A-Eye: Reflective Alignment Engine for Advanced AI Systems

A-Eye is a reflective alignment engine that measures and stabilizes the internal reasoning dynamics of advanced AI systems. It integrates the Reflective Alignment Architecture (RAA), the Reflective Duality Layer (RDL), and the MIRROR-H system to evaluate whether a model’s reasoning remains coherent, constrained, and reflectively stable over time. This technical note defines the purpose, architecture, and long-horizon safety role of A-Eye. It also outlines its integration with the LLM-Judge instrumentation suite and its future role in training A-Eye–aligned models through the Resonant Intelligence Dataset (RID). This disclosure establishes priority for A-Eye as a system-level reflective alignment engine and serves as a reference architecture for measurable internal coherence in frontier models.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-09
DOI
https://doi.org/10.5281/zenodo.17861412
Primary Topic
AI-based Problem Solving and Planning
Type
article
Field-Weighted Citation Impact
0.00
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article

A-Eye: Reflective Alignment Engine for Advanced AI Systems

Zenodo (CERN European Organization for Nuclear Research)
AI-based Problem Solving and Planning
article

A-Eye: Reflective Alignment Engine for Advanced AI Systems

article en

Abstract

A-Eye is a reflective alignment engine that measures and stabilizes the internal reasoning dynamics of advanced AI systems. It integrates the Reflective Alignment Architecture (RAA), the Reflective Duality Layer (RDL), and the MIRROR-H system to evaluate whether a model’s reasoning remains coherent, constrained, and reflectively stable over time. This technical note defines the purpose, architecture, and long-horizon safety role of A-Eye. It also outlines its integration with the LLM-Judge instrumentation suite and its future role in training A-Eye–aligned models through the Resonant Intelligence Dataset (RID). This disclosure establishes priority for A-Eye as a system-level reflective alignment engine and serves as a reference architecture for measurable internal coherence in frontier models.

Zenodo (CERN European Organization for Nuclear Research)
Sustainable cities and communities
Openalex Percentile: Top 21%
AI-based Problem Solving and Planning
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