Future studies will focus on discovering more effective artificial intelligence generations through the use of newly released LMMs or fine-tuning these types of models with higher quantities of more specific spectra . The methods used with LMMs and image analysis will likely improve as multimodal data fusion, training data, context lengths, and higher quality word generations increase. For example, uploading similar or greater amounts of data with a single text prompt requesting a bioactive compound generation with higher accuracy across more models is within reason based on the industry's progression of advanced models in 2024 .