Break AI Slop

What it does

"AI slop" is mass-produced output that technically answers the question but carries no real expertise. This skill inserts a mandatory pre-flight protocol before execution:

1. Locate the real expert — not "a senior XX professional" (a costume), but a concrete practitioner with a specific context; then extract their tacit knowledge: instincts, alarm signals, and the plausible approaches they would never use.
2. Visualize the typical failure — describe what a bad result concretely looks like, not vague meta-labels like "not deep enough".
3. Find the deep failure — if every common mistake is avoided and it's still wrong, is the goal, a premise, the evaluation metric, an invisible constraint, or the read of the user's real need at fault?
4. Distill the core constraint — compress it into one sentence that outranks every default and "best practice" during execution.

The reasoning is printed so you can inspect and correct it, and the protocol re-runs if the task pivots.

Who it's for

• Anyone handing the AI work where a bland, safe answer is the worst outcome: strategy, design proposals, decision docs.
• People frustrated that AI answers always read like a textbook summary.
• Engineers doing architecture reviews or incident analysis, where one wrong premise invalidates the whole conclusion.

Examples

• "Rewrite this landing page copy — no slop" → the model first states a veteran copywriter's judgment criteria and what failed copy concretely looks like, then writes.
• "Design a pricing policy for our product, slop check" → rules out pricing moves that sound sensible but insiders never use, and lands on "core constraint: optimize for upgrade rate, not churn."
• "Analyze the root cause in this incident report, anti-slop" → surfaces the signals a seasoned SRE reacts to, the misdiagnosis novices make, and whether the investigation's premise was wrong from the start.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/suyuan2022/suyuan-skill/HEAD/break-ai-slop/SKILL.md

What I want: (describe your task here)

Install the skill I found on AI Skill Mart.
Copy the break-ai-slop folder from the GitHub repo suyuan2022/suyuan-skill into my ~/.claude/skills/break-ai-slop/.
When it's done, tell me in one line what this skill can do.