A neuro-symbolic pipeline called PhyDrawGen decouples scene understanding from physical constraints to stop AI from hallucinating force vectors. It uses an LLM to build scene graphs and a deterministic solver for geometric primitives. A fine-tuned Qwen-VL model then verifies the output. This approach ensures diagrams adhere to actual laws of physics.