Anti AI Slop

Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

The guardrail that governs production — writing/designing/coding so slop never appears in the first place. Detection lives in the companion ai-slop-audit skill.

Use When

• Generating ANY output that a person will read, use, or judge: text, document, UI, code, image brief, social post, slide, spec, plan, proposal, or marketing copy. This is a live constraint, not a final-only gate.
• You reach for a banned word, a generic placeholder, an unverified figure, or a template default — stop and correct it in place.

Do Not Use When

• Never skip it. This skill applies to every generated artefact. If the output is trivial, the ship-gate still takes seconds.

Required Inputs