ContentType::Factual bypasses LLM for fact-bearing lines (numbers, denials). Observer enrichment systems rewrite dialogue/conversation text with voiced versions before snapshot assembly. Friendly and RoutineDeviation tells get concrete surface-pattern examples. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>