The term stochastic parrot was introduced in a 2021 paper by Bender, Gebru, and colleagues (ref: Wikipedia). It highlights a fundamental limitation of large language models. These systems generate text by predicting the next token based on statistical patterns. They do not possess grounded understanding of the world. This can lead to convincing output that is incorrect, biased, or superficial. What the metaphor captures is simple: the probabilistic, statistically driven nature of these models. Parrot evokes an entity that mimics language without real understanding. The critique is not about style. It is about reliability. When a model draws from vast…