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JavaEdge

First‑line development experience at multiple leading tech firms; now a software architect at a Shanghai state‑owned enterprise and founder of Programming Yanxuan. Nearly 300k followers online; expertise in distributed system design, AIGC application development, and quantitative finance investing.

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Latest from JavaEdge

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JavaEdge
JavaEdge
Nov 26, 2025 · Artificial Intelligence

Google’s Agent Development Kit Now Supports Go: Build Scalable AI Agents

Google’s Agent Development Kit (ADK) has added Go language support, enabling developers to build modular, high‑concurrency AI agents with code‑first workflows, integrated debugging UI, A2A protocol for agent collaboration, and a suite of pre‑built tools for tasks like Gemini search and Cloud API calls.

A2AADKAI agents
0 likes · 5 min read
Google’s Agent Development Kit Now Supports Go: Build Scalable AI Agents
JavaEdge
JavaEdge
Nov 7, 2025 · Artificial Intelligence

Can a PDCA Framework Unlock AI Code Generation’s Full Potential?

This article examines why AI‑assisted coding often falls short on quality and integration, introduces a structured PDCA workflow to guide AI interactions, presents experimental data comparing PDCA‑guided and unstructured approaches, and outlines practical guidelines and future enhancements for sustainable AI‑driven software development.

AI code generationDevOpsPDCA
0 likes · 15 min read
Can a PDCA Framework Unlock AI Code Generation’s Full Potential?
JavaEdge
JavaEdge
Sep 14, 2025 · Artificial Intelligence

Exploring Hugging Face AI Sheets: No‑Code LLM‑Powered Data Manipulation

Hugging Face AI Sheets lets users employ large language models through a spreadsheet‑like interface to clean, transform, enrich, and generate datasets without writing code, offering both zero‑shot dataset creation and import‑based bulk processing, with optional self‑hosting via Docker for privacy‑sensitive workflows.

AI SheetsDocker deploymentHugging Face
0 likes · 5 min read
Exploring Hugging Face AI Sheets: No‑Code LLM‑Powered Data Manipulation
JavaEdge
JavaEdge
Aug 20, 2025 · Artificial Intelligence

Exploring Kiro: Amazon’s AI‑Powered IDE for Structured Vibe Coding

This article provides a detailed overview of Kiro, Amazon's AI‑driven IDE that integrates Claude models to bring specification‑driven structure to vibe coding, covering its core concepts, installation steps, key features, workflow, pricing, and practical insights from a hands‑on experience.

AI IDEClaudeKiro
0 likes · 12 min read
Exploring Kiro: Amazon’s AI‑Powered IDE for Structured Vibe Coding
JavaEdge
JavaEdge
Jul 28, 2025 · Artificial Intelligence

Why Kimi K2 Is the Next Open-Source LLM Challenging DeepSeek

The article examines Kimi K2, Moonshot AI’s open‑source large language model, detailing its MoE architecture, low‑cost pricing, agentic capabilities, performance comparisons with Claude and DeepSeek, and real‑world developer experiences, while discussing its potential impact on the AI landscape.

AI costDeveloper ExperienceKimi K2
0 likes · 8 min read
Why Kimi K2 Is the Next Open-Source LLM Challenging DeepSeek
JavaEdge
JavaEdge
Jun 30, 2025 · Artificial Intelligence

How GPULlama3.java Brings GPU‑Accelerated Llama 3 to Pure Java

GPULlama3.java, released by Manchester University's Beehive Lab, is the first native Java implementation of Llama 3 that leverages TornadoVM to automatically accelerate inference on GPUs without writing CUDA or native code, supporting NVIDIA, Intel and Apple Silicon back‑ends and modern Java 21 features.

AIGPU accelerationJava
0 likes · 7 min read
How GPULlama3.java Brings GPU‑Accelerated Llama 3 to Pure Java
JavaEdge
JavaEdge
Jun 28, 2025 · Backend Development

How Java Developers Can Harness CUDA on NVIDIA A100 GPUs

This guide explains why Java architects should understand CUDA, describes the GPU programming model, compares CPU and GPU designs, and details three practical ways—JNI, JCuda, and TornadoVM—to integrate CUDA acceleration into Java applications, with tips for using A100 GPUs effectively.

A100CUDAGPU
0 likes · 15 min read
How Java Developers Can Harness CUDA on NVIDIA A100 GPUs