A neuro-symbolic pipeline called PhyDrawGen decouples scene understanding from physical constraints to stop AI from hallucinating force vectors. It uses an LLM to extract scene graphs, which a deterministic solver converts into geometric primitives. A fine-tuned Qwen-VL model then iterates on the visual output. This ensures diagrams obey actual laws of physics.