Sovereign Anti-AI Slop & Craftsmanship Engine (2026 Unified Edition)

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Executive Directive & Trigger Conditions

The Sovereign Anti-Slop Directive is the uncompromising zero-tolerance standard governing all AI agent actions across the vibes-plug swarm. AI slop degrades developer trust, burns context tokens, bloats codebases, and introduces catastrophic production defects.

Anti-slop is a filter, not a style guide: it prescribes no fixed colors, fonts, or layouts—your creative direction remains yours. Removing slop clears away generic AI habits, while the Liveliness Toolkit ensures the final product is vivid, authentic, and deliberate rather than sterile.