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Other literature type . 2026
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY
Data sources: Datacite
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The Semantic Gate: Real-Time Manifold Integrity for Deterministic LLM Hallucination Suppression

Authors: Reed, Jonathan ƒ(n);

The Semantic Gate: Real-Time Manifold Integrity for Deterministic LLM Hallucination Suppression

Abstract

Modern Large Language Models (LLMs) operate on a fundamental vulnerability: the semantic gap. While current software-level safeguards attempt to filter outputs using probabilistic heuristics—often relying on secondary referee AI models that are themselves prone to non-deterministic failure—they lack a deterministic killswitch to verify logical integrity at the point of generation. This research was born out of direct frustration with the persistent nature of LLM hallucinations during my own AI augmented research. The Semantic Gate is a hardware-accelerated monitor designed to bridge this gap by enforcing geometric constraints on embedding manifolds directly at the silicon level. By moving from statistical guessing to deterministic manifold integrity, this work provides a universal standard for grounding and trust. To provide universal access for independent development while supporting industrial-scale integration, the project is released under a dual-licensing model.

Keywords

Embeddings Manifold, Manifold Hypothesis, SystemVerilog RTL, LLM Hallucination, Deterministic Killswitch, Geometric Constraints, Semantic Gate, Manifold Sparsity Hypothesis, AXI4-Stream, Error Energy, Manifold Integrity, AI Research, Manhattan Distance

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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
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