AbstractStimuli‐responsive circularly polarized luminescence (CPL) materials have been attaching wide attention in the field of optical information storage and encryption, while still facing the challenge of the realization of high luminescence dissymmetry factors (glum). This work presents a pair of stimuli‐responsive chiral co‐assemblies P7R3 and P7S3 by combining polymer PFIQ containing iso‐quinoline units with chiral inducers. The obtained chiral co‐assemblies can reversibly undergo significant modification in CPL behavior under trifluoroacetic acid (TFA) fumigation and annealing treatment, with the |glum| values exhibiting a reversible shift between 0.2 and 0.3. Moreover, the chiral co‐assemblies before TFA fumigating can effectively induce achiral emitters to generate intense full‐color CPL signals through CPL energy transfer (CPL‐ET), with the corresponding |glum| values larger than 0.2. Moreover, information encryption and decryption as well as a multi‐level logic gates application are achieved by leveraging the reversible stimuli‐responsive CPL activity of the chiral co‐assembly. This work provides a new perspective for the construction of stimuli‐responsive chiral luminescent materials with large |glum| values and the activation of CPL behavior in achiral emitters.