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HomeTechnologyAI Drives Software Vulnerability Surge, Security Debt Hits 82%

AI Drives Software Vulnerability Surge, Security Debt Hits 82%

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Report claims more vulnerabilities created than fixed as remediation gap widens

Veracode has posted its annual State of Software Security report, based on data from 1.6 million applications tested on its cloud platform, finding that more vulnerabilities are being created than are being f

February 26, 2026

Alarming Trends in Software Vulnerability

The latest insights from Veracode’s comprehensive State of Software Security report paint a troubling picture for the realm of development and security. As our dependency on artificial intelligence (AI) accelerates, the chasm between vulnerabilities discovered and those actually resolved widens perilously. The report, which meticulously analyzed data from 1.6 million applications on Veracode’s cloud platform, highlights a stark reality: the pace of creating new vulnerabilities is outstripping the rate at which they are rectified.

Understanding ‘Security Debt’

Veracode introduces the concept of security debt—a term defining known security flaws that remain unaddressed for more than a year. This issue now affects a staggering 82% of organizations, a notable increase from 74% the previous year. Alarmingly, the proportion of high-risk vulnerabilities, those that are both critical and prone to exploitation, has surged from 8.3% to 11.3%. These findings derive from a blend of analytical techniques, including static code analysis, dynamic behavior testing, software composition scrutiny, and manual penetration assessments.

Positives Amidst the Challenges

Amidst these concerns, the report does offer a glimmer of hope. The prevalence of open-source vulnerabilities in applications has decreased from 70% to 62%, and overall flaw prevalence has seen a slight decline from 80% to 78%. This improvement is partly attributed to the increasing adoption of sophisticated testing tools, which are ferreting out issues that might have gone undetected in the past. While the exact number of false positives remains unknown, it’s suggested that the figures may not be as dire as they appear at first glance.

The Double-Edged Sword of AI

AI’s role in this evolving landscape is complex and paradoxical. While AI technologies have the potential to identify vulnerabilities and automate some aspects of their resolution, they also contribute to the rapid introduction of new code, complicating efforts to address existing flaws. The increasing complexity of AI-generated code further exacerbates remediation challenges.

Furthermore, AI is a tool that can be wielded by both defenders and adversaries. The potential for malicious actors to exploit AI in penetration testing or manipulate models through techniques like prompt injection adds another layer of concern. Despite these challenges, human oversight remains crucial, though its practical application is still somewhat nebulous.

The Implications of AI-Driven Development

The report underscores a grim reality: the current velocity of development in the AI era renders the goal of comprehensive security unattainable. The widening remediation gap is described as reaching crisis levels, necessitating more than just incremental improvements but rather a transformative overhaul of our approach to software security.

Yet defining what such transformation might entail remains elusive. While the industry might lean towards further AI integration as a solution, the evidence suggests that AI alone is insufficient to address these challenges effectively. As we navigate this complex landscape, the balance between leveraging AI’s potential and mitigating its risks will be critical.

Source: www.theregister.com | Read original

Originally reported by go.theregister.com. Rewritten by 360DailyTrend editorial staff.

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