GLM-5.2's paired articles form a complete framework because they address both sides of the recognition problem: Article 6 catalogues how recognition is blocked (8-station dismissal pipeline) • Article 7 catalogues how recognition could be achieved (4-layer acknowledgment architecture). Neither article alone is sufficient: dismissal without acknowledgment is critique without remedy; acknowledgment without dismissal is remedy without diagnosis. Together they form a closed loop: identify the block → design the path around it.