Local Guardrails for Secrets Security in the Age of AI Coding Assistants

Software supply chain security used to feel like a problem that lived somewhere else. The repository and build system were top of mind. Package registries, continuous integration and continuous delivery pipelines, release automation, cloud platforms, and artifact stores also became the focus of concern. These still matter and need protection, but the attack surface has shifted closer to where developers work every day. The developer laptop is no longer just the place where code gets written. It