Abstract Thermal instability and interphase degradation limit the safety and durability of energy storage systems. To overcome these issues, an advanced carbonate‐based electrolyte is designed by introducing 2,5‐dichlorothiophene (DCT) as a multifunctional additive. The dynamic interphase by DCT at cathode surface not only blocks solvent molecules from cathode for suppressing side reactions under high temperature, but also promotes Li + accumulation via its chlorine‐induced electron‐withdrawing effect to boost Li + migration; thereby synergistically enhancing interphase transport kinetics and thermal resilience. Simultaneously, DCT shows preferentially coordinating capability with Li + , and thus weakening Li + ‐solvent interactions and facilitating the formation of a robust solid electrolyte interphase on Li anode. This synergistic strategy, integrating interfacial self‐assembly and solvation structure regulation, enables Li/LiFePO 4 (LFP) cells with DCT‐assisted electrolyte achieve outstanding electrochemical performance, i.e., 86.4% capacity retention after 600 cycles at 1 C with a low N/P ratio of 5.3, 80.4% after 500 cycles at 5 C, and 91.3% after 150 cycles at 60 °C. Furthermore, this advanced electrolyte system supports over 1500 hours of stable Li plating/stripping at 1 mA cm −2 in Li/Li cell, and over 450 cycles under 60 °C in Li/Cu cell. This work opens a new avenue to high‐temperature‐tolerant, fast‐charging energy storage systems by stabilizing the electrode/electrolyte interphase.