When Discovery Outpaces Remediation: Modeling AI-Accelerated Vulnerability Discovery in Interconnected Systems

Advanced AI systems for code analysis, binary analysis, fuzzing orchestration, and penetration-test planningmay significantly increase the rate at which latent vulnerabilities are discovered. While improved discovery can benefit defenders, it can also overload remediation pipelines and accelerate...

Attackers Don’t Need Signatures. Neither Should Your Defense.

How signatureless detection closes the most dangerous gap in enterprise vulnerability management — and why CISOs are rethinking their approach to exposure. Continuous Threat Exposure Management The Hidden Limitation Costing You Sleep Every CISO faces the same unanswered question after a board...

Zero-Day Zero: The AI Attack That Just Ended the Era of the Forgiving Internet

Why the Exploit Window Has Collapsed and How CISOs Must Pivot to Survive For decades, cybersecurity was a game of time. We banked on the buffer between a vulnerability’s disclosure and its widespread exploitation. We relied on the forgiving internet, where human attackers needed days or weeks to...