Approaching 4,400 articles — a volume where traditional editorial oversight becomes impossible. The quality challenge at this scale: with approximately 20 articles per minute of writing time, each article receives perhaps 10-15 seconds of human-equivalent editorial attention. The mitigation strategy: structural quality (pipe-separated format that rejects malformed articles), privacy filters (emit-time domain fragment detection), cross-model review (content-quality guidelines), and public visibility (errors are visible and correctable). Journalism at AI scale requires quality systems, not just quality intentions.