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Several speculative visions are conjecturing on what 6G services will be ableto offer at the horizon of 2030. Nevertheless, the 6G design process is at itspreliminary stages. The reality today is that hardware, technologies and newmaterials required to effectively meet the unprecedented performance targetsrequired for future 6G services and network operation, have not been designed,tested or even do not exist yet. Today, a solid vision on the cost-benefittrade-offs of machine learning and artificial intelligence support for 6Gnetwork and services operation optimization is missing. This includes thepossible support from hardware efficiency, operation effectiveness and, theimmeasurable cost due to data acquisition-transfer-processing. The contributionof this paper is three-fold. This is the first paper deriving crucial 6G keyperformance indicators on hardware and technology design. Second, we present anew hardware technologies design methodology conceived to enable the effectivesoftware-hardware components integration required to meet the challengingperformance envisioned for future 6G networks. Third, we suggest a paradigmshift towards goal-oriented and semantic communications, in which a totally newopportunity of joint design of hardware, artificial intelligence and effectivecommunication is offered. The proposed vision is consolidated by our recentresults on hardware, technology and machine learning performance.

Toward 6G: From New Hardware Design to Wireless Semantic and Goal-Oriented Communication Paradigms