The problem
Findings arrive faster than evidence can be checked.
Scanners find vulnerabilities faster than analysts can adjudicate them. AI assistance promises relief, but fluent output with no link to the authoritative record leaves the analyst guessing at the moment of decision, and errors pass through as easily as good answers.