Anti Ai Slop Checklist
A structured pre-ship audit of the five AI fingerprint categories — color, typography, layout, visual effects, motion — that distinguishes intentionally designed output from statistical-average AI output.
$ prime install @community/method-anti-ai-slop-checklist Projection
Always in _index.xml · the agent never has to ask for this.
AntiAiSlopChecklist [method] v1.0.0
A structured pre-ship audit of the five AI fingerprint categories — color, typography, layout, visual effects, motion — that distinguishes intentionally designed output from statistical-average AI output.
Loaded when retrieval picks the atom as adjacent / supporting.
AntiAiSlopChecklist [method] v1.0.0
A structured pre-ship audit of the five AI fingerprint categories — color, typography, layout, visual effects, motion — that distinguishes intentionally designed output from statistical-average AI output.
Label
Anti-AI-Slop Comprehensive Checklist
Trigger
Before shipping any AI-generated or AI-assisted frontend. The test: show the interface to someone and say 'AI made this.' If they believe you immediately — redesign it.
Pass Condition
0 failed checks = distinctive. 1-3 = targeted fixes. 4-6 = generic AI output. 7+ = restart from persona selection.
Loaded when retrieval picks the atom as a focal / direct hit.
AntiAiSlopChecklist [method] v1.0.0
A structured pre-ship audit of the five AI fingerprint categories — color, typography, layout, visual effects, motion — that distinguishes intentionally designed output from statistical-average AI output.
Label
Anti-AI-Slop Comprehensive Checklist
Trigger
Before shipping any AI-generated or AI-assisted frontend. The test: show the interface to someone and say 'AI made this.' If they believe you immediately — redesign it.
Pass Condition
0 failed checks = distinctive. 1-3 = targeted fixes. 4-6 = generic AI output. 7+ = restart from persona selection.
Sources
Label
Anti-AI-Slop Comprehensive Checklist
Trigger
Before shipping any AI-generated or AI-assisted frontend. The test: show the interface to someone and say 'AI made this.' If they believe you immediately — redesign it.
Pass Condition
0 failed checks = distinctive. 1-3 = targeted fixes. 4-6 = generic AI output. 7+ = restart from persona selection.
Source
prime-system/examples/frontend-design/primes/compiled/@community/method-anti-ai-slop-checklist/atom.yaml