Burak Demirel
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Agentic AI for Autonomous Networks

Agentic AI system for autonomous 5G network operations enabling real-time closed-loop decision-making.

PythonLLMsBayesian OptimizationRLFastAPI

Problem

Network operations required manual intervention for optimization decisions, introducing latency and inconsistency in dynamic 5G environments.

Solution

Designed and industrialized an agentic system integrating reinforcement learning, Bayesian optimization, and LLM-based reasoning for autonomous closed-loop control.

Impact

Enabled real-time autonomous decision-making in production 5G networks