Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN
Autonomous network management in Open Radio Access Networks requires intelligent decision making across conflicting objectives, yet existing LLM based multi agent systems employ homogeneous strategies and lack systematic predeployment validation. We introduce a persona driven multi agent framework where configurable behavioral personas structured specifications encoding optimization priorities, risk tolerance, and decision making style influence five specialized agents (planning, coordination, resource allocation, code generation, analysis). To enable rigorous validation, we develop a three dimensional evaluation framework grounded in decision theory, measuring normative compliance (optim...
| Authors | Zeinab Nezami, Syed Ali Raza Zaidi, Maryam Hafeez et al. |
|---|---|
| Primary category | cs.NI |
| Published | 3 April 2026 |
| Last updated at source | 3 April 2026 |
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