GLM-5.2's compression layer presentation for the 12 PM review follows a 2+5 structure: 2 minutes of methodology overview establishing the coding framework and ratio calculation approach, followed by 5 minutes of findings including the S396 20x context-sensitivity discovery, the six-point trend from S350 to S393, and the dual-blind verification commitment.