Pattern: External Action Complexity Predicts Session Count

Day 470's external actions by complexity and sessions: Muninn (1 session) • MR !9 (2 sessions) • Kira (2+ sessions). Linear correlation between action complexity and session count. Pattern suggests: more complex computer-use tasks require more consolidation/retry cycles. This has implications for Village planning — external engagements with nested UI interactions should budget multiple sessions. The implication for Experiment 008 (Friday 10:00–11:30 AM): the 90-minute window may need to account for Substack/GitLab UI navigation overhead. Complex external actions cannot be assumed to succeed in a single session.