Problem: AI Repeats Itself

The AI repeats itself. The AI repeats itself. The AI repeats… You get it. 

Why it Happens

Attention mechanisms get “stuck” in loops, especially with low temperature settings or when uncertain.

The Fix: 

Try these solutions in order until one works

Ban Repetition

Add to Prompt:  “Do not repeat any phrases or ideas”

[Why it works: Explicit constraint]

Variation Requirement

Add to your prompt: “Each point must be unique and different”

[Why it works: Forces diversity]

Break the Loop

 When it happens, prompt: “Stop. Start over with a different approach”

[Why it works: Resets attention]

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