# Introduction The field of maximum likelihood modeling (MLM) is revolutionizing science and artificial intelligence. Today, a new research project proposes using PhysMaster as an autonomous agency for theoretical physics and computational science. ## Characteristics of PhysMaster PhysMaster is an MLM that leverages the LANDAU structure, which preserves recovered literature, curated knowledge, and valid methodological tracks. This enables the machine to ensure greater fidelity and stability in its choices. The agency also employs an adaptive exploration strategy that balances efficiency with open discovery, guaranteeing robust performance on ultra-long horizon tasks. ## Applications PhysMaster has been tested on various problems in quantum matter theory, element physics, and cosmic astronomy. The goal is to accelerate research, automate work, and bring new discoveries independently.