Demystifying AI Exploits: A Blueprint for AI-Assisted Vulnerability Management
Brief
Written by: Jules Czarniak
Introduction
As highlighted in the Mandiant M-Trends 2026 report , the mean time-to-exploit (TTE) has dropped to -7 days, meaning vulnerabilities are often exploited a week before a patch even exists.
To keep pace, many security teams are exploring how to integrate large language model (LLM) agents into their codebases, development environments and continuous integration and continuous delivery (CI/CD) pipelines for automated vulnerability discovery and remediation. However, deploying privileged artificial intelligence (AI) agents without mature integration processes introduces new architectural risks.