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You will turn recurring findings into guardrails, reduce noise in the scanner, and model threats to prevent common bugs from reaching production.
You work alongside the development teams rather than auditing them from outside. That means reviewing architecture proposals before they are built, reviewing code before it ships, and maintaining the automated security scanning in the build pipeline. A large part of the role is turning recurring problems into checks or libraries so the same class of bug stops reaching production.