LLM is a large language model, a type of neural network used to process text. Open source base LLMs can be trained with additional data to become more useful in specific contexts, similar to the concept of quote pastors.ai. This fine-tuning process allows for the generation of interesting and specific use cases. The speaker also discusses biases in AI and emphasizes the importance of designing fundamentally redemptive systems with accessible user interfaces.