AI Side Hustles 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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Prompt QA: Test Suites That Catch Bias, Vagueness, and Hallucinations

James FristikDecember 22, 2025December 22, 2025010 mins

There are certain household moments that sharpen a parent’s instincts faster than a kettle coming to boil. One of them is when your child says, “Dad, watch this,” and you, without so much as a committee meeting in your head, scan the room for sharp corners and stray LEGO bricks. That watchful habit, that quiet caution before chaos,

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Tag: AI Side Hustles

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

Prompt QA: Test Suites That Catch Bias, Vagueness, and Hallucinations

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