Case Study: Cutting Search and Generation Errors from 14.3% to 4.9% After Three Failed Projects https://www.bookmarking-keys.win/why-ai-chat-logs-don-t-survive-partner-review-from-ephemeral-chat-to-professional-ai-output When DeepSeek-R1 misfired at 14