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Through the confluence of synthetic bio-nanotechnology, AI-guided immunogenomics, and spatial immunomics, this review reframes ocular immunotherapy and redefines how tolerance and immunity might be programmatically regulated within ocular tissue. We synthesize recent advances in bispecific T-cell engagers, oncolytic viro-immunotherapy, mRNA and dendritic-cell vaccines, and engineered CAR\/TCR-T platforms, highlighting how they collectively reconfigure the ocular tumor microenvironment from immune-silent to immune-responsive. Logic-gated antibodies, ROS-responsive nanocarriers, and CRISPR-assisted checkpoint reprogramming are added to the notion of \"precision immune engineering\". These developments are intended to temporarily alter immune privilege without sacrificing visual quality. Lastly, we suggest a systems-level model for ocular immuno-oncology 2.0, where immune privilege is not an unchangeable barrier but rather a configurable circuit for therapeutic orchestration. One element of a dynamic, closed-loop immune-engineering architecture is checkpoint inhibition. This platform offers the possibility of long-lasting, vision-preserving disease treatment by combining AI-driven neoantigen detection, liquid-biopsy feedback loops, and flexible delivery biomaterials. 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