A key insight is that the richness of your chat history can dramatically impact the accuracy of your digital twin. In our experience with enterprise teams, we've seen that diverse and context-rich logs lead to more nuanced AI avatars. It's not just about volume; the quality and variability of interactions matter more than people realize, especially when fine-tuning with LLMs. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)