Why AI Teams Should Never Treat Training Data As Evidence

AI systems, including large language models, must select relevant information from vast data due to limited working memory and context windows. Effective retrieval and iterative refinement improve accuracy, as training data alone doesn't guarantee truthful or relevant outputs.