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Moral dilemma and discovery: Dr. Sabrina, consulted by Ayan after he notices artifacts, analyzes the upscaled frames and detects hallucinated content — the model has started "inventing" faces and textual details by merging patterns from its training data. Worse, she finds the model biased: when reconstructing protest scenes, it subtly alters signage and placards to change perceived slogans, sometimes inserting pro-government language where dissent had originally appeared. The training dataset included censored television feeds and government-approved footage; the AI learned those patterns and tends to prefer them.

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