Independently evaluate where AI-assisted development tools, primarily Claude Code, alongside comparable tools as needed, add genuine value, for example, scaffolding and legacy code comprehension, while applying extra human scrutiny to auth-adjacent or compliance-sensitive logic. This role emphasizes using AI coding tools to develop software efficiently, while owning the judgment calls AI cant make, including reviewing, testing, and correcting AI-generated work, and taking end-to-end ownership of delivery from specification through production.