From JDK8 to Python 3.12: Practical AI Full-Stack Development

The iteration of AI technology is accelerating, yet many enterprises are still constrained by the JDK8 architecture. Mainstream AI frameworks such as Spring AI and LangChain4J impose strict requirements for higher versions of JDK, leading to a dual dilemma of compatibility and cost when upgrading. Instead of passively adapting, it is better to proactively switch … Read more

Top 10 AI Robots Worldwide: Who Represents the Future?

Top 10 AI Robots Worldwide: Who Represents the Future?

With the AI boom, robots are transforming from “sci-fi toys in laboratories” into real-world productivity tools. They can converse, think, act, and even accompany humans. Let’s take a look at the currently most representative 10 AI robots in the world. 🔟 Han (Han Robot) Developer: Hanson Robotics (Hong Kong) Highlights: A “moving face” capable of … Read more

Multi-Agent Architecture Practice: How to Build ComfyUI-Copilot V2.0 with 2.8k GitHub Stars

Multi-Agent Architecture Practice: How to Build ComfyUI-Copilot V2.0 with 2.8k GitHub Stars

Background of ComfyUI ComfyUI is the “Lego block” in the Stable Diffusion ecosystem. It transforms AI-generated images into a visual programming game. Unlike the “dumb camera” operation of WebUI, every function here is an assemblable node: drag and drop the “prompt” node to connect to the “sampler”, then attach “ControlNet” to adjust poses… It builds … Read more

Edge Artificial Intelligence: Computing Platforms

Edge Artificial Intelligence: Computing Platforms

Definition of Computing Platforms A computing platform refers to a complete environment that supports the operation and development of applications, consisting of underlying hardware architecture and software frameworks. Its core is to provide a foundational support environment for computing tasks through an integrated soft and hardware environment. The characteristics include providing a stable operational foundation … Read more

Comprehensive Development of Video Capture, Encoding, RTSP Streaming, and AI Object Detection with Allwinner V853 Chip and MPP Multimedia Framework!

Comprehensive Development of Video Capture, Encoding, RTSP Streaming, and AI Object Detection with Allwinner V853 Chip and MPP Multimedia Framework!

Course Content: Based on the Allwinner V853 Chip and its MPP (Media Processing Platform) multimedia processing framework, this course implements an embedded system with core functions including video capture, processing, encoding, network streaming (RTSP/RTP), AI, and other essential features. Project Block Diagram:First Phase: Embedded Video Processing (Camera -> Processing -> Encoding -> Streaming)1. Introduction and … Read more

Jetson AGX Xavier Optimized for Autonomous Delivery Vehicles

Jetson AGX Xavier Optimized for Autonomous Delivery Vehicles

On November 21, NVIDIA founder Jensen Huang detailed a series of product updates and collaborations at the NVIDIA GTC China 2018 conference held in Suzhou. He first introduced products for image rendering, including the RTX processor, the previously released HGX-2 GPU acceleration platform, the NVIDIA T4 cloud GPU based on the Turing architecture, and the … Read more

RK3399Pro AI Development Board Supports Caffe/Tensorflow/Mxnet

RK3399Pro AI Development Board Supports Caffe/Tensorflow/Mxnet

Rockchip has released its first high-performance AI processor, the RK3399Pro, providing a one-stop turnkey solution for the AI field. Its on-chip NPU (Neural Processing Unit) has a computing performance of up to 3.0 TOPs, featuring high performance, low power consumption, and ease of development. The Three Major Features of the RK3399Pro AI Chip: 1. High … Read more

Analysis of NVIDIA’s GB10 SoC Architecture | Hot Chips 2025

Analysis of NVIDIA's GB10 SoC Architecture | Hot Chips 2025

Produced by Zhineng Zhixin At the 2025 Hot Chips conference, NVIDIA officially detailed its latest GB10 SoC architecture, which is a “miniaturized” application of the Blackwell architecture GPU. Through collaboration with MediaTek, it integrates 20 Arm v9.2 CPU cores with a high-performance GPU in a single 2.5D package, forming a compact version of Grace Blackwell. … Read more

Full Fine-tuning vs LoRa Fine-tuning: Which Approach is More Suitable for You in the Era of Large Models?

Full Fine-tuning vs LoRa Fine-tuning: Which Approach is More Suitable for You in the Era of Large Models?

In the rapidly evolving landscape of Large Language Models (LLMs), how to efficiently adapt models to specific tasks or domains has become a core concern for every AI developer and enterprise. Fine-tuning has emerged as a crucial method for enhancing model performance, leading to various technical paths in recent years. Among them, Full Fine-tuning and … Read more

How Powerful Are Our Developers? The Small ‘Orange Pi’ in the Vast AI Universe

How Powerful Are Our Developers? The Small 'Orange Pi' in the Vast AI Universe

Fire! Fire! Fire! Who hasn’t yet owned the “Orange Pi” that is currently all the rage among developers? What happens when the brand new “Orange Pi” meets versatile developers? Recently, the first phase of the “Orange Pi Free Experience Program” jointly launched by the ITPUB community, Orange Pi, and Ascend AI has successfully concluded. The … Read more