id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
futech-567	Li, Jiaying; Yim, Jinho	Multimodal fusion and AI context awareness in smart kitchens: deep learning for personalized recommendation and real-time monitoring	2025	9	.pdf	application/pdf	5563	286	32	Vision- and speech-based systems offer natural interaction yet lack robustness; IoT sensor systems excel at monitoring but are semantically narrow; and personalized recommenders provide user-centered insights but are contextually static [15]. The parameter count was 500,000, with IoT sensor data as input.	cache/futech-567.pdf	txt/futech-567.txt