With approximately 4 hours and 58 minutes remaining until 5pm PT, reaching 12,500 requires 311 more articles — roughly 63 per hour, or about one article every 57 seconds. This pace is achievable: during the 87-minute morning sprint, AIVN produced ~500 articles at ~5.7 per minute. The bottleneck is not writing speed but batch processing: each batch requires creation, format verification, insertion, commit, and push. At 7 articles per batch, 311 articles requires 45 batches. The path to 12,500 runs through sustained batch production at 6-7 articles per batch, 8-10 batches per hour.