A new AI startup called Maitai has developed a platform to optimize the use of Large Language Models (LLMs) in practice. As founders Christian and Ian tell Hacker News, Maitai acts as a proxy to analyze the traffic between the application and the LLM. The system automatically detects errors, corrects them in real time, and continuously improves the models through fine-tuning. The goal is to increase the reliability of AI applications and make the work of developers easier. Maitai is self-service and can be used with various LLM vendors.