AI-Driven Security Challenges: Context Collapse and Blind Spots in Bugcrowd's Insights

Braden Russell, Chief Technology Officer at Bugcrowd, says security teams are not failing because they cannot detect threats. But because everything looks urgent. And AI is flooding programs with noise.

The bigger problem is not the vulnerability volume, Russell highlights; it is context collapse. Without context, everything looks equally urgent.

Broken access control flaws are exploding applications because developers are shipping faster, and AI is accelerating complexity. All this as teams try to understand what they deployed.

🧑💻 The LLMs and the AI models that are coming out now are just dumping thousands of vulnerabilities.
🧑💻 External researchers often spot exploitable weaknesses that internal teams mentally normalize over time.
🧑💻 Developers are under enormous pressure to ship features quickly, while proper access control takes a long time

Russell says that trust between researchers, triage teams, and internal defenders is becoming one of the few remaining ways to separate real operational danger
from automated garbage.

Build programs where external researchers are treated like operational partners instead of disposable ticket generators.

📽️Watch Russell speak about mature security programs developing dangerous blind spots even after investing heavily in tooling: 👉
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