Hallucinations Shouldn’t Be Silent

The Orchestration Framework (TOF) for Transparent AI

Abstract

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.