<p>Intelligent three-dimensional displays require both powerful computing capabilities and high display performance, yet these metrics have long been constrained by the inherent trade-off between efficiency and image quality. Here we introduce circularly polarized bulk-heterojunction memory-computing organic light-emitting diodes featuring an integrated memory-processing-display architecture to break this long-standing limitation. The bulk-heterojunction memory-computing organic light-emitting diode incorporates a chiral bulk-heterojunction active layer formed by an achiral emissive polymer and chiral small molecules. Through precise control of the blend composition, we co-engineer supramolecular ordering and carrier dynamics, enabling the in situ modulation of synaptic weights and multilevel conductance states. This effectively transforms organic light-emitting diodes from passive light emitters into an integrated memory-computing-display system with enhanced computing efficiency and polarized emission. The optimized device achieves a peak luminance of 22,306 cd m⁻², a high circularly polarized electroluminescence dissymmetry factor of 0.92, together with ultralow energy consumption of 1.78 pJ per spike. Hardware validation using a 64 × 64 device array demonstrates uniform and distinguishable 5-bit conductance distributions, with an energy consumption of 0.046 nJ per device and 17.472 nJ per pixel per computation. We further integrate our bulk-heterojunction memory-computing organic light-emitting diodes into a neural radiance field framework, enabling stereoscopic greyscale three-dimensional scene reconstruction on 100 × 180 arrays. This memory-computing-display integration strategy provides a promising pathway towards intelligent display technologies.</p>