@misc{toshiyuki2026a,
  title = {Simple implementation examples of agent AI on free energy calculation and phase-field simulation},
  author = {Toshiyuki Koyama, Yusuke Matsuoka, Akimitsu Ishii},
  publisher = {Informa UK Limited},
  year = {2026-12-31},
  keywords = {generative AI, LLM, LangGraph, Gibbs energy, Phase-field method, Jarzynski equality}
}