business strategy

AI has left the slide deck for the shell: this Linux-first guide shows how ops teams can turn on-prem data into high-ROI pipelines using Bash and Python. It covers why AI is feasible without GPUs, install commands (apt/dnf/zypper), quick-win patterns, a scikit-learn anomaly detector with a FastAPI endpoint, CLI integration, cron-driven automation, monitoring and guardrails, real wins, common pitfalls, and concrete next steps.