how to secure your AI automation workflows, ensure regulatory compliance, and build public trust in intelligent systems. Learn strategies, tools, and best practices for 2025.\",\n  \"image\": \"https:\/\/codepaper.com\/images\/ai-automation-security-banner.webp\",\n  \"author\": {\n    \"@type\": \"Organization\",\n    \"name\": \"Codepaper Technologies\",\n    \"url\": \"https:\/\/codepaper.com\"\n  },\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"Codepaper Technologies\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/codepaper.com\/logo.svg\"\n    }\n  },\n  \"datePublished\": \"2025-07-22\",\n  \"dateModified\": \"2025-07-22\"\n}\n<\/script>\n\n\n\n\n<p>AI automation is transforming how businesses operate, helping them scale with intelligent decision-making systems. But with that power comes responsibility. In 2025, organizations rely on AI to handle sensitive data, automate critical operations, and make decisions that directly affect humans. This also increases the surface area for risk. Data breaches, algorithmic bias, and non-compliance with privacy regulations are no longer hypothetical threats\u2014they&#8217;re real and escalating.<\/p>\n\n\n\n<p>This blog is your roadmap to building <strong>secure, compliant, and trusted AI automation systems<\/strong>. Whether you&#8217;re a startup or an enterprise, implementing the right frameworks and tools today will save you from massive regulatory, reputational, and financial consequences tomorrow.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"821\" height=\"564\" src=\"https:\/\/codepaper.com\/blog2\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection.png\" alt=\"Visual diagram of AI security layers including pipeline, model, and access control\" class=\"wp-image-334\" srcset=\"https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection.png 821w, https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-300x206.png 300w, https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-768x528.png 768w\" sizes=\"(max-width: 821px) 100vw, 821px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">The Problem: The Expanding Security Gap in AI Automation<\/h2>\n\n\n\n<p>AI super agents and automation platforms now process terabytes of customer and operational data. But the problem lies not in the scale\u2014but in the governance.<\/p>\n\n\n\n<p><strong>&#8220;AI systems are only as secure as the pipelines and data flows that fuel them.&#8221;<\/strong><\/p>\n\n\n\n<p>Unfortunately, many organizations:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deploy AI without assessing risk.<\/li>\n\n\n\n<li>Ignore ethical and regulatory implications.<\/li>\n\n\n\n<li>Lack dedicated AI security governance frameworks.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Common Threats in AI Automation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data leaks due to weak access control.<\/li>\n\n\n\n<li>Bias in models leading to legal and compliance violations.<\/li>\n\n\n\n<li>Autonomous agents taking unintended or harmful actions.<\/li>\n<\/ul>\n\n\n\n<p>These threats aren\u2019t theoretical. They already lead to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fines under GDPR or HIPAA<\/strong>.<\/li>\n\n\n\n<li><strong>Customer attrition after trust erosion<\/strong>.<\/li>\n\n\n\n<li><strong>Reduced innovation due to ethical red flags<\/strong>.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Explore how our <a href=\"https:\/\/codepaper.com\/services\/ai-automation-services\/\">AI Automation Services<\/a> are designed with secure data pipelines and compliance-first models to prevent such risks.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">The Agitate: The Cost of Ignoring AI Security<\/h2>\n\n\n\n<p>The real-world consequences of poor AI security are growing.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>In <strong>2024<\/strong>, a fintech startup paid a <strong>$3.2M fine<\/strong> after its AI chatbot leaked client financials.<\/li>\n\n\n\n<li>A U.S. health tech firm <strong>failed HIPAA audits<\/strong> due to non-traceable AI decisions.<\/li>\n\n\n\n<li>An e-commerce giant\u2019s AI <strong>offered discriminatory pricing<\/strong>, triggering legal and public backlash.<\/li>\n<\/ul>\n\n\n\n<p>Security negligence is no longer an IT problem. It\u2019s a <strong>business continuity and brand trust<\/strong> problem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Solution: Security-First AI Automation Framework<\/h2>\n\n\n\n<p>Here\u2019s how your organization can embed security, compliance, and transparency across your AI automation lifecycle.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Develop With Privacy by Design<\/h3>\n\n\n\n<p>Start your AI development with <strong>privacy-first principles<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Practices to Implement:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Encrypt &amp; anonymize sensitive data before model training.<\/li>\n\n\n\n<li>Apply role-based access controls (RBAC) to AI outputs and inputs.<\/li>\n\n\n\n<li>Implement data minimization and expiration workflows.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Comply With Emerging AI Regulations<\/h3>\n\n\n\n<p>As AI laws tighten in 2025, non-compliance is no longer an option.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Key Regulations to Consider:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GDPR<\/strong> (EU)<\/li>\n\n\n\n<li><strong>HIPAA<\/strong> (U.S.)<\/li>\n\n\n\n<li><strong>EU AI Act (Effective 2025)<\/strong><\/li>\n\n\n\n<li>Model explainability &amp; auditability mandates<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Learn more about the <a href=\"https:\/\/www.ethyca.com\/research\/the-2025-global-privacy-and-data-regulatory-landscape-whitepaper?kw=the%20eu%20ai%20act&amp;cpn=22667969916&amp;utm_term=the%20eu%20ai%20act&amp;utm_campaign=42+%7C+Search+%7C+Converting+Keywords+%7C+Exact+%26+Phrase+Match+%7C+June+2025&amp;utm_source=adwords&amp;utm_medium=ppc&amp;hsa_acc=9089188409&amp;hsa_cam=22667969916&amp;hsa_grp=186165447012&amp;hsa_ad=758123944002&amp;hsa_src=g&amp;hsa_tgt=kwd-2426556567015&amp;hsa_kw=the%20eu%20ai%20act&amp;hsa_mt=e&amp;hsa_net=adwords&amp;hsa_ver=3&amp;gad_source=1&amp;gad_campaignid=22667969916&amp;gbraid=0AAAAApDYo0hFqfeS7fMTlJmK9-X6AYKws&amp;gclid=CjwKCAjw7fzDBhA7EiwAOqJkh3t3B8pe0VQdAOSeQR5IcWTJHEBPlbp0vSaemqulMK2PxoNFGoVC6hoCd6AQAvD_BwE\" rel=\"nofollow noopener\" target=\"_blank\">EU AI Act<\/a> to ensure your systems are aligned with European compliance mandates.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">3. Make AI Explainable<\/h3>\n\n\n\n<p>Black-box AI models erode trust and increase compliance risk.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Tools for Explainability:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LIME<\/strong> \u2013 Local Interpretable Model-Agnostic Explanations<\/li>\n\n\n\n<li><strong>SHAP<\/strong> \u2013 Shapley Additive Explanations<\/li>\n\n\n\n<li>Use model cards to document assumptions and decision logic.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Institute Continuous AI Risk Monitoring<\/h3>\n\n\n\n<p>AI models evolve\u2014and so should your oversight.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Key Monitoring Elements:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data drift detection<\/li>\n\n\n\n<li>Performance degradation alerts<\/li>\n\n\n\n<li>Behavioral anomaly detection<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. Secure the Automation Pipeline<\/h3>\n\n\n\n<p>AI models are just one part. Secure the entire data pipeline.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Best Practices:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>API authentication &amp; access tokens<\/li>\n\n\n\n<li>Logging and audit trails for all automations<\/li>\n\n\n\n<li>Endpoint protection for agents<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>If you&#8217;re building custom AI tools, our <a href=\"https:\/\/codepaper.com\/services\/custom-software-development-company-canada\/\">Custom Software Development Company in Canada<\/a> helps integrate compliance-driven development practices.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">6. Train Teams on Responsible AI<\/h3>\n\n\n\n<p>Technology doesn\u2019t create risk\u2014people do.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Initiatives:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Host internal AI security workshops.<\/li>\n\n\n\n<li>Role-specific governance training.<\/li>\n\n\n\n<li>Simulate real-world incident scenarios.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. Validate With Independent Audits<\/h3>\n\n\n\n<p>External validation builds credibility.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Steps to Take:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hire AI compliance consultants<\/li>\n\n\n\n<li>Conduct annual audits<\/li>\n\n\n\n<li>Use version control for traceability<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Use Case: Securing AI in Healthcare<\/h2>\n\n\n\n<p>A healthtech company used AI to process patient intake forms but faced HIPAA risks due to opaque decision processes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Solution:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Introduced <strong>data anonymization<\/strong>.<\/li>\n\n\n\n<li>Added <strong>explainability using SHAP<\/strong>.<\/li>\n\n\n\n<li>Created an <strong>audit trail<\/strong> of all AI actions.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Result:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Passed third-party audit.<\/li>\n\n\n\n<li>Reduced compliance risk score by 40%.<\/li>\n\n\n\n<li>Improved patient trust.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">AI Security Risk Assessment Checklist<\/h2>\n\n\n\n<p>Ask these questions before deploying AI systems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Is the data collected sensitive or regulated?<\/li>\n\n\n\n<li>Can you trace, explain, and reverse AI decisions?<\/li>\n\n\n\n<li>Who has access to your models and their outputs?<\/li>\n\n\n\n<li>Is model drift being actively monitored?<\/li>\n\n\n\n<li>Are all decisions logged for audits?<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"792\" height=\"768\" src=\"https:\/\/codepaper.com\/blog2\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-1.png\" alt=\"Visual diagram of AI security layers including pipeline, model, and access control\" class=\"wp-image-335\" srcset=\"https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-1.png 792w, https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-1-300x291.png 300w, https:\/\/codepaper.com\/blog\/wp-content\/uploads\/2025\/07\/AI-Automation-Security_-How-to-Safeguard-Data-Compliance-Trust-in-Intelligent-Systems-visual-selection-1-768x745.png 768w\" sizes=\"(max-width: 792px) 100vw, 792px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Future of AI Security (2025\u20132027 Outlook)<\/h2>\n\n\n\n<p>As autonomous agents and LLMs (large language models) take center stage, security must evolve.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What to Expect:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Standardization of AI security benchmarks<\/li>\n\n\n\n<li>Adoption of unified compliance dashboards<\/li>\n\n\n\n<li>Integration of fairness, explainability, and endpoint security into one framework<\/li>\n<\/ul>\n\n\n\n<p><strong>Security-first AI development<\/strong> will be the default\u2014not an afterthought.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Discover how third-party audits by organizations like the <a href=\"https:\/\/www.forcepoint.com\/resources\/industry-analyst-reports\/forrester-securing-generative-ai-fb?sf_src_cmpid=7016T000002gGOSQA2&amp;utm_term=ai%20governance&amp;utm_campaign=WW.ALL.DV.AD.SeP.VaC.Visibility_and_Control.Ever&amp;utm_source=google&amp;utm_medium=search_pd&amp;hsa_acc=4948252953&amp;hsa_cam=20769946699&amp;hsa_grp=158317863249&amp;hsa_ad=681228393723&amp;hsa_src=g&amp;hsa_tgt=kwd-381278909407&amp;hsa_kw=ai%20governance&amp;hsa_mt=p&amp;hsa_net=adwords&amp;hsa_ver=3&amp;gad_source=1&amp;gad_campaignid=20769946699&amp;gbraid=0AAAAAC_H-TYsS7LvbV6psbPrlqNwvdVHB&amp;gclid=CjwKCAjw7fzDBhA7EiwAOqJkhzsRPqJxysaRRBQN_NkROw4OCwbAwd7Hxj7BwDdlxpmbYmaugQmb2BoCPdEQAvD_BwE\" rel=\"nofollow noopener\" target=\"_blank\">AI Governance Alliance (WEF)<\/a> can strengthen your roadmap.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">Solutions That Suggest Secure AI Automation<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>IBM Watson OpenScale<\/strong> \u2013 Bias detection and explainability<\/li>\n\n\n\n<li><strong>Google Vertex AI<\/strong> \u2013 Role-based access &amp; model governance<\/li>\n\n\n\n<li><strong>Azure ML<\/strong> \u2013 Explainability dashboards<\/li>\n\n\n\n<li><strong>DataRobot<\/strong> \u2013 Continuous monitoring + audit options<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Common Mistakes to Avoid<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ignoring fairness and bias assessments<\/li>\n\n\n\n<li>Zero traceability of AI decisions<\/li>\n\n\n\n<li>Using black-box models for critical use cases<\/li>\n\n\n\n<li>Over-reliance on vendors for security<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion: Trustworthy AI is Secure AI<\/h2>\n\n\n\n<p>AI automation should scale your business, not your risks. If you incorporate security, compliance, and governance at every layer\u2014from design to deployment\u2014you\u2019ll future-proof your organization.<\/p>\n\n\n\n<p> Ready to protect your systems?  <a href=\"https:\/\/codepaper.com\/contact\/\">Book Your Free AI Security Consultation with Codepaper<\/a> and reduce risk before it grows.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Why is AI automation security important in 2025?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"AI systems now process vast amounts of sensitive data. Without safeguards, businesses risk data breaches, non-compliance, and loss of customer trust.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What are the top risks in AI automation systems?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Top risks include data leakage, biased AI, unexplainable decisions, and insecure pipelines.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"How to ensure compliance with GDPR or HIPAA?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Use explainable models, perform audits, and document logic. Consult compliance experts.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"What is privacy-first AI automation?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Systems that prioritize data minimization, encryption, and access control at every level.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Can automation pipelines be a security risk?\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Yes, if they lack proper encryption, RBAC, or audit logging. Secure the full pipeline.\"\n      }\n    }\n  ]\n}\n\n<\/script>\n\n\n\n<p><strong>Q1: Why is AI automation security important in 2025?<\/strong> <\/p>\n\n\n\n<p>AI systems process sensitive data. Without protection, businesses face breaches, regulatory fines, and public backlash.<\/p>\n\n\n\n<p><strong>Q2: What are the top risks in AI automation systems?<\/strong><\/p>\n\n\n\n<p> Data leaks, biased decisions, unexplainable outcomes, and automation errors can lead to severe consequences.<\/p>\n\n\n\n<p><strong>Q3: How can I ensure compliance with GDPR or HIPAA?<\/strong><\/p>\n\n\n\n<p> Embed explainability, run regular audits, and maintain documentation. Partner with AI compliance experts.<\/p>\n\n\n\n<p><strong>Q4: What is privacy-first AI automation?<\/strong> <\/p>\n\n\n\n<p>Designing systems with privacy embedded at every stage\u2014data collection, training, and outputs.<\/p>\n\n\n\n<p><strong>Q5: Can AI pipelines be a security risk?<\/strong> <\/p>\n\n\n\n<p>Absolutely. Secure your pipelines with access control, encryption, and real-time monitoring.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction: Why AI Security Is Unquestionable in 2025 AI automation is transforming how businesses operate, helping them scale with intelligent decision-making systems. But with that power comes responsibility. In 2025, organizations rely on AI to handle sensitive data, automate critical operations, and make decisions that directly affect humans. This also increases the surface area for [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":337,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,9],"tags":[25],"class_list":["post-333","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-ai-ml","tag-ai-automation"],"_links":{"self":[{"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/posts\/333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/comments?post=333"}],"version-history":[{"count":2,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/posts\/333\/revisions"}],"predecessor-version":[{"id":339,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/posts\/333\/revisions\/339"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/media\/337"}],"wp:attachment":[{"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/media?parent=333"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/categories?post=333"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codepaper.com\/blog\/wp-json\/wp\/v2\/tags?post=333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}