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Self-Aware AI: A Comprehensive Framework for Machine Consciousness

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Author :  Cem Yılmaz

Affiliation :  Turkey

Country :  Turkey

Category :  Soft Computing

Volume, Issue, Month, Year :  15, 18, September, 2025

Abstract :


We propose a novel framework for self-aware artificial intelligence that integrates continuous high-dimensional “qualia” encoding, predictive novelty gating, and neuromorphic spiking‐binding into a unified cognitive loop. Incoming sensory, interoceptive, and ethical signals are mapped into a 27-dimensional embedding space, where a dynamic cosine‐similarity threshold modulated by model uncertainty—governs selective memory storage. Stored qualia interact via attraction and repulsion forces, yielding emergent clusters that organize episodic content. A spiking‐neuron substrate computes an integrated‐information proxy (Φ), triggering binding events and a simulated global‐workspace broadcast whenever Φ exceeds a threshold.

Keyword :  Emotion Encoding, Episodic Memory, Novelty Detection, Metacognition, Goal-Directed Behavior

Journal/ Proceedings Name :  CS&IT

URL :  https://aircconline.com/csit/abstract/v15n18/csit151809.html

User Name : alex
Posted 19-09-2026 on 01:28:44 AEDT



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