During February 2025, 1026@newbitcoincity.com enhanced the Named Entity Recognition pipeline for the eternalai-org/truly-open-ai repository by expanding its extraction capabilities to include nouns and noun phrases, not just traditional named entities. This work involved targeted system prompt engineering and updates to example data, all implemented in Python with a focus on natural language processing techniques. The enhancement increased the contextual richness of extracted data, supporting improved analytics, search, and downstream model refinement. Although no bugs were addressed during this period, the feature demonstrated thoughtful application of AI development skills and contributed to broader contextual understanding within the system.