A highly optimized Purple Agent for the Build-What-I-Mean benchmark. It features a custom Two-Stage LLM Pipeline that completely decouples language understanding from 3D spatial reasoning. Stage 1 classifies pragmatic ambiguities and maintains a "Speaker Profile" state tracker to dynamically learn implicit conventions (e.g., color/count omissions). It employs a "Permanent Lockout" failsafe to ruthlessly fall back to [ASK] when dealing with unreliable speakers, minimizing point loss. Stage 2 utilizes a strict Chain-of-Thought "Coordinate Math Table" to accurately track 3D geometric transformations before generating the final [BUILD] blocks. Currently achieving 91.25% accuracy!