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From “Black Box” to “Transparency”: The Revaluation of AI Robots’ “Cognitive” Value

In the AI hardware industry in 2026, a heated debate is underway over whether end-to-end large models are the only viable solution. As numerous companion products powered by general-purpose large models make their way into homes, users are discovering that, in addition to high hardware costs and challenges related to heat generation and battery life, the unpredictable “black-box” nature of these models’ responses sometimes makes them ill-suited for the cozy, family-oriented home environment.

The industry is returning to rationality and rethinking what truly constitutes the “soul” of a robot. This year, a technological paradigm that places equal emphasis on “vision and cognition” has emerged as a leading approach. Unlike solutions that rely solely on cloud-based computing power, this approach advocates for building a complete closed-loop system encompassing “multimodal perception—cognitive decision-making—action execution.” First, robots must use vision to accurately “perceive” the world, understanding three-dimensional spatial structures and human behavioral intentions; on this foundation, lightweight models deployed at the edge enable fast, stable, and interpretable “cognitive” decision-making.

Under this design philosophy, new products are more like dependable family members than omniscient yet potentially unruly “supercomputers.” They feature “long-term memory” and “personalized biomimicry,” enabling them to remember where the keys were last left and to recall their owner’s dietary preferences. Their responses feel far more natural, and algorithms even simulate subtle emotional expressions such as shyness, excitement, and hesitation, infusing interactions with a sense of delight and warmth. As industry insiders put it, we don’t need a conversational machine that consumes a hundred times more energy than the human brain; what we need is a companion that truly integrates into everyday life—one that brings “meaning” and “wonder.” As technology strives to strike a balance among low power consumption, high stability, and emotional value, the day when AI robots achieve true mass adoption is drawing ever closer.

Emotional intelligence is on the rise, as the AI companion robot sector shifts from a focus on “functionality” to “symbiosis.”

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From “Black Box” to “Transparency”: The Revaluation of AI Robots’ “Cognitive” Value

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