🔥 A Mind That Dissects Systems

🔥 Trust and Culture Beyond Technology

🔥 Code That Fixes, Not Just Runs

The Visibility Principle: How Internal Vulnerability Visibility Shapes Remediation Behavior

A practical, research-informed look at why transparent internal vulnerability visibility can increase remediation participation and improve patch outcomes—through accountability, perceived surveillance, and deterrence mechanisms.

December 29, 2025 · 6 min · 1080 words

Attack Surface Management in 2025: Why Continuous Visibility is Essential

Why continuous visibility and attack surface management (ASM) are essential in 2025, with key trends, survey insights, and practical takeaways.

December 22, 2025 · 11 min · 2330 words