For example, Prompt-MolOpt uses prompt engineering to improve multi-property optimization and address data scarcity issues common to this field . This method excels in fewand zero-shot learning scenarios due to its ability to leverage single-property datasets to learn generalized causal relationships. Another area where LLMs are being used to automatically design more effective and efficient agentic systems is a novel research field called Automated Design of Agentic Systems (ADAS) ].