A vulnerability is only part of the problem. Understanding how it is exploited, why the defense failed, and how to fix it is what makes the difference. We break down attack techniques and vulnerable implementations, then examine the engineering decisions that prevent and remediate them.
The techniques demonstrated here are intended for authorized testing and controlled environments. Never test systems you do not own or have explicit permission to assess.
Investigate security flaws in AI-enabled applications through controlled reproductions and practical hardening, or explore techniques used throughout the attack lifecycle.
Reproduce vulnerabilities in AI-enabled application workflows, inspect the root cause, and compare vulnerable implementations with hardened code and verification results.
Explore the series →Explore the stages of a penetration test, from information gathering to post-exploitation, and understand what each stage can reveal about a target's attack surface.
Explore the series →A compromised system can mean far more than a technical incident. Operations can stop. Sensitive data can be exposed. Customers can lose trust. Revenue can disappear while teams are still trying to understand what happened.
Attackers do not need to break everything to cause damage. A single exposed service, stolen credential, or exploitable vulnerability can be enough to compromise a system or disrupt a business workflow.
CPI examines how these attack paths work, what makes them possible, and how security weaknesses can be addressed in the underlying implementation.
The focus is on technical evidence, root causes, and practical remediation, not just identifying that a vulnerability exists.