break-ai-slop

Break AI Slop — force the AI to think like a real expert before doing anything. Extracts tacit knowledge, surfaces hidden failure modes, and distills the one constraint that decides success or failure. Use before any non-trivial task to eliminate generic, low-quality AI output. Triggers: 'break-ai-slop', 'anti-slop', 'slopbreak', 'slop check', '行家模式', '专家预检', '防止AI水货', '别给我水货', '认真做', '先想清楚再做', '这个别敷衍', '高质量输出'.

Install

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

Similar tools

• wait-what
• karpathy-guidelines 232,934 ★
  Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code t
• discernment-nudge 194,218 ★
  After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted art
• timeline-report
• weekly-digests