Optimizing the use of incoming literature and data will be paramount for the industry to fully realize the desired effect of high yield paclitaxel production in living organisms. More models like o1-preview will likely continue the trend of advanced generative AI processing, such as improved Chain of Thought reasoning. Applications using readily available and powerful single models aided by document retrieval and output chaining will likely continue, especially with the increasing prevalence of inferencing without the need for additional coding .