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        "text": "The result is a paperwork deluge that has left job centers straining under the volume. Tasks that once required legal aid or lengthy correspondence can now be produced at scale, lowering the barrier to contesting official decisions and turning routine notices into disputed cases across the welfare system.",
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        "text": "Notably, the objections are not merely noise: more than a quarter of the appeals succeed. That success rate suggests the wave of AI-assisted pushback is surfacing genuine errors in official decisions, giving claimants new leverage while raising broader questions about fairness, access, and how administrative bodies will adapt to citizens armed with language models.",
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