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This thesis develops a locally deployed LLM-assisted system for automating CFD simulations from natural-language physical modelling tasks, including OpenFOAM case setup generation, solver execution, error diagnosis, and iterative correction. Unlike many recent LLM-driven CFD agents that mainly rely on frontier cloud models, this work investigates whether open-weight local LLMs with stronger data p
