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This study presents a dual amplification approach for sensitive RNA detection using gold-iron oxide (Au-Fe<sub>3</sub>O<sub>4</sub>) magnetic superstructures. In the search for alternatives to reverse transcription quantitative polymerase chain reaction (RT-qPCR) methods, many nanotechnology-based cyclic amplification techniques suffer from insufficient sensitivity due to limited signal enhancement. To overcome this limitation, we have developed a 2-fold duplex-specific nuclease (DSN)-assisted amplification process that enhances detection efficiency. This method employs a "Nano-Oligo sensor" based on a bifunctional Au-Fe<sub>3</sub>O<sub>4</sub> nanostructure that anchors two single-stranded DNA (ssDNA) probes, enabling enhanced target binding and amplification. The detection mechanism involves the hybridization of probes to target RNA, followed by DSN-mediated cleavage, which releases small RNA fragments that further interact with other probes, triggering continuous amplification cycles. This sensor achieved a detection limit of 1.2 fM with high specificity against nontarget sequences. It successfully detected Dengue RNA without the need for RNA extraction, showing a strong correlation with RT-qPCR results across dilutions. This approach offers a rapid, extraction-free diagnostic platform, making it highly suitable for RNA detection and clinical outbreak surveillance.