End‑to‑End Safety: A Walkthrough Using an Open‑Source Model Runtime1. Building the baseline risk assessment frameworkBefore any code is writ

End‑to‑End Safety: A Walkthrough Using an Open‑Source Model Runtime1. Building the baseline risk assessment frameworkBefore any code is written, the team defines a safety charter that lists core criteria such as prohibited content, data provenance checks, and bias metrics. For example, provenance checks verify that every training sample can be traced back to a licensed source, while bias metrics compare model outputs across protected attributes. These criteria become the baseline against which all later automated checks are measured.2. Automating safety checks in the CI/CD pipelineBecause Ollama runs open‑weight models locally on a developer’s PC, it can be invoked from scripts...