Developed resource isolation enhancements for the ollama/ollama repository by implementing cgroups-based memory and CPU limitation support using Go. This work introduced functions to retrieve resource information according to current cgroup settings, improving system programming practices and enabling more predictable resource usage in multi-tenant environments. The approach included enhanced error handling and targeted logging improvements, which reduced unnecessary log noise while preserving critical telemetry for observability and debugging. By addressing a compile-time issue related to the new feature and refining resource management capabilities, the changes increased reliability and established a foundation for scalable deployments within the project’s infrastructure and operational workflows.