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New Zealand-localized phishing and smishing detection with selective abstention. Combines a localized feature set (IRD, NZ Post, banks, te reo cues, .govt.nz lookalikes) with classical baselines, fine-tuned transformers, and LLM-as-classifier (Gemini), under a class-conditional deferral layer for human review. Independent research.