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A comprehensive review of AI-native 6G: integrating semantic communications, reconfigurable intelligent surfaces, and edge intelligence for next-generation connectivity

Fabian Chukwudi Ogenyi, Chinyere Nneoma Ugwu, Okechukwu Paul-Chima Ugwu

2025Frontiers in Communications and Networks15 citationsDOIOpen Access PDF

Abstract

This review explores the evolving vision of sixth-generation (6G) networks as a paradigm shift from conventional data-centric communication to intelligence-native architectures, where meaning, context, and adaptive decision-making are central. The convergence of semantic communication, reconfigurable intelligent surfaces (RIS), and edge intelligence enables context-aware, low-latency, and resilient wireless systems. Semantic encoding prioritizes task-relevant information to reduce communication redundancy; RIS dynamically controls the wireless propagation environment to enhance energy-efficiency and coverage; and edge intelligence supports decentralized, AI-driven inference closer to end users. Together, these technologies reframe traditional quality of service (QoS) metrics, moving beyond throughput and latency toward intent-driven and context-aware service delivery. This paper presents a structured analysis of their technical foundations, integration strategies, and mutual synergies. It also highlights open challenges such as joint semantic-environment modelling, cross-layer orchestration, and secure, trustworthy deployment of distributed AI at the network edge. Looking ahead, the review outlines promising directions including quantum-aware semantic channels, bio-inspired cognition for network adaptation, intelligent metasurfaces with embedded AI, and integrated space-air-ground-sea (SAGS) architectures. These advances suggest that 6G is not merely a generational upgrade but a foundational framework for future intelligent infrastructures capable of reasoning, learning, and responding autonomously in real time.

Topics & Concepts

Computer scienceEdge computingSoftware deploymentInferenceAmbient intelligenceWireless networkWirelessQuality of serviceEnhanced Data Rates for GSM EvolutionWireless sensor networkHuman–computer interactionDistributed computingLatency (audio)Open researchSmart objectsLow latency (capital markets)Semantic networkArtificial intelligenceApplications of artificial intelligenceComputer architectureService (business)Network architectureSemantic technologyEdge deviceBespokeSemantics (computer science)Conceptual architectureArchitectureComputer networkIntelligent NetworkParadigm shiftAdvanced Wireless Communication TechnologiesAdvanced Memory and Neural ComputingIoT and Edge/Fog Computing
A comprehensive review of AI-native 6G: integrating semantic communications, reconfigurable intelligent surfaces, and edge intelligence for next-generation connectivity | Litcius