Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

The model is 20% of the problem. Here is the engineering story behind the orchestration, tooling, middleware, and infrastructure that turns a capable LLM into a reliable penetration testing operator.

Applications are prime targets for attackers, and breaches often start with a single vulnerability. Application penetration testing identifies, validates, and helps remediate these weaknesses before they are exploited. Modern PTaaS integrates with DevSecOps and CTEM, providing continuous validation,