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This paper describes the MLLP-VRAIN UPV system for the IWSLT 2026 Simultaneous Speech Translation task, using Parakeet and Qwen 3.5 models with adaptive 'black-box' policies and a RAG mechanism for context, achieving significant quality improvements.