Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Many sensitive documents don’t fit cleanly into standard categories, and traditional approaches like regex or broad classifiers often create noise and false positives. In this video, we walk through how to use Nightfall’s prompt-based file classifiers to detect business-critical documents based on intent, not brittle patterns or custom model tuning.

Before investing in new security tools, it’s critical to understand what your current stack is actually delivering. Barmak Meftah spoke about the importance of baselining existing investments to truly grasp risk acceptance versus real risk exposure. Without that foundation, new acquisitions lack context and are often driven by trends rather than necessity. Smarter decisions come from understanding:︎ What is already deployed︎ How it is configured︎ Where exposure persists.

On this episode of The Cybersecurity Defenders Podcast we speak with Rebekah Skeete, Executive Director and CEO of BlackGirlsHack Foundation. Rebekah dives into how BGH is helping to increase diversity in cybersecurity by bridging the gap between what is taught in educational institutions and what is necessary for careers in cybersecurity.