Abstract Flexible neuromorphic electronics are attracting increasing attention as promising platforms for bio-integrated and wearable computing. However, achieving stable and reproducible synaptic functionality on soft substrates remains challenging. This difficulty mainly originates from material instability, fabrication complexity, and limited controllability of transient charge dynamics, which hinder faithful emulation of essential synaptic behaviors such as short-term plasticity (STP).