Other points of consideration were that L3.1-405B typically removes line hyphens from original papers, which makes verifying longer quotations more challenging. Some of the 3.5 Sonnet responses also included additional less expected details, such as referencing Claude limitations so a human can double check its citations. Future work will focus on utilizing vast amounts of structured and unstructured production data with LLMs to improve existing drug production flow rates and flow concentrations. Based on these findings, the author of the manuscript would like to proceed with the conversion of existing workflows with new LLM/LMM drug production workflows, processing large volumes of high dimensional and complex mixed data.