{"id":3350,"date":"2025-11-17T14:23:02","date_gmt":"2025-11-17T14:23:02","guid":{"rendered":"https:\/\/hexamilesoft.com\/stories\/?p=3350"},"modified":"2025-11-17T14:23:02","modified_gmt":"2025-11-17T14:23:02","slug":"human-machine-cybersecurity-automation","status":"publish","type":"post","link":"https:\/\/hexamilesoft.com\/stories\/human-machine-cybersecurity-automation\/","title":{"rendered":"Human + Machine Cybersecurity Automation: The Ultimate Partnership Transforming Cyber Defense"},"content":{"rendered":"<p>Human + Machine Cybersecurity Automation is redefining modern cyber defense. Discover how humans and AI work together to enhance threat detection, automate incident response, reduce alert fatigue, and build predictive cybersecurity systems in 2025 and beyond.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3351\" src=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png\" alt=\"Human + Machine Cybersecurity Automation\" width=\"900\" height=\"500\" srcset=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png 900w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45-300x167.png 300w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45-768x427.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<ul>\n<li data-start=\"932\" data-end=\"949\">\n<p data-start=\"935\" data-end=\"949\">Introduction<\/p>\n<\/li>\n<li data-start=\"950\" data-end=\"991\">\n<p data-start=\"953\" data-end=\"991\">The Rise of Cybersecurity Automation<\/p>\n<\/li>\n<li data-start=\"992\" data-end=\"1048\">\n<p data-start=\"995\" data-end=\"1048\">Human Intelligence: The Irreplaceable Context Layer<\/p>\n<\/li>\n<li data-start=\"1049\" data-end=\"1093\">\n<p data-start=\"1052\" data-end=\"1093\">AI &amp; Automation: The Tireless Workforce<\/p>\n<\/li>\n<li data-start=\"1094\" data-end=\"1128\">\n<p data-start=\"1097\" data-end=\"1128\">The Hybrid Human-AI SOC Model<\/p>\n<\/li>\n<li data-start=\"1129\" data-end=\"1172\">\n<p data-start=\"1132\" data-end=\"1172\">Reducing Alert Fatigue with Automation<\/p>\n<\/li>\n<li data-start=\"1173\" data-end=\"1208\">\n<p data-start=\"1176\" data-end=\"1208\">Case Study: Hybrid SOC Success<\/p>\n<\/li>\n<li data-start=\"1209\" data-end=\"1250\">\n<p data-start=\"1212\" data-end=\"1250\">Challenges in Human-AI Collaboration<\/p>\n<\/li>\n<li data-start=\"1251\" data-end=\"1289\">\n<p data-start=\"1254\" data-end=\"1289\">The Future of Cybersecurity Teams<\/p>\n<\/li>\n<li data-start=\"1290\" data-end=\"1332\">\n<p data-start=\"1294\" data-end=\"1332\">Best Practices for Human-AI Security<\/p>\n<\/li>\n<li data-start=\"1333\" data-end=\"1349\">\n<p data-start=\"1337\" data-end=\"1349\">Conclusion<\/p>\n<\/li>\n<li data-start=\"1350\" data-end=\"1374\">\n<p data-start=\"1354\" data-end=\"1374\">External Resources<\/p>\n<\/li>\n<li data-start=\"1375\" data-end=\"1395\">\n<p data-start=\"1379\" data-end=\"1395\">Internal Links<\/p>\n<\/li>\n<\/ul>\n<p>The era of <strong data-start=\"1799\" data-end=\"1843\">Human + Machine Cybersecurity Automation<\/strong> has transformed how organizations protect digital ecosystems. In an age where cyber threats evolve at machine speed, modern security teams rely on a hybrid defense model where human intuition pairs with AI-driven automation to detect, analyze, and respond to threats faster than ever before.<\/p>\n<p>In today\u2019s hyperconnected digital world, cybersecurity has evolved from a technical discipline into a critical business function. Threat landscapes are expanding, attack vectors are multiplying, and adversaries are leveraging artificial intelligence to outpace traditional defense systems. Against this backdrop, the role of <b>cybersecurity automation<\/b> has emerged as both indispensable and transformative.<\/p>\n<p>Yet, the idea that machines can entirely replace human analysts is a misconception. The most effective cybersecurity systems are not fully autonomous but <b>collaborative ecosystems<\/b>, where human intelligence and machine precision complement each other. This hybrid model\u2014<b>Human + Machine<\/b>\u2014represents the pinnacle of modern cyber defense: a partnership that blends human intuition with algorithmic scalability.<\/p>\n<p>The next phase of digital security isn\u2019t about choosing between automation and human expertise\u2014it\u2019s about <b>synchronizing them to create adaptive, self-optimizing protection frameworks<\/b> that respond to evolving threats in real time.<\/p>\n<h2><b>The Rise of Cybersecurity Automation<\/b><\/h2>\n<p>Automation in cybersecurity is not new, but its sophistication has surged exponentially with the integration of<a href=\"https:\/\/hexamilesoft.com\/stories\/how-to-choose-the-best-ai-chatbot-development-service\/\"> <b>artificial intelligence (AI<\/b><\/a><b>)<\/b>, <b>machine learning (ML)<\/b>, and <b>security orchestration, automation, and response (SOAR)<\/b> platforms.<\/p>\n<p>Legacy systems relied on manual alert triage and reactive threat mitigation\u2014an unsustainable model in a world generating billions of security events daily. Modern automation tools such as <b>Cortex XSOAR, Splunk SOAR, and IBM QRadar<\/b> can now autonomously correlate alerts, identify anomalies, and even execute containment workflows.<\/p>\n<p>Automation\u2019s growing role in security is driven by four key factors:<\/p>\n<ol>\n<li><b>Data Explosion<\/b> \u2013 The sheer scale of logs, telemetry, and alerts exceeds human analytical capacity.<\/li>\n<li><b>Speed Requirements<\/b> \u2013 Cyber threats unfold in milliseconds; humans alone can\u2019t respond that fast.<\/li>\n<li><b>Resource Constraints<\/b> \u2013 The global cybersecurity talent shortage (over 4 million unfilled positions in 2025) makes automation a necessity.<\/li>\n<li><b>Complex Environments<\/b> \u2013 Cloud-native architectures, IoT, and remote ecosystems require constant, scalable monitoring.<\/li>\n<\/ol>\n<p>However, automation is not infallible\u2014it excels in pattern recognition and process execution, but it lacks the context, creativity, and strategic judgment of the human mind.<\/p>\n<p>This is where the synergy begins.<\/p>\n<h2><b>Human Intelligence: The Irreplaceable Layer of Context<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3352\" src=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/2-44.png\" alt=\"Human + Machine Cybersecurity Automation\" width=\"1024\" height=\"576\" srcset=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/2-44.png 1024w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/2-44-300x169.png 300w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/2-44-768x432.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>While AI can process petabytes of threat data, <b>humans provide context<\/b>, interpretation, and ethical reasoning\u2014dimensions machines cannot yet replicate.<\/p>\n<h3><b>1. Analytical Judgment<\/b><\/h3>\n<p>Human analysts possess the cognitive flexibility to distinguish between malicious intent and benign anomalies. For example, a sudden spike in network traffic might be flagged as an intrusion by an algorithm, but a human expert can identify it as legitimate application scaling.<\/p>\n<h3><b>2. Strategic Foresight<\/b><\/h3>\n<p>Cybersecurity isn\u2019t just operational\u2014it\u2019s strategic. Humans can anticipate <b>geopolitical threats<\/b>, evaluate the <b>business impact of vulnerabilities<\/b>, and align security priorities with organizational goals.<\/p>\n<h3><b>3. Ethical and Legal Oversight<\/b><\/h3>\n<p>Automated responses must comply with <b>data privacy laws, ethical frameworks, and regulatory mandates<\/b>. Humans ensure that automated systems operate within acceptable moral and legal boundaries.<\/p>\n<h3><b>4. Adaptive Creativity<\/b><\/h3>\n<p>Attackers innovate continuously. Humans can design <b>new detection methods<\/b>, <b>update playbooks<\/b>, and <b>train<\/b><a href=\"https:\/\/hexamilesoft.com\/stories\/ai-powered-web-development-strategies-you-need-to-know\/\"><b> AI models<\/b><\/a> against emerging threats\u2014something automation alone cannot do.<\/p>\n<p>Human analysts are, therefore, not being replaced but <b>repositioned<\/b>\u2014from manual operators to strategic orchestrators of automated defense.<\/p>\n<h2><b>AI and Automation: The Tireless Workforce<\/b><\/h2>\n<p>Automation, when designed intelligently, enhances security operations across several critical dimensions:<\/p>\n<h3><b>1. Real-Time Threat Detection<\/b><\/h3>\n<p>AI-driven monitoring tools continuously analyze log streams, network flows, and endpoint telemetry to detect threats instantly. Platforms like <b>Microsoft Sentinel<\/b> and <b>CrowdStrike Falcon Fusion<\/b> use ML models that learn from past incidents to predict and prevent future attacks.<\/p>\n<h3><b>2. Automated Incident Response<\/b><\/h3>\n<p>SOAR systems execute pre-defined <b>response playbooks<\/b>\u2014such as isolating infected hosts, blocking IP addresses, or revoking compromised credentials\u2014within seconds of detection.<\/p>\n<p>This shift from manual intervention to <b>machine-speed response<\/b> drastically reduces <b>Mean Time to Respond (MTTR)<\/b>, minimizing business disruption.<\/p>\n<h3><b>3. Alert Prioritization and Correlation<\/b><\/h3>\n<p>Automation tools can consolidate thousands of alerts into a single incident report by correlating related events. This <b>reduces alert fatigue<\/b>\u2014a pervasive issue that leads to overlooked breaches.<\/p>\n<h3><b>4. Continuous Compliance Monitoring<\/b><\/h3>\n<p>AI systems track regulatory metrics and flag potential compliance deviations in real time. Automation ensures adherence to frameworks like <b>ISO 27001<\/b>, <b>NIST<\/b>, and <b>GDPR<\/b> without human micromanagement.<\/p>\n<h3><b>5. Predictive Analytics<\/b><\/h3>\n<p>Advanced machine learning models predict potential vulnerabilities or attack vectors before they occur, enabling <b>proactive security posturing<\/b> rather than reactive response.<\/p>\n<h2><b>The Hybrid Human-AI SOC Model<\/b><\/h2>\n<p>The <b>Security Operations Center (SOC)<\/b> of the future is neither fully manual nor entirely autonomous. It&#8217;s a hybrid\u2014a coordinated ecosystem where <b>machines handle the routine<\/b> while <b>humans manage the exceptional<\/b>.<\/p>\n<h3><b>Tiered Workflow in a Hybrid SOC<\/b><\/h3>\n<table>\n<tbody>\n<tr>\n<td><b>Tier<\/b><\/td>\n<td><b>Responsibility<\/b><\/td>\n<td><b>Role of AI<\/b><\/td>\n<td><b>Role of Human<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Tier 1<\/b><\/td>\n<td>Alert ingestion, triage<\/td>\n<td>Automates sorting, filtering, correlation<\/td>\n<td>Oversight and contextual validation<\/td>\n<\/tr>\n<tr>\n<td><b>Tier 2<\/b><\/td>\n<td>Incident response<\/td>\n<td>Executes playbooks, isolates systems<\/td>\n<td>Decision-making for complex incidents<\/td>\n<\/tr>\n<tr>\n<td><b>Tier 3<\/b><\/td>\n<td>Threat hunting, forensics<\/td>\n<td>Provides data enrichment<\/td>\n<td>Conducts deep analysis and strategy<\/td>\n<\/tr>\n<tr>\n<td><b>Tier 4<\/b><\/td>\n<td>Governance and optimization<\/td>\n<td>Monitors metrics<\/td>\n<td>Designs policies, trains AI models<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This partnership allows for an <b>adaptive SOC<\/b>, where AI continuously improves from human feedback\u2014creating a <b>virtuous cycle of learning and resilience<\/b>.<\/p>\n<h2><b>Reducing Alert Fatigue: A Core Benefit of Automation<\/b><\/h2>\n<p>Alert fatigue\u2014the constant bombardment of false positives and redundant warnings\u2014is one of the biggest threats to cybersecurity performance. Studies show that <b>over 60% of SOC alerts go uninvestigated<\/b> due to volume and burnout.<\/p>\n<p>AI-driven automation mitigates this by:<\/p>\n<ul>\n<li><b>Filtering noise:<\/b> Eliminating duplicate or low-risk alerts.<\/li>\n<li><b>Clustering incidents:<\/b> Merging related events for contextual clarity.<\/li>\n<li><b>Prioritizing by impact:<\/b> Ranking alerts by business criticality.<\/li>\n<li><b>Providing actionable insights:<\/b> Offering suggested remediation steps automatically.<\/li>\n<\/ul>\n<p>With fewer distractions, human analysts can <b>focus on strategic tasks<\/b> like threat hunting, red teaming, and defense optimization\u2014functions that add long-term value rather than firefighting daily noise.<\/p>\n<h2><b>Case Study: A Financial Institution\u2019s Hybrid SOC<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3353\" src=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/3-42.png\" alt=\"Human + Machine Cybersecurity Automation\" width=\"1350\" height=\"675\" srcset=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/3-42.png 1350w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/3-42-300x150.png 300w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/3-42-1024x512.png 1024w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/3-42-768x384.png 768w\" sizes=\"auto, (max-width: 1350px) 100vw, 1350px\" \/><\/p>\n<p>A leading multinational bank implemented a hybrid SOC powered by <b>Splunk SOAR<\/b> and <b>IBM Watson for Cybersecurity<\/b>.<\/p>\n<p>Before automation:<\/p>\n<ul>\n<li>Analysts manually reviewed 15,000 daily alerts.<\/li>\n<li>Average response time: 42 minutes.<\/li>\n<\/ul>\n<p>After AI integration:<\/p>\n<ul>\n<li>Automated filtering reduced manual alerts by 78%.<\/li>\n<li>Mean Time to Detect (MTTD) dropped to under 5 minutes.<\/li>\n<li>Human teams could focus on 10% of incidents that truly required investigation.<\/li>\n<\/ul>\n<p>The result? Improved security posture, reduced operational costs, and dramatically higher analyst satisfaction.<\/p>\n<h2><b>Challenges in Implementing Human-AI Collaboration<\/b><\/h2>\n<p>Despite its promise, hybrid automation introduces new challenges:<\/p>\n<ol>\n<li><b>Model Bias &amp; Transparency<\/b> \u2013 AI decisions must be explainable to ensure trust.<\/li>\n<li><b>Overreliance Risk<\/b> \u2013 Excessive automation may desensitize teams to manual skill-building.<\/li>\n<li><b>Integration Complexity<\/b> \u2013 Orchestrating multiple tools across cloud and on-prem systems requires meticulous design.<\/li>\n<li><b>Continuous Training Needs<\/b> \u2013 AI systems must evolve alongside threat landscapes and human expertise.<\/li>\n<\/ol>\n<p>The key lies in <b>structured governance<\/b>\u2014clear escalation pathways, periodic audits, and ongoing training ensure the balance remains effective.<\/p>\n<h2><b>The Future of Cybersecurity Teams: Intelligence Amplified<\/b><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3354\" src=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/4-15.png\" alt=\"Human + Machine Cybersecurity Automation\" width=\"1200\" height=\"675\" srcset=\"https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/4-15.png 1200w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/4-15-300x169.png 300w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/4-15-1024x576.png 1024w, https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/4-15-768x432.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>As we approach 2026 and beyond, the cybersecurity workforce will increasingly transition from <b>\u201cmanual operators\u201d to \u201cintelligence amplifiers.\u201d<\/b><\/p>\n<p>Future SOCs will look like mission control centers\u2014humans orchestrating fleets of intelligent agents, drones, and automated responders. Skills like <b>AI ethics, data science, and behavioral analytics<\/b> will become as vital as traditional security certifications.<\/p>\n<p>Human expertise will shift toward <b>proactive threat anticipation<\/b>, <b>strategic risk modeling<\/b>, and <b>AI governance<\/b>\u2014roles that no algorithm can fully replicate.<\/p>\n<p>&nbsp;<\/p>\n<h2><b>Best Practices for Building a Human-AI Partnership<\/b><\/h2>\n<p>&nbsp;<\/p>\n<ol>\n<li><b>Adopt SOAR Gradually:<\/b> Begin with automating repetitive tasks before scaling to incident orchestration.<\/li>\n<li><b>Train Continuously:<\/b> Upskill analysts in AI literacy and data interpretation.<\/li>\n<li><b>Ensure Explainability:<\/b> Choose tools that offer transparent AI reasoning.<\/li>\n<li><b>Measure Metrics:<\/b> Track KPIs like <b>MTTD<\/b>, <b>MTTR<\/b>, and <b>analyst efficiency<\/b> post-automation.<\/li>\n<li><b>Foster Collaboration:<\/b> Encourage human oversight in all automated workflows to prevent blind trust.<\/li>\n<li><b>Simulate Scenarios:<\/b> Conduct hybrid SOC drills combining human and machine response simulations.<\/li>\n<\/ol>\n<h2><b>Conclusion: The Symbiosis of Human and Machine<\/b><\/h2>\n<p>The age of cybersecurity automation is not the age of human obsolescence\u2014it\u2019s the dawn of human <b>augmentation<\/b>.<br \/>\nMachines excel at speed, scale, and consistency. Humans excel at creativity, judgment, and ethical reasoning. Together, they form an unbreakable defense fabric.<\/p>\n<p>The organizations that thrive in the digital future will not be those that automate everything\u2014but those that <b>automate intelligently<\/b>, empowering humans to focus on strategy while machines handle execution.<\/p>\n<h2><b>Summary: Key Takeaways<\/b><\/h2>\n<ul>\n<li>The <b>Human + Machine<\/b> model is the cornerstone of modern cybersecurity resilience.<\/li>\n<li>Automation tools reduce alert fatigue, enhance response time, and strengthen compliance.<\/li>\n<li>Human analysts remain vital for strategic interpretation, contextual insight, and ethical oversight.<\/li>\n<li>A <b>hybrid SOC<\/b> merges automation efficiency with human adaptability for unmatched security performance.<\/li>\n<li>The future belongs to organizations that <b>balance automation with human intelligence<\/b>\u2014transforming cybersecurity from a reactive function into a predictive, self-healing ecosystem.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Human + Machine Cybersecurity Automation is redefining modern cyber defense. Discover how humans and AI work together to enhance threat detection, automate incident response, reduce alert fatigue, and build predictive cybersecurity systems in 2025 and beyond. Introduction The Rise of Cybersecurity Automation Human Intelligence: The Irreplaceable Context Layer AI &amp; Automation: The Tireless Workforce The [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":3351,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[9,11,12,5,10,13,7],"tags":[454,456,214,455,457],"class_list":["post-3350","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-design","category-devlife","category-hire-dedicated-worker","category-local","category-management","category-resources","category-trends","tag-ai-ethics","tag-cybersecurity-automation","tag-hexamilesoft","tag-human-ai-partnership","tag-human-machine"],"uagb_featured_image_src":{"full":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png",900,500,false],"thumbnail":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45-150x150.png",150,150,true],"medium":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45-300x167.png",300,167,true],"medium_large":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45-768x427.png",768,427,true],"large":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png",900,500,false],"1536x1536":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png",900,500,false],"2048x2048":["https:\/\/hexamilesoft.com\/stories\/wp-content\/uploads\/2025\/11\/1-45.png",900,500,false]},"uagb_author_info":{"display_name":"Caroline","author_link":"https:\/\/hexamilesoft.com\/stories\/author\/caroline\/"},"uagb_comment_info":0,"uagb_excerpt":"Human + Machine Cybersecurity Automation is redefining modern cyber defense. Discover how humans and AI work together to enhance threat detection, automate incident response, reduce alert fatigue, and build predictive cybersecurity systems in 2025 and beyond. Introduction The Rise of Cybersecurity Automation Human Intelligence: The Irreplaceable Context Layer AI &amp; Automation: The Tireless Workforce The&hellip;","_links":{"self":[{"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/posts\/3350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/comments?post=3350"}],"version-history":[{"count":1,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/posts\/3350\/revisions"}],"predecessor-version":[{"id":3355,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/posts\/3350\/revisions\/3355"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/media\/3351"}],"wp:attachment":[{"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/media?parent=3350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/categories?post=3350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hexamilesoft.com\/stories\/wp-json\/wp\/v2\/tags?post=3350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}