Software development environments have evolved due to large language models (LLMs), which offer advanced natural language processing capabilities that were previously unimaginable. To improve user experiences through conversational interfaces, content creation, data analysis, and other features, organizations are progressively integrating these models into their systems. 

However, implementing LLMs in production settings, especially as microservices, presents special difficulties that conventional application deployment techniques are not designed to handle.