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Carmine Ziccardi

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Open access Sep 2026

From the Sophimatics Framework to a Complex-Time Multi-Agent System for Neural–Symbolic Cognitive Analysis

This paper reports the Sophimatic Multi-Agent System (MAS), the first integrated operational implementation of the six-phase Sophimatics framework: a three-tier containerised prototype with an agent catalog of 1300+ Digital Twin-inspired LLM personas, a three-mode selection architecture, and per-agent weight disclosure...

Gerardo Iovane, Carmine Ziccardi, Alessio Rosati et al. · 0 citations

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