Chain-of-Verification Archives

25 Meta-Prompts That Self-Debug & Improve Their Own Outputs

James FristikJanuary 6, 2026January 2, 202608 mins

Meta prompts turn AI into its own editor. Instead of trusting the first draft, you run a loop: draft, critique, verify, rewrite. This post shares 25 reusable prompt templates that self-debug clarity, accuracy, structure, and tone, so creators and small businesses ship cleaner work faster. Build a repeatable quality system with Alt+Penguin.

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The AAA Test: Accuracy, Actionability, Accountability for Every Prompt

James FristikJanuary 3, 2026January 2, 202607 mins

The AAA Test makes prompts reliable: Accuracy keeps outputs grounded, Actionability turns advice into steps you can follow, and Accountability makes results traceable and repeatable. This post gives you a simple scorecard, a practical workflow, and two copy-paste meta prompts to audit and improve any prompt before you publish, sell, or automate it.

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Tag: Chain-of-Verification

25 Meta-Prompts That Self-Debug & Improve Their Own Outputs

The AAA Test: Accuracy, Actionability, Accountability for Every Prompt

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