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Maya opened it on a Tuesday morning, coffee still steaming, receipts crumpled in the pocket of yesterday's jacket. The interface hummed with polite algorithms; a small avatar greeted her like a concierge who had memorized everyone's nicknames. "Welcome back, Maya. I found three deductions you might like."