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First-pass poisoning in neural solvers can drastically undermine solution accuracy, but clever data augmentation can flip the script, boosting performance from near-zero to nearly perfect.
AI literacy isn't just about knowing facts; it's about building cognitive antibodies through exposure to AI's flaws, like sycophantic validation and authority projection.