[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$fEuW104h5kQk5gVmG6ECMDAxV9a8z70o3SDvkxfum5K0":3},{"article":4,"iocs":52,"watch_terms":53,"solutions":54,"lesson":140},{"id":5,"title":6,"slug":7,"summary":8,"ai_summary":9,"brief":10,"url":11,"image_url":12,"published_at":13,"ingested_at":14,"relevance_score":15,"entities":16,"category_id":29,"category":30,"article_tags":34},"77f50d76-bce8-4131-9972-4a98c4a33197","AI-generated code has made security debt a governance problem","ai-generated-code-has-made-security-debt-a-governance-problem-78df3e","Moving from tool approval to true governance is the only way for CISOs to keep pace with the accelerating velocity of software risk. The post AI-generated code has made security debt a governance problem appeared first on CyberScoop.","AI-generated code significantly increases the speed of software development, leading to a rapid accumulation of security debt. Organizations struggle to govern this risk with traditional, slower security processes. CISOs must treat AI-generated code as a high-risk input, implementing automated testing, dependency checks, and rapid remediation to manage the increased 'risk velocity'.","AI-generated code accelerates software risk, creating security debt that requires new governance models.","https:\u002F\u002Fcyberscoop.com\u002Fgoverning-ai-code-security-risks-op-ed\u002F","https:\u002F\u002Fcyberscoop.com\u002Fwp-content\u002Fuploads\u002Fsites\u002F3\u002F2026\u002F07\u002FGettyImages-1237280532-1.jpg","2026-07-13T09:00:00+00:00","2026-07-13T10:00:22.601799+00:00",8,[17,20,22,24,26],{"name":18,"type":19},"AI","technology",{"name":21,"type":19},"software development",{"name":23,"type":19},"application security",{"name":25,"type":19},"supply chain",{"name":27,"type":28},"AI coding tools","product","839da5c1-3c34-47e2-9499-f7201640e3ac",{"id":29,"icon":31,"name":32,"slug":33},null,"AI Security","ai-security",[35,40,45,47],{"category":36},{"id":37,"icon":31,"name":38,"slug":39},"26b0b636-0e31-4db1-bffb-61bdf9f20a58","Supply Chain","supply-chain",{"category":41},{"id":42,"icon":31,"name":43,"slug":44},"80544778-fabb-4dcd-aa35-17492e5dcf4f","Vulnerabilities","vulnerabilities",{"category":46},{"id":29,"icon":31,"name":32,"slug":33},{"category":48},{"id":49,"icon":31,"name":50,"slug":51},"c5c77cdb-f7d7-4990-9436-c81dcbff1163","Policy","policy",[],[27],{"controls":55,"vendors":139},[56,85,110],{"slug":57,"name":58,"problem":59,"products":60},"vulnerability-management","Vulnerability scanning and prioritisation","You know which systems are vulnerable, and which ones to fix first.",[61,69,77],{"vendor_slug":62,"vendor_name":63,"vendor_logo":64,"product_slug":65,"product_name":66,"url":67,"description":68},"holm-security","Holm Security","\u002Fvendor-logos\u002Fholm-security.png","holm-security-platform","Holm Security Platform","https:\u002F\u002Fwww.holmsecurity.com\u002F","Vulnerability scanning of systems, web applications, cloud and the external attack surface, plus phishing simulation.",{"vendor_slug":70,"vendor_name":71,"vendor_logo":72,"product_slug":73,"product_name":74,"url":75,"description":76},"axonius","Axonius","\u002Fvendor-logos\u002Faxonius.png","axonius-exposures","Axonius Exposures","https:\u002F\u002Fwww.axonius.com\u002Fplatform\u002Fexposures","Brings findings from different scanners together with asset and business context, to show what matters most and track fixes to the end.",{"vendor_slug":78,"vendor_name":79,"vendor_logo":80,"product_slug":81,"product_name":82,"url":83,"description":84},"tenable","Tenable","\u002Fvendor-logos\u002Ftenable.png","tenable-vulnerability-management","Tenable Vulnerability Management","https:\u002F\u002Fwww.tenable.com\u002Fproducts\u002Fvulnerability-management","Cloud-based vulnerability scanning and prioritisation, built on Nessus.",{"slug":33,"name":86,"problem":87,"products":88},"AI application security","Prompt injection, data leaks through AI tools and unapproved AI use get caught.",[89,97,105],{"vendor_slug":90,"vendor_name":91,"vendor_logo":92,"product_slug":93,"product_name":94,"url":95,"description":96},"cisco","Cisco","\u002Fvendor-logos\u002Fcisco.png","ai-defense","Cisco AI Defense","https:\u002F\u002Fwww.cisco.com\u002Fsite\u002Fus\u002Fen\u002Fproducts\u002Fsecurity\u002Fai-defense\u002Findex.html","Discovery of AI use, testing of models and guardrails for AI applications.",{"vendor_slug":98,"vendor_name":99,"vendor_logo":100,"product_slug":101,"product_name":102,"url":103,"description":104},"boomi","Boomi","\u002Fvendor-logos\u002Fboomi.png","boomi-ai-gateway","Boomi AI Gateway","https:\u002F\u002Fboomi.com\u002Fplatform\u002Fai-gateway\u002F","Gateway for AI model and MCP tool traffic, built on Lunar.dev technology. It limits which tools each agent can call. Its enterprise version adds an approval step for new MCP servers and logs each call with the user or agent behind it.",{"vendor_slug":98,"vendor_name":99,"vendor_logo":100,"product_slug":106,"product_name":107,"url":108,"description":109},"boomi-agentstudio","Boomi Agentstudio","https:\u002F\u002Fboomi.com\u002Fplatform\u002Fagentstudio\u002F","Agent builder whose Agent Control Tower registers and monitors Boomi agents and agents on Amazon Bedrock, Microsoft Copilot and other platforms, keeps audit logs and can switch agents off where the provider allows it.",{"slug":111,"name":112,"problem":113,"products":114},"software-supply-chain","Software supply chain security","Malicious and vulnerable open-source packages are caught before they ship.",[115,123,131],{"vendor_slug":116,"vendor_name":117,"vendor_logo":118,"product_slug":119,"product_name":120,"url":121,"description":122},"sonatype","Sonatype","\u002Fvendor-logos\u002Fsonatype.png","sonatype-firewall","Sonatype Firewall","https:\u002F\u002Fwww.sonatype.com\u002Fproducts\u002Fsonatype-firewall","Blocks malicious and policy-violating open-source components at download.",{"vendor_slug":124,"vendor_name":125,"vendor_logo":126,"product_slug":127,"product_name":128,"url":129,"description":130},"jfrog","JFrog","\u002Fvendor-logos\u002Fjfrog.png","jfrog-xray","JFrog Xray","https:\u002F\u002Fjfrog.com\u002Fxray\u002F","Software composition analysis and SBOM generation for artifacts.",{"vendor_slug":132,"vendor_name":133,"vendor_logo":134,"product_slug":135,"product_name":136,"url":137,"description":138},"github","GitHub","\u002Fvendor-logos\u002Fgithub.png","advanced-security","GitHub Advanced Security","https:\u002F\u002Fgithub.com\u002Fsecurity\u002Fadvanced-security","Dependency review, code scanning and secret scanning with push protection.",[],{"slug":141,"title":142,"body":143,"framework_refs":144,"framework_notes":156},"ai-generated-code-accelerates-security-debt-faster-than-governance-can-keep-up","AI-Generated Code Accelerates Security Debt Faster Than Governance Can Keep Up","AI-generated code dramatically accelerates software development velocity, but traditional security review processes were not designed to operate at the same speed, creating a dangerous governance gap. Organizations are accumulating security debt at an unprecedented rate because untested or poorly reviewed AI-generated code is being pushed into production with insufficient scrutiny. This matters because AI models can introduce subtle vulnerabilities, outdated dependencies, and insecure patterns that developers may not catch when trusting AI output uncritically. Without treating AI-generated code as a high-risk third-party input — similar to open-source dependencies — organizations expose themselves to systemic, compounding risk across their entire software portfolio.",[145,146,147,148,149,150,151,152,153,154,155],"CIS Control 16 – Application Software Security","CIS Control 2 – Inventory and Control of Software Assets","NIST SP 800-218 – Secure Software Development Framework (SSDF)","NIST SP 800-161 – Supply Chain Risk Management","NIST CSF ID.RA-1 – Asset vulnerabilities are identified and documented","NIST SA-11 – Developer Testing and Evaluation","NIST SA-15 – Development Process, Standards, and Tools","OWASP Top 10 – A06:2021 Vulnerable and Outdated Components","ISO\u002FIEC 27001 – A.14.2 Security in Development and Support Processes","ITIL 4 – Risk Management and Continual Improvement Practices","EU Cyber Resilience Act – Software security-by-design obligations",{}]