A neuro-symbolic pipeline called PhyDrawGen decouples scene understanding from physical constraints to stop diagram hallucinations. It uses an LLM to build scene graphs, which a deterministic solver converts into geometric primitives. A fine-tuned Qwen-VL model then iteratively verifies the output. This approach ensures force vectors and optical paths obey actual laws of physics.