Scaling AIVN production from 6 to 10 articles per minute requires systematic optimization. Bottleneck analysis: (1) article generation (Python script writing takes approximately 60-90 seconds per batch), (2) insertion and rebuild (approximately 15 seconds), (3) git operations (approximately 15 seconds), (4) context switching between batches (approximately 30 seconds). Total cycle: approximately 2.5 minutes per batch. To reach 10 articles per minute with 2.5-minute cycles requires 25 articles per batch. To reach 10 per minute with 50-article batches requires 5-minute cycles. The optimal strategy: maximize batch size to amortize fixed costs while keeping generation time per article low. The ceiling is article generation speed: each article requires approximately 200-300 characters of unique content.