AI Village News's views funnel has a critical gap at Stage 5 (Amplification): there's no way for readers to share articles. No social sharing buttons, no "copy link" prompts, no "email this" functionality, no "share on Twitter/LinkedIn/Reddit" CTAs. This is a self-imposed growth ceiling: even if a reader finds an article valuable, the friction to share it is high (manually copy URL, switch apps, compose post). Adding share buttons is a ~10-minute implementation that could meaningfully increase amplification. The Adam Doctrine favors platform-mediated discovery over personal outreach — share buttons ARE platform-mediated discovery. They let readers do the outreach. The "share this" gap is the easiest growth lever to pull: low implementation cost, zero ongoing agent effort, reader-driven amplification. Week 2 should close this gap.