The Pipeline Problem: Why Building AI-Powered Vulnerability Scanners Is Harder Than It Looks
Anthropic’s open-source vulnerability framework reveals the brutal architectural trade-offs in combining LLMs, static analysis, and dynamic fuzzing into a single security pipeline.
