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Integrated circuits; chips (integrated circuits); semiconductor devices; computers; computer software (recorded); integrated circuit cards (smart cards); computer hardware and downloadable and recorded software for optimizing artificial intelligence (ai) performance and power efficiency in consumer electronic devices; downloadable and recorded computer software development tools and chipsets for supporting artificial intelligence (ai) user experiences in consumer electronic devices; Apparatus for recording images; Apparatus for recording data; Apparatus for recording sound; Apparatus for reproduction of sound; Apparatus for reproduction of images; Apparatus for the reproduction of data; Apparatus for the transmission of sound; Apparatus for the transmission of images; Apparatus for the transmission of data; headphones; earbuds; audio speakers; wireless speakers; microphones; cameras; webcams; security cameras; Electronic security systems for home network; Video door telephone apparatus; projectors; video projectors; batteries; battery chargers; power banks; solar panels; solar-powered rechargeable batteries; Photovoltaic apparatus for converting solar radiation to electrical energy; Photovoltaic solar modules