Resources
Technical Research
Practical analysis from offensive security, security operations, implementation, and incident-response work.
research
Why Manual Validation Still Matters
Automation improves coverage. Human validation establishes context, exploitability, and attack paths.
researchFrom Finding to Fix: Operationalizing Remediation
Why security findings stall, and how ownership, implementation criteria, and verification turn reports into measurable risk reduction.