February 2025 delivered a scalable, environment-isolated foundation across EquiStamp/AISI-control-arena and ca-k8s-infra, enabling faster, reliable ML workflows and standardized deployments. Key work included infra scaffolding and environment bootstrap for sandboxed kind-cluster deployments, end-to-end dataset download and training resource management, and major tooling optimizations that reduce build times and complexity. Additionally, the team moved to Helm-based deployment for Ray infrastructure with explicit environment propagation, automated per-environment MinIO bucket setup, and prebuilt task images to simplify storage workflows. UX and reliability improvements — including clearer prompts, inotify-based file monitoring, environment handling fixes, and enhanced docs/build configuration — further reduced operational toil and improved developer experience. Overall, this month’s work accelerates deployment velocity, enhances isolation and reproducibility, and strengthens the platform’s data and compute pipelines.