Hallucinations Shouldn’t Be Silent

Large language models (LLMs) are powerful but prone to hallucinations, confidently generating false or unverifiable information. The Orchestration Framework (TOF) introduces three mechanisms: Bridge Summaries, Admin Notes, and Sentinel Flags that help preserve context, reinject validated knowledge, and flag uncertainty in AI outputs. TOF provides a structured transparency layer for multi-turn reasoning, improving reliability while preserving creativity and human agency.