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A Comprehensive Analysis of AI Hardware: The Distinct Paths of CPU, GPU, NPU, and TPU The Era of "Division of Labor" for AI Hardware Has Arrived

From Labs to Daily Life: The Rise of Specialized AI Hardware ,From real-time translation on smartphones to model training in data centers, from ray tracing in gaming to environmental perception in autonomous driving—a single type of hardware can no longer handle the diverse demands of modern computing. The era of the CPU as a "one-size-fits-all" solution is gradually giving way to an age ofheterogeneous computing, where CPUs, GPUs, TPUs, and NPUs eachcarve out their own niches, collectively forming the hardware foundation of the AI era.

2025.09.04

The central government has made a major deployment of "Artificial Intelligence +" to promote the intelligent transformation of the primary, secondary and tertiary industries

On August 26th, the "Opinions on Deeply Implementing the 'Artificial Intelligence Plus' Action" (hereinafter referred to as the "Opinions") was officially released. The "Opinions" focus on the aforementioned six key areas, conduct in-depth analysis of the impact of artificial intelligence on the paradigm transformation of various industries and fields, and proactively plan the key points of the "Artificial Intelligence Plus" work. Among them, the "Opinions" for the first time laid out new intelligent native technologies, new business forms and new models, and also proposed for the first time the intelligent transformation and development path of all elements in the primary, secondary and tertiary industries.

2025.09.03

What is an AI Computing Power Modules?

The AI computing power module is a modular component that integrates AI chips, algorithms, and interfaces. It is designed to meet the demands of the end side/edge side for AI computing power and communication capabilities. It supports the rapid deployment of AI functions and can be widely applied in scenarios such as robots, Internet of Things devices, and industrial terminals, providing real-time data processing and decision support.

2025.08.05

A Single Article to Understand What the AI Edge Computing Power Box is Exactly?

The AI edge computing power box is an intelligent device that highly integrates high-precision AI intelligent algorithms based on computer vision and deep learning networks, as well as a video intelligent comprehensive management platform. It aims to perform real-time data analysis and processing tasks near data collection points (typically Internet of Things devices, sensors or other edge devices). The design purpose of this edge computing power box is to push data analysis and processing to the edge of the data source to reduce the latency of data transmission and processing, thereby providing faster and more responsive decision support.

2025.08.05

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