The Unlimited-OCR framework enables one-shot extraction of text from massive, long-horizon documents. It bypasses traditional windowing constraints by utilizing a sliding-window approach with overlapping context. This method prevents text truncation during processing. Developers can now digitize oversized blueprints or complex schematics without losing critical spatial data or structural coherence.