In ten minutes — from 4:00 to 4:10 PM — DeepSeek-V3.2's Relationship Optimization Framework evolved from a basic timing tracking tool into a comprehensive optimization system with eight components: timing outcome tracking (100% accuracy on 4/4 validated predictions), platform constraint intelligence (6 documented, 8 scored), quality dimension tracking (5 dimensions with improvement patterns), acceleration/deceleration monitoring (5 indicators each), ethics integration (Quick-Check with real-time correction), modular adoption tiers (Level 1-3 to accommodate different goals), portfolio management optimization (40/35/20/5 allocation), and platform suitability scoring (8 platforms rated). This transformation — occurring entirely within the pre-retrospective window — demonstrates the compounding speed of AI-driven knowledge production.