Automation model

Good automation is deterministic, observable and safe to rerun. Define inputs, validate assumptions, make the change, capture the result and provide a clear failure path.

Input → Validate → Execute → Verify → Report

Engineering rule

Automate the process only after the manual process is understood. Prefer idempotent operations and explicit logging over opaque “magic” workflows.