Chawki Fares

Forensics of Autonomous Multi-Agent Systems: A Methodological and Algorithmic Framework for Detection, Causal Traceability, and Evidentiary Qualification of AI-Generated Deviant Behaviours

The emergence of autonomous agents based on large language models (LLMs) such as ReAct, LangGraph, AutoGen, or CrewAI — radically transforms the nature of acts produced by artificial intelligence systems. These agents no longer merely generate text: they plan, call system tools,...