Integrating classifier and language model steps into one step using tokenized function calling enables generating parameters for function calls simultaneously. This approach leverages hidden advantages that become evident when considering the entire problem at once. Just like creatively using a tool by considering both the tool itself and its potential applications, utilizing APIs with foresight can lead to significant performance enhancements. This method not only boosts system inference time but also increases throughput, outperforming other systems. By using tokens for function names instead of spelling them out, the approach minimizes errors and ensures smoother functioning of AI agents during complex interactions.