We present a noteworthy transient AT 2021aeuk exhibiting three distinct optical flares between 2018 and 2023. It is hosted in a radio-loud narrow-line Seyfert 1 galaxy, with an optical image showing a minor tidal morphology and a red mid-infrared color (W1 − W2 = 1.1). Flares II and III exhibit rapid rises, and long-term decays (≳1000 days) with recurring after-peak bumps. The g − r color after subtracting the reference magnitude exhibited a rapid drop and recovery during Flare II, followed by a minor after-peak evolution in blue colors. We applied a canonical tidal disruption event (TDE) fitting on the light curves, which gives a decay index p of −2.99−0.14+0.13 for Flare II and −1.61−0.65+0.34 for Flare III. The blackbody fitting shows lower temperatures (∼103.8 K) with minor after-peak evolution. The blackbody radius (≳1016 cm) and luminosity (∼1045 erg s−1) are larger than the typical TDE sample’s. The time lag (in rest frame) between the ZTF g and r bands ( τg,r=3.4−0.9+1.0 days) significantly exceeds the prediction from the standard accretion disk. Pre-burst spectra reveal prominent Bowen fluorescence lines, indicating a vigorous or potentially long-lasting process that enriches the local metallicity. Additionally, we derived black hole masses of logM•=7.09−0.31+0.18M⊙ and logM•=7.52−0.10+0.08M⊙ using Hβ and Hα emission lines. The variation and recurring features of AT 2021aeuk are not likely induced by the radio-beaming effect or Type II superluminous supernova; however, we cannot rule out the possibility of TDE or enhanced active galactic nuclei accretion process. The unusually high occurrence of three flares within 5 yr may also induced by the complex local environment.
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