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Lewis Carroll's Alice's Adventures in Wonderland is often seen as delightful nonsense. However, beneath the rich symbolism there is a linkage to chaos, arbitrary authority, and the dysfunctional systems people navigate daily. Nowhere is this clearer than in the surreal croquet match: flamingos as mallets, hedgehogs as balls, hoops that wander around the lawn, and a Queen whose rulings depend entirely on mood. Many professionals recognise this scene not as fiction, but as thei

At ChangeKind we teach practical, ethical AI and data literacy so people lead with confidence and competence, not assumptions. During a recent enterprise-wide Copilot Chat rollout we noticed a pattern: we fixate on bias in historical data while missing the far more the more common bias.  The unconscious bias encoded in our very own prompts. The larger problem beyond historical data Most conversations about AI bias default to datasets: skewed samples, legacy discrimination, la