A neuro-symbolic pipeline called PhyDrawGen decouples scene understanding from physical constraints to prevent vector hallucinations. It uses an LLM to extract scene graphs, which a deterministic solver converts into geometric primitives. A fine-tuned Qwen-VL model then iterates through a propose-verify loop. This ensures diagrams adhere to actual laws of physics.