consulting

Overview of AI consulting on Linux: how experts leverage open-source stacks, containers, and GPU acceleration to speed model development and deployment. Covers MLOps pipelines, security hardening, reproducible environments, and cost‑efficient scaling across on‑prem and cloud. Highlights distro choices, CUDA/ROCm setup, automation with Ansible, and practical steps to deliver measurable ROI fast.