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Hybrid GenAI Transaction Categorization is a privacy-first AI system that automatically classifies natural language financial transactions into categories and merchants. It uses a hybrid pipeline combining an ONNX-optimized DistilBERT classifier with an LLM fallback for low-confidence cases, ensuring both speed and reasoning capability. The system