In biological species, optogenetics and bioimaging work together to regulate the function of neurons. Similarly, the light‐controlled artificial synaptic system not only enhances computational speed but also simulates complex synaptic functions. However, reported synaptic properties are mainly limited to mimicking simple biological functions and single wavelength responses. Therefore, the development of flexible synaptic devices with multiwavelength optical signal response and multifunctional simulation remains a challenge. Here, flexible organic light‐stimulated synaptic transistors (LSSTs) enabled by AlOX with a simple fabrication process are reported. By embedding AlOX nanoparticles, the excitons separation efficiency is improved, allowing for multiple wavelength responses. Optimized LSSTs can respond to multiple optical and electrical signals in a highly synaptic manner. Multi‐wavelength optical synaptic plasticity, electrical synaptic plasticity, sunburned skin simulation, learning efficiency model controlled by photoelectric cooperative stimulation, neural network computing, “deer” picture learning and memory functions have been successfully proposed, which promote the development for future artificial intelligent systems. Furthermore, as prepared flexible transistors exhibit mechanical flexibility with bending radius down to 2.5 mm and improved photo‐synaptic plasticity, which facilitating development of neuromorphic computing and multi‐function integration systems at the device‐level.This article is protected by copyright. All rights reserved