{"id":7779,"date":"2025-07-07T06:00:00","date_gmt":"2025-07-07T11:00:00","guid":{"rendered":"https:\/\/cyberscoop.com\/?p=85063"},"modified":"2025-07-07T06:00:00","modified_gmt":"2025-07-07T11:00:00","slug":"the-dual-reality-of-ai-augmented-development-innovation-and-risk","status":"publish","type":"post","link":"https:\/\/ddi.mohflo.net\/index.php\/2025\/07\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk\/","title":{"rendered":"The dual reality of AI-augmented development: innovation and risk"},"content":{"rendered":"<p><head> <meta charset=\"UTF-8\"> <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"> <meta name=\"robots\" content=\"index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1\"> <!-- This site is optimized with the Yoast SEO Premium plugin v24.5 (Yoast SEO v24.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ --> <title>The dual reality of AI-augmented development: innovation and risk | CyberScoop<\/title> <meta name=\"description\" content=\"The marriage of AI and software development isn't optional \u2014 it's inevitable. Organizations that adapt their security strategies by implementing comprehensive software supply chain security will survive.\"> <link rel=\"canonical\" href=\"https:\/\/cyberscoop.com\/ai-security-development-innovation-and-risk-op-ed\/\"> <meta property=\"og:locale\" content=\"en_US\"> <meta property=\"og:type\" content=\"article\"> <meta property=\"og:title\" content=\"The dual reality of AI-augmented development: innovation and risk\"> <meta property=\"og:description\" content=\"The marriage of AI and software development isn't optional \u2014 it's inevitable. 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relying on tools designed for a world where human-written code remains prevalent. <\/p>\n<p> <!-- Listen to this article section --> <!-- Audio Element --><br \/>\n<audio id=\"audio-player\" src=\"https:\/\/wp-tts-cdn.api.scpnewsgrp.com\/cyberscoop\/85063\/english.openai.mp3\"><\/audio> <\/p>\n<div readability=\"11\">\n<div>\n<p>Listen to this article<\/p>\n<p> <!-- Countdown Timer --> <\/p>\n<p>0:00<\/p>\n<\/p><\/div>\n<p> <!-- Tooltip --> <\/p>\n<p> <span id=\"tts-tooltip\">Learn more.<\/span> <span> This feature uses an automated voice, which may result in occasional errors in pronunciation, tone, or sentiment. <\/span> <\/p>\n<\/div>\n<p> <!-- End of audio player --> <\/div>\n<div class=\"single-article__cover-wrap\">\n<figure class=\"single-article__cover\"> <img data-recalc-dims=\"1\" fetchpriority=\"high\" width=\"640\" height=\"526\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.jpg?resize=640%2C526&#038;ssl=1\" class=\"single-article__cover-image wp-post-image\" alt decoding=\"async\" fetchpriority=\"high\" srcset=\"https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-5.jpg 4995w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-5.jpg?resize=300,246 300w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-5.jpg?resize=768,631 768w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-5.jpg?resize=1024,841 1024w, 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https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-5.jpg?resize=1026,843 1026w\" sizes=\"(max-width: 822px) 100vw, 822px\"><figcaption> (Getty Images) <\/figcaption><\/figure>\n<\/p><\/div>\n<\/header>\n<div class=\"single-article__content\">\n<div class=\"single-article__content-inner has-drop-cap\"> <html readability=\"46.101327944573\"><body readability=\"93.319419598489\"><\/p>\n<p>When JPMorgan Chase CISO Patrick Opet published an <a href=\"https:\/\/www.jpmorgan.com\/technology\/technology-blog\/open-letter-to-our-suppliers\">open letter<\/a> to software suppliers in April, he wasn\u2019t just raising concerns \u2014 he was sounding an alarm.&nbsp;<\/p>\n<p>The numbers from the <a href=\"https:\/\/cyberscoop.com\/verizon-data-breach-investigations-report-2025\/\">2025 Verizon Data Breach Investigations Report<\/a> should make every security leader lose sleep: 30% of breaches now involve third-party components, doubling from last year. But here\u2019s the kicker that should really get your attention: this explosion in supply chain risk is happening just as AI begins writing a massive portion of our code.<\/p>\n<p>An example that should terrify every CISO is Google. Right now, AI is writing 30% of <a href=\"https:\/\/www.theverge.com\/2024\/10\/29\/24282757\/google-new-code-generated-ai-q3-2024\">Google\u2019s code<\/a>, while most security teams are still relying on tools designed for a world where humans wrote everything. This isn\u2019t just a gap \u2014 it\u2019s a chasm.<\/p>\n<h5 class=\"wp-block-heading\" id=\"h-cause-for-concern-nbsp\"><strong>Cause for concern&nbsp;<\/strong><\/h5>\n<div class=\"ad ad--inline_1 \">\n<div class=\"ad__inner\"> <span class=\"screen-reader-text\">Advertisement<\/span> <\/div>\n<\/div>\n<p>Large language models, machine learning models, and generative artificial intelligence are profoundly and increasingly transforming the software development landscape by creating many of the applications that businesses rely on daily. According to <a href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/ai-code-tools-market-239940941.html#:~:text=Overview,the%20AI%20code%20tools%20market.\">MarketsandMarkets<\/a>, the AI coding sector is expected to grow from approximately $4 billion in 2024 to nearly $13 billion by 2028. Naturally, this marriage of AI and software development will usher in unprecedented efficiency gains and new innovative capabilities. Yet, despite these remarkable benefits, AI\u2019s impact also includes novel security considerations that require specialized attention.&nbsp;<\/p>\n<p>We\u2019ve seen this play out before. After 20-plus years leading security teams in energy and technology, I can tell you that every major security evolution follows the same blueprint: new technology creates new risks faster than our defenses adapt. AI development is no exception.<\/p>\n<p>AI coding assistants like GitHub Copilot, CodeGeeX, and Amazon Q Developer fundamentally differ from human developers in critical ways. One of the biggest is that they lack developmental experience, contextual understanding, and human judgment, qualities that are essential when it comes to distinguishing secure code from vulnerable implementations.<\/p>\n<p>AI tools also train on vast repositories of historical code, some of which contain known vulnerabilities, deprecated encryption methods, and outdated components. Next thing you know, AI assistants incorporate these elements into new applications, which introduce software supply chain security risks that traditional security tools, such as Static Application Security Testing (SAST), Dynamic Application Security Testing (DAST), and Software Composition Analysis (SCA), weren\u2019t designed to detect.<\/p>\n<p>What makes these tools insufficient is that they focus primarily on known vulnerability patterns and component versions. These tools cannot effectively evaluate AI-specific threats, such as data poisoning attacks and memetic viruses, which can corrupt machine-learning models and lead to the generation of exploitable code. While there are some newer startups in the AI security space, they too have similar limitations as legacy solutions related to file size and complexity. They also cannot comprehensively analyze a model for all its potential risks, such as malware, tampering, deserialization attacks on formats, etc.&nbsp;<\/p>\n<div class=\"ad ad--inline_1 \">\n<div class=\"ad__inner\"> <span class=\"screen-reader-text\">Advertisement<\/span> <\/div>\n<\/div>\n<p>A final area where these traditional security tools fall short is that they typically analyze code during development rather than examining the final, compiled application. This approach creates blind spots where malicious modifications introduced during the build process or through AI assistance remain undetected. Examining software in its compiled state has become essential for identifying unauthorized or potentially harmful additions.<\/p>\n<h5 class=\"wp-block-heading\" id=\"h-what-next\"><strong>What next?<\/strong><\/h5>\n<p>As organizations increasingly incorporate AI coding tools, they must evolve their security strategies. That\u2019s because AI models can be gigabytes in size and generate complex file types that traditional tools simply can\u2019t process. Addressing these emerging risks requires analysis capabilities as well as comprehensive software supply chain security measures capable of doing the following:<\/p>\n<ol class=\"wp-block-list\">\n<li>Verifying the provenance and integrity of AI models used in development<\/li>\n<li>Validating the security of components and code suggested by AI assistants<\/li>\n<li>Examining compiled applications to detect unexpected or unauthorized inclusions<\/li>\n<li>Monitoring for potential data poisoning that might compromise AI systems<\/li>\n<\/ol>\n<p>The marriage of AI and software development isn\u2019t optional \u2014 it\u2019s inevitable. Patrick Opet was right when he urged software providers and security practitioners to step up and address the new threats targeting the software supply chain.&nbsp;<\/p>\n<div class=\"ad ad--inline_1 \">\n<div class=\"ad__inner\"> <span class=\"screen-reader-text\">Advertisement<\/span> <\/div>\n<\/div>\n<p>The organizations that adapt their security strategies by implementing comprehensive software supply chain security, which can analyze everything from massive AI models to the compiled applications they help create, are the ones that will thrive.&nbsp;<\/p>\n<p>As for those that don\u2019t, they will become cautionary tales in next year\u2019s breach reports.<\/p>\n<p><em>Sa\u0161a Zdjelar is the chief trust officer of ReversingLabs.<\/em><\/p>\n<p><\/body> <\/p>\n<footer class=\"single-article__footer\" readability=\"0.60975609756098\">\n<div class=\"author-card\" readability=\"7\">\n<div class=\"author-card__avatar\">\n<figure class=\"author-card__image-wrap\"> <img data-recalc-dims=\"1\" decoding=\"async\" class=\"author-card__image\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-1.jpg?w=640&#038;ssl=1\" alt=\"Sa\u0161a Zdjelar\"> <\/figure>\n<\/p><\/div>\n<p><h4 class=\"author-card__name\">Written by Sa\u0161a Zdjelar<\/h4>\n<p> Sa\u0161a Zdjelar is the chief trust officer of ReversingLabs. <\/p>\n<\/p><\/div>\n<div class=\"single-article__tags-container\">\n<h4 class=\"single-article__tags-title\">In This Story<\/h4>\n<\/p><\/div>\n<\/footer>\n<p> <\/html><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"single-article__ads js-single-article-sidebar\">\n<div class=\"ad ad--sidebar js-single-article-sidebar-5 ad--rightrail_1 \">\n<div class=\"ad__inner\"> <span class=\"screen-reader-text\">Advertisement<\/span> <\/div>\n<\/div>\n<div class=\"ad ad--sidebar js-single-article-sidebar-4 ad--rightrail_2 \">\n<div class=\"ad__inner\"> <span 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src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-2.jpg?resize=506%2C337&#038;ssl=1\" class=\"attachment-ratio-16-9-md size-ratio-16-9-md wp-post-image\" alt decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-6.jpg 4000w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-6.jpg?resize=300,200 300w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-6.jpg?resize=768,512 768w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-6.jpg?resize=1024,682 1024w, 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https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-6.jpg?resize=1265,843 1265w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\"> <\/a><figcaption class=\"screen-reader-text\"> Amazon\u2019s Chief Security Officer Stephen Schmidt, center, talks with Danielle Ruderman, Senior Manager, Worldwide Security Specialists, AWS, and Lakshmi Raman, Chief Artificial Intelligence Officer for the Central Intelligence Agency, at the AWS Summit in Washington, D.C. on June 10, 2025. (Photo Courtesy of AWS) <\/figcaption><\/figure>\n<header class=\"post-item__meta\" readability=\"1.8\">\n<h3 class=\"post-item__title\"> <a class=\"post-item__title-link\" href=\"https:\/\/cyberscoop.com\/aws-ai-stephen-schmidt-dc-summit-appsec-reviews\/\"> How Amazon Web Services uses AI to be a security \u2018force multiplier\u2019 <\/a> <\/h3>\n<p> Amazon CSO Stephen Schmidt says AI is transforming the way the company does security reviews and incident response. <\/p>\n<div class=\"post-item__byline\"> <span class=\"post-item__author\"> <span>By <\/span> <a class=\"post-item__author-link\" href=\"https:\/\/cyberscoop.com\/author\/greg-otto\/\"> Greg Otto <\/a> <\/span> <\/div>\n<p><!-- .byline --> <\/header>\n<p><!-- .post-item__meta --> <\/article>\n<article class=\"post-item post-item--popular-stories-cards \">\n<figure class=\"post-item__thumbnail\"> <a class=\"post-item__thumbnail-link\" href=\"https:\/\/cyberscoop.com\/vibe-coding-ai-cybersecurity-llm\/\" tabindex=\"-1\"> <img data-recalc-dims=\"1\" loading=\"lazy\" width=\"252\" height=\"168\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-3.jpg?resize=252%2C168&#038;ssl=1\" class=\"attachment-ratio-16-9-sm size-ratio-16-9-sm wp-post-image\" alt decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp 7008w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=300,200 300w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=768,512 768w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=1024,683 1024w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=1536,1024 1536w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=2048,1365 2048w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=600,400 600w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=252,168 252w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=506,337 506w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=1013,675 1013w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk.webp?resize=1265,843 1265w\" sizes=\"auto, (max-width: 252px) 100vw, 252px\"> <\/a><figcaption class=\"screen-reader-text\"> Research shows that AI-generated code is remarkably insecure. Yet experts tell CyberScoop it\u2019s up to industry to figure out a way to limit the issues the technology introduces.&nbsp;&nbsp;(Image Source: Getty) <\/figcaption><\/figure>\n<header class=\"post-item__meta\">\n<h3 class=\"post-item__title\"> <a class=\"post-item__title-link\" href=\"https:\/\/cyberscoop.com\/vibe-coding-ai-cybersecurity-llm\/\"> Vibe coding is here to stay. Can it ever be secure?&nbsp; <\/a> <\/h3>\n<div class=\"post-item__byline\"> <span class=\"post-item__author\"> <span>By <\/span> <a class=\"post-item__author-link\" href=\"https:\/\/cyberscoop.com\/author\/derek-johnson\/\"> Derek B. Johnson <\/a> <\/span> <\/div>\n<p><!-- .byline --> <\/header>\n<p><!-- .post-item__meta --> <\/article>\n<article class=\"post-item post-item--popular-stories-cards \">\n<figure class=\"post-item__thumbnail\"> <a class=\"post-item__thumbnail-link\" href=\"https:\/\/cyberscoop.com\/russia-fancy-bear-gru-ukrainian-military-contractors\/\" tabindex=\"-1\"> <img data-recalc-dims=\"1\" loading=\"lazy\" width=\"252\" height=\"168\" src=\"https:\/\/i0.wp.com\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-4.jpg?resize=252%2C168&#038;ssl=1\" class=\"attachment-ratio-16-9-sm size-ratio-16-9-sm wp-post-image\" alt decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg 2121w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=300,200 300w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=768,512 768w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=1024,683 1024w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=1536,1024 1536w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=2048,1365 2048w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=600,400 600w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=252,168 252w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=506,337 506w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=1013,675 1013w, https:\/\/ddi.mohflo.net\/wp-content\/uploads\/2025\/07\/the-dual-reality-of-ai-augmented-development-innovation-and-risk-7.jpg?resize=1265,843 1265w\" sizes=\"auto, (max-width: 252px) 100vw, 252px\"> <\/a><figcaption class=\"screen-reader-text\"> (Getty Images) <\/figcaption><\/figure>\n<header class=\"post-item__meta\">\n<h3 class=\"post-item__title\"> <a class=\"post-item__title-link\" href=\"https:\/\/cyberscoop.com\/russia-fancy-bear-gru-ukrainian-military-contractors\/\"> Fancy Bear campaign sought emails of high-level Ukrainians and their military suppliers <\/a> <\/h3>\n<div class=\"post-item__byline\"> <span class=\"post-item__author\"> <span>By <\/span> <a class=\"post-item__author-link\" href=\"https:\/\/cyberscoop.com\/author\/derek-johnson\/\"> Derek B. Johnson <\/a> <\/span> <\/div>\n<p><!-- .byline --> <\/header>\n<p><!-- .post-item__meta --> <\/article>\n<\/p><\/div>\n<\/p><\/div>\n<p><!-- .popular-stories__stories --> <\/div>\n<p><!-- .popular-stories__inner -->\n<\/div>\n<p><!-- .popular-stories --> <\/p>\n<section class=\"latest-podcasts\">\n<h2 class=\"latest-podcasts__title\"> Latest Podcasts\t<\/h2>\n<\/section>\n<div class=\"top-categories\">\n<div class=\"top-categories__container\">\n<h3 class=\"top-categories__category-title\">Government<\/h3>\n<\/p><\/div>\n<div class=\"top-categories__container\">\n<h3 class=\"top-categories__category-title\">Technology<\/h3>\n<\/p><\/div>\n<\/p><\/div>\n<p> <\/main> <\/p>\n<div class=\"ad ad--bottom \">\n<div class=\"ad__inner\"> <span class=\"screen-reader-text\">Advertisement<\/span> <\/div>\n<\/div>\n<div id=\"interstitial\" class=\"welcome__container\"> <button id=\"close-modal-1\" class=\"welcome__clickable_area\"><\/button> <\/p>\n<div class=\"welcome__ad_wrapper\">\n<p> <button id=\"close-modal-3\" class=\"welcome__continue-button\">Continue to CyberScoop<\/button> <\/p>\n<\/p><\/div>\n<\/p><\/div>\n<p> <!-- Start of HubSpot Embed Code --> <!-- End of HubSpot Embed Code --> <\/body> <a href=\"https:\/\/cyberscoop.com\/ai-security-development-innovation-and-risk-op-ed\/\">Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The dual reality of AI-augmented development: innovation and risk |<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[235,105,280,4532,649],"tags":[236,111,284,4533,652],"class_list":["post-7779","post","type-post","status-publish","format-standard","hentry","category-ai","category-artificial-intelligence","category-commentary","category-security-development","category-supply-chain-security","tag-ai","tag-artificial-intelligence","tag-commentary","tag-security-development","tag-supply-chain-security"],"featured_image_urls":{"full":"","thumbnail":"","medium":"","medium_large":"","large":"","1536x1536":"","2048x2048":"","chromenews-featured":"","chromenews-large":"","chromenews-medium":""},"author_info":{"display_name":"Cyber Scoop","author_link":"https:\/\/ddi.mohflo.net\/index.php\/author\/cyberscoop\/"},"category_info":"<a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/ai\/\" rel=\"category tag\">AI<\/a> <a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/artificial-intelligence\/\" rel=\"category tag\">artificial intelligence<\/a> <a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/commentary\/\" rel=\"category tag\">Commentary<\/a> <a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/security-development\/\" rel=\"category tag\">security development<\/a> <a href=\"https:\/\/ddi.mohflo.net\/index.php\/category\/supply-chain-security\/\" rel=\"category tag\">supply chain security<\/a>","tag_info":"supply chain security","comment_count":"0","jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/posts\/7779","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\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/comments?post=7779"}],"version-history":[{"count":0,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/posts\/7779\/revisions"}],"wp:attachment":[{"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/media?parent=7779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/categories?post=7779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ddi.mohflo.net\/index.php\/wp-json\/wp\/v2\/tags?post=7779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}