LLMs

Large language models (LLMs) are the foundation of generative AI — neural networks trained on massive text corpora that can generate, summarize, translate, and reason over natural language. In healthcare, LLMs alone are not enough: hallucinations, lack of provenance, and inability to apply specific payer or provider policy make them unsafe for production decisions without significant additional infrastructure. Penguin Ai's platform pairs LLMs with healthcare-specific data layers, governance, ontologies, and human-in-the-loop checkpoints — turning general-purpose language reasoning into clinical-grade workflows that are auditable, citable, and policy-aware.