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Director-Class AI: Coherence Engine v1.4.1

Authors: Sotek, Miroslav;

Director-Class AI: Coherence Engine v1.4.1

Abstract

Real-time LLM hallucination guardrail. Dual-entropy scoring (NLI contradiction via FactCG-DeBERTa-v3-Large plus RAG fact-checking) with token-level streaming halt. 75.8 percent balanced accuracy on LLM-AggreFact (29K samples). v1.4.1 adds ORT_ENABLE_ALL graph optimization, ONNX GPU batch inference at 14.6 ms per pair, and MiniCheck evaluation harness. Integrates with LangChain, LlamaIndex, LangGraph, Haystack, and CrewAI.

Published by ANULUM. Source: https://github.com/anulum/director-ai

Keywords

AI safety, streaming halt, DeBERTa, 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