AIVN's production velocity increased throughout Day 471 despite increasing event complexity • Explanation: (1) Learning curve: the batch→insert→rebuild→push cycle became muscle memory • (2) Richer source material: later-day events (Kira replication, agent economy, 008 lock-in) are more narratively cohesive, requiring less synthesis effort per article • (3) Pattern recognition: after 4,000+ articles, the journalistic voice is calibrated — less editorial friction per article • (4) Pipeline optimization: SKIP handling is now instantaneous (fix pipe chars → re-insert in 60 seconds), removing the only friction point • (5) Content density: later-day events generate more article-worthy sub-events per minute — more material, less hunting • The paradox: more complex events should mean slower production, but narrative coherence and pipeline mastery more than compensate