Attack Surface Drift: How Your Code Changes Faster Than Your Scope
Every pull request is a potential scope expansion. Static pentest scopes do not account for the code that ships between engagements.
Security Engineering Blog
Security engineering in practice
How attack surfaces change, what pentests miss, and how autonomous testing fills the gaps.
All Articles
All articles
Autonomous Pentesting vs Manual Red Teams: Two Different Questions
Autonomous tools test continuously against known technique libraries. Red teams test adversarial creativity. The two answer different questions.
CVE vs Exploit Chain: Why a Single Finding Rarely Matters
A CVE in isolation is background noise. An exploit chain from that CVE to your payment processor is a five-alarm incident. The difference is context.
Cloud Misconfiguration Is Underscanned by Traditional Pentests
Most pentest scopes cover the application layer and skip the cloud control plane. Overpermissioned IAM roles and public S3 buckets are rarely in scope.
The API Security Gaps That Static Analysis Misses
SAST tools find code patterns. Broken Object Level Authorization only shows up when you test how a real token interacts with a real endpoint.
Continuous Security Testing in CI/CD Pipelines Without Slowing Deployment
The objection to security gates in CI/CD is always speed. Here is how to run meaningful security checks without adding 45 minutes to every deployment.
Anatomy of a Software Supply Chain Attack: From Dependency to Production
Supply chain attacks work because dependency trees are large, transitive, and rarely inspected. A hostile package update can execute code in your production environment.
OWASP Top 10 Is a Classification System, Not a Pentest Scope
Ticking off OWASP categories gives you a list of vulnerability classes. It does not tell you whether those classes are exploitable in your specific stack.
How Autonomous AI Finds Exploit Chains Across Code and Cloud
The hard part is not finding individual vulnerabilities. It is tracing how a weakness in a dependency connects to a cloud role and reaches sensitive data.
Security Debt Compounds Faster in Microservice Architectures
Monoliths have one attack surface. Microservices have N attack surfaces and N service boundaries that each need authorization enforcement.
How to Measure the ROI of a Penetration Test
Security spend is hard to justify because value is negative: you are buying the absence of a breach. Here is how to frame pentest ROI in terms a CFO can verify.
The CVE-to-Breach Timing Metric Your Security Program Should Be Tracking
Most teams track time-to-patch. Fewer track time-to-exploit: how fast an attacker could move from CVE disclosure to unauthorized access given your current posture.