Sensory adaptation is a very important function of the biological nervous system to maintain survival. It helps us to better perceive, understand, and adapt to the environment. Therefore, building artificial sensory adaptation systems through neuromorphic devices is a goal that humans have been continuously pursuing. Unfortunately, current research has either based on individual adaptive devices or employed complex processes. At present, a facile fabrication of adaptive device arrays is still a great challenge. Herein, a maskless ionotronic double‐gate oxide transistor array with pattern adaptation function is demonstrated using femtosecond laser process. Such process is a maskless patterning technology and free of chemical contamination, enabling a facile integration of device arrays. The as‐fabricated transistor exhibits a low subthreshold swing of 265 mV dec−1 and a reasonable current switching ratio of ≈103 under a low operating voltage of 1 V. Interestingly, it can achieve a transition from nonadaptive to adaptive behavior by the other gate terminal. Moreover, the desensitization behavior after adaptation can be realized for mimicking the self‐protection capability of biological sensory systems. Finally, a 2 × 2 transistor array is demonstrated for emulating the experience‐dependent pattern adaptation ability in the human brain. Therefore, this adaptive device array using femtosecond laser process may provide a good opportunity for the artificial sensory adaptation systems and the next‐generation bionic robots.