Topic
CTEM
Vulnerability Management Evolution: From Manual Scans to Continuous Threat Exposure Management
Vulnerabilities & Exploits
Proving Vulnerability Management Works: MTTR Metrics, Maturity Models, and Real-World Testing
Vulnerabilities & Exploits
Sentra Unveils Autonomous AI Hacker for Continuous Attack Path Discovery in Business Environments
AI SecurityVibe Hacking Rises: Generative AI Lowers Barriers for Offensive Security Operations
Generative AI is reshaping the cybersecurity threat landscape by dramatically reducing the cost of offensive security knowledge. Previously, attackers needed years of experience in reverse engineering and exploit development to conduct meaningful intrusions, but AI now assists with research, code generation, debugging, and adapting known techniques to new environments. This enables less experienced individuals to build functional attack chains in weeks rather than years. The article introduces the concept of vibe hacking, where attackers collaborate with AI assistants using natural language prompts in a process similar to vibe coding. Defenders can no longer rely on the scarcity of skilled adversaries and must shift toward continuous validation frameworks such as CTEM, AEV, and PTaaS. Senior human experts remain essential for risk judgment and business context, even as automation accelerates routine tasks.
Dark Patterns in Vulnerability Management: How Metrics Undermine Real Security
Vulnerability management programs often fail not due to lack of scanners but because of poorly chosen metrics that prioritize reporting over actual risk reduction. Teams focus on closing easy vulnerabilities, meeting CVSS-based deadlines, and improving dashboard numbers while attackers exploit the shortest path to critical assets. The article examines five common traps including total vulnerability counts, context-free SLAs, closure rate targets, static dashboards, and claims of no critical findings. It argues that these metrics create a false sense of security and distort team behavior according to Goodhart's Law. Instead, organizations should adopt attack path metrics, exposure management approaches such as CTEM, and measurements that track real reduction in attacker reachability. The piece highlights MaxPatrol Carbon as an example of tools that model attacker paths rather than isolated CVEs.