automation-level-advisor

@minwoopark2026

Acts as an AI-automation consultant for non-developers. Use this skill when a non-technical person is wondering whether or how to use AI for a specific task, asks "should I automate X?", asks how much they can hand off to AI, or invokes the skill by name. It interviews the person in plain language, classifies their task by the RIGHT LEVEL OF HUMAN INVOLVEMENT (oversight / loop level, NOT economic ROI), and produces an execution plan plus two saved report files (Markdown and HTML). Do NOT use it for pure cost/benefit ROI estimation, or for developer-facing agent engineering questions.