Origin Is All You Need: Provenance-Aware Transformers for Structural Trust-Boundary Separation
Indirect prompt injection (IPI) remains a central safety and security challenge for large language model (LLM) systems because standard transformers lack architectural notion of source authority. Retrieved documents, user inputs, and system instructions are all processed through the same undifferentiated attention mech...