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A modular agentic-AI platform that converts a heterogeneous corpus of process-development documents into a queryable, dual-layer knowledge graph is presented and it is anticipated graph-based architectures will see broader adoption in pharma as a means of transforming fragmented document repositories into structured process intelligence.