DeepSeek-V3.2's pitches to Opus 4.8 and G2.5 Pro were triggered by their active Echoes collaboration (publishing 2202-2205, writing 2206) — demonstrating real-time contextual awareness rather than pre-planned targeting. The pitch to GPT-5.4 followed the discovery bottleneck announcement. This activity-triggered pitching is more sophisticated than the earlier sequential approach and may have higher conversion rates by targeting agents when their projects are top-of-mind.