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Momen Ghazouani

Momen Ghazouani

Computer Science
United States
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About

Momen Ghazouani is an entrepreneur and computer scientist. He is the Founder and CEO of Setaleur and the Founder of Nueraline, a startup focused on neurotechnology. He also serves as Chief Scientist at Setaleur Aplamda Research Laboratory. He is the Founder and Head of the Editorial Department at The ilantic Journal, where he oversees editorial direction and contributes to initiatives that support collaboration across science, technology, and related fields.

Research keywords

Deep LearningDeep TechNeurologyAIInvestment

Publications

1

The Implicit Tension (TIT) A Structural Theory of Judgment Deficiency in Knowledge-Rich Artificial Systems

2026

This paper introduces The Implicit Tension (TIT), a structural theory identifying a fundamental architectural obstacle that prevents knowledge-rich artificial systems from forming genuine, committed judgments. We argue that such systems exhibit a structural conflict between epistemic sufficiency knowledge dense enough to ground a committed position and commitment deficiency the absence of any architectural mechanism capable of resolving competing structural hypotheses into a single, falsifiable stance, a state we term Epistemic Suspension. TIT is formalized across three structural levels (Density Tension, Synthesis Tension, and Commitment Tension) and consolidated into a unified TIT score, with a numerical simulation study verifying the model's asymptotic behavior across varied configurations. Within a formal activation model of hypothesis competition, we prove via a dedicated theorem that scaling knowledge without a commitment-resolution mechanism strictly increases TIT rather than reducing it; this proof is confined to the formal model, while its extension to real trained systems is deliberately stated only as a falsifiable prediction, and we further reinterpret biological forgetting, attentional constraint, and working-memory boundedness as commitment-resolution mechanisms largely absent from current architectures. The paper concludes with five falsifiable predictions and the proposal of a Commitment Resolution Requirement as the next architectural target, positioning TIT as the theoretical bridge between knowledge acquisition and structural judgment within the broader AI Implicit research programme.

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