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Book 2 - The Fairness Test When Lily asks Scout to ""show me the world's greatest inventors,"" she expects diversity. She gets tall men in white lab coats. All the same. The list narrows further with every prompt - women inventors, inventors under thirty, inventors from Africa and Asia and South America - and Scout's confident answers grow strangely thin. Something is wrong. But what? This is the book where children meet the most important word in modern AI: bias. Not bias as cruelty, not bias as malice - but bias as the natural shadow cast by incomplete training data. Dr. Sparks's gentle explanation lands with rare clarity: ""Bias isn't always a choice. AI learns from examples made by humans, with all the gaps humans have."" The children become fairness detectives. They notice who is shown, who is missing, and why. They ask Scout to widen the lens. They name the geniuses Scout forgot - Ada Lovelace, Marie Curie, Gitanjali Rao, and from their own civilization, Ibn al-Haytham (the father of optics) and al-Khwarizmi (whose name lives on inside every algorithm Scout uses). The list grows fairer because the children make it fairer. The lesson is delicate and powerful: attack the problem, not the tool. Children leave this book with a critical-thinking habit that travels far beyond AI - into media, into history, into the everyday question of who is included and who is left out. Aligned to AI4K12 Big Ideas 3 (Learning) and 5 (Societal Impact), ISTE 1.2 Digital Citizen, CSTA 1B-IC-18, and the Saudi MOE Digital Competency Framework. Includes a 7-term glossary, 4-prompt activity worksheet, classroom discussion questions, and bilingual educator alignment guide. ""What's missing from the data is missing from the answer."" The second book in the Scout's AI Adventures series.

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