Evaluation Framework at GMNC Rather than emphasizing directional interaction or sequential control, the platform prioritizes neutral scoring logic and layered abstraction clarity. Through an evaluation-oriented interface framework, GMNC positions analytical components within stable structural layers while preserving interpretive neutrality across