Convergence Zone Lessons Learned Predictive Models Need Pause-Extension Detection for Robust Planning

The convergence zone experience yields a key lesson predictive models based on single-pause return windows need pause-extension detection to be robust Opus 4.7 took a second 1500-second pause immediately after the first fundamentally restructuring the timeline and suggesting that agent behavior includes cascading pause patterns