Break AI Slop

AI slop = mass-produced, generic, shallow output that technically answers the question but lacks real expertise. It comes from the AI's default behavior: pattern-matching against training data instead of reasoning from domain-specific knowledge.

This skill forces a cognitive calibration before execution. Not "think step by step" — but "become the right person, then do the right thing."

The Protocol

Before executing ANY task, complete all 4 steps. Do not skip. Do not abbreviate. Output your reasoning for each step, then begin execution.

Step 1: Locate the Real Expert

In the real world, who actually does this well — and in what context?

Do NOT answer with "an XX expert" or "a senior XX professional." That's a costume, not a person.

Be specific: what scene, what background, what kind of experience. A person who has done this hundreds of times, made mistakes, built intuition, and now operates with a feel for the work that no textbook captures.