BlogPerspective
The catalogue is not the boundary of the attack surface
A weakness does not start working on the day it gets an identifier. It was already working. The identifier is just when defenders found out.
· 5 min read
Blog
Blog
Perspectives on adversarial security, validated exposure and how attack paths cross tool boundaries.
BlogContinuous validation
What continuous security testing should actually mean
Frequency tells you how often a tool runs. Continuity tells you whether security state survives between runs.
· 3 min read
BlogSecurity validation
A vulnerability is not an attack path
A finding matters differently when it exposes a credential, crosses a trust boundary or creates access to sensitive data.
· 3 min read
BlogAI Security
AI security regression is a release problem
A model can improve on its intended task and regress on a security boundary at the same time.
· 3 min read
BlogSaaS & Identity
Shared responsibility is not shared testing
Most SaaS incidents are not vendor platform breaches. They are customer-side identity, permission and integration failures.
· 5 min read
BlogSaaS & Identity
Why a password reset may not end a SaaS compromise
Passwords are only part of effective access. OAuth grants, sessions and service credentials can outlive the credential that started the incident.
· 3 min read
BlogRemediation
A security ticket is not proof that a vulnerability is fixed
Done means the task changed state. Fixed means the security condition changed state.
· 3 min read
BlogAI Security
An AI agent with tools is an identity with reach
The interesting question is not whether a model can be talked into saying something. It is what the agent behind it is allowed to do.
· 5 min read
BlogPerspective
Attackers don't see findings. They see paths.
A severity score describes a weakness in isolation. An adversary is interested in the third hop, not the first.
· 6 min read
Stop assuming you are secure. Prove it.
Continuously test what an attacker can actually reach across your applications, SaaS identities, internal infrastructure and AI systems.