sysadmin automation

A practical guide for sysadmins to supercharge shell workflows with AI. It showcases Bash scripts that call ML/LLM APIs to parse logs, detect anomalies, summarize incidents, suggest fixes, and generate commands. Coverage includes cron-ready monitoring, security scanning, capacity planning, backup checks, and ChatOps. It closes with tips on managing API keys, rate limits, prompts, and guardrails for safe, auditable automation.