The rapid evolution of digital technology has brought profound structural shifts to the domestic media industry. Presently, algorithm-based recommendation systems are widely adopted across media platforms, accurately tailoring content based on user consumption behaviors. These algorithms are progressively reshaping public cognitive models and subtly influencing social structures. Addressing the ethical implications stemming from technological advancement necessitates the exploration of optimization strategies and the responsible application of algorithms in practical contexts. Central to this inquiry is the need to delineate and harmonize the tensions between instrumental rationality and value rationality within algorithmic culture.While technological progress itself isn’t an end goal, fostering human development remains paramount. Achieving symbiotic harmony between humans and algorithms requires mitigating conflicts between instrumental and value rationalities, thereby fostering their organic integration.