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How attackers think, written down

Long-form perspective from the people who run the engagements — on attack surface, detection economics, and the decisions that actually change an adversary's behavior.

Attack SurfaceFeatured

Why most zero-days start as forgotten assets

The dangerous part of an unknown asset is not that it is vulnerable. It is that no one is watching it long enough to notice when it becomes a problem.

Bilal Khan·May 12, 2026·6 min read

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Red team vs penetration test: choosing the right engagement

They are not the same service at different price points. They answer different questions, and buying the wrong one wastes a real opportunity.

Ahmed Raza·April 3, 2026·7 min read

The economics of an attack path

Attackers are rational actors with budgets. Understanding their cost model tells you which defenses actually change their behavior.

Bilal Khan·February 18, 2026·6 min read

Attack surface management for cloud-native teams

In a cloud-native estate, the attack surface is defined by code, changes every deploy, and is owned by everyone. Old inventory habits cannot keep up.

Bilal Khan·January 9, 2026·7 min read

Vulnerability Management

Beyond the CVE: why context decides risk

A CVSS score describes a vulnerability in a vacuum. Risk lives in the context the score throws away — where the asset sits and what it guards.

Ahmed Raza·November 20, 2025·6 min read

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