Synaptic gadgets with built-in sensing-computing-storage features are rising as promising technological options to interrupt the reminiscence wall within the von Neuman structure computing system. The 2D semiconductors are superb candidate supplies for synthetic synapses on account of their superior digital and optoelectronic properties. On this work, we report strong optoelectronic synapses realized on wafer-scale steady MoSe2 with Te-doping-induced tunable reminiscence features. A novel defect engineering technique of substitutional doping of Te has been adopted to induce Se vacancies within the chemical vapour deposition (CVD) progress MoSe2 movies. These vacancies introduce defect states as deep entice ranges within the band hole, enabling environment friendly cost trapping and considerably prolonging the decaying time. The presence of Te doping and Se vacancies was confirmed by PL, Raman, and XPS characterization. Extremely-high vacuum (UHV) stencil lithography approach has been adopted for the fabrication of arrayed optoelectronic gadgets that exhibit excitatory postsynaptic present paired-pulse facilitation as much as 195% underneath ultraviolet illumination. Subsequently, important synaptic behaviors just like the spike-number-, spike-rate-, and spike-intensity-dependent plasticity have been demonstrated, together with the in-sensor computation software of {hardware} picture sharpening functionality. This work presents a brand new methodology of emptiness engineering in large-scale 2D semiconductors for future software in built-in neuromorphic gadgets.