This study introduces CGG-AAA mismatched cavity hairpin ThT-light nucleic acid switches (CHTLNAS) that achieve over 500-fold fluorescence enhancement of Thioflavin T (ThT), outperforming conventional nucleic acid conformations. The switches enable label- and enzyme-free detection of tetracycline (LOD 0.64 nM) and berberine (LOD 0.55 nM) within 10 minutes in real samples, and facilitate stable intracellular ThT imaging with prolonged nuclear-entry time (>8 h). Clinically, this platform offers a universal, practical tool for small-molecule sensing and cellular imaging without the need for G-quadruplex or other specialized conformations.