Alt+Penguin

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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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: Prompt QA

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

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

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