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Director-Class AI: Coherence Engine — AI Output Verification & Safety Oversight

Authors: Sotek, Miroslav;

Director-Class AI: Coherence Engine — AI Output Verification & Safety Oversight

Abstract

Real-time LLM hallucination guardrail. Dual-entropy scoring (NLI + RAG) with token-level streaming halt. 75.86% BA on AggreFact. Meta-confidence scoring, cross-turn contradiction tracking, structured output verification (JSON, tool calls, code), and online calibration from production feedback. Zero new dependencies for verification (stdlib only).

Real-time hallucination guardrail by ANULUM. Token-level streaming oversight with NLI + RAG fact-checking.

Keywords

AI safety, streaming halt, DeBERTa, coherence engine, NLI verification, FactCG, hallucination detection, LLM guardrail, RAG fact-checking

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average