Anti AI Slop

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

The guardrail that governs production. You write, structure, and price proposal content so slop never appears in the first place. Detection lives in the companion ai-slop-audit skill, and the reasoning gate lives in critical-analysis-business-logic.

Use When

• Apply while drafting or revising every proposal section, table, price narrative, or procurement response.
• Apply before an artefact reaches the separate ai-slop-audit checkpoint.

Do Not Use When

• Use ai-slop-audit when the job is to inspect and grade an existing artefact rather than produce it.
• Do not use this guardrail to fabricate missing client evidence, figures, citations, or proposer credentials.

Inputs