Anti-Slop
A 4-category quality framework that detects and eliminates AI-generated writing patterns: banned phrases, structural sins, voice violations, and content sins.
Anti-slop is the quality layer that separates Knowledge OS content from generic AI output. The framework detects 30+ patterns across 4 categories. Banned phrases ("unlock", "empower", "game-changing") are auto-rejected. Structural patterns (em-dash overuse at 2 per article max, paragraph uniformity) are flagged for rewrite. Voice violations (missing operator perspective, too polished) require human review. Content sins (claims without evidence, features-as-benefits) trigger the skeptical buyer critique. The system catches patterns that Grammarly and human review miss.
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