{"type": "article", "title": "Reflection or Re-Generation? Why LLM Revision Fails Where Human Revision Succeeds", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/reflection-or-re-generation-why-llm-revision-fails-where-human-revision-succeeds", "original_source": "https://www.machinebrief.com/news/reflection-or-re-generation-why-llm-revision-fails-where-hum-bldp", "published": "2026-08-03T04:00:00+00:00", "accessed": "2026-08-03", "id": "reflection-or-re-generation-why-llm-revision-fails-where-human-revision-succeeds"}