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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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Recent Articles

Latest from JavaEdge

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JavaEdge
JavaEdge
Apr 25, 2026 · Artificial Intelligence

GPT-5.5 Launch: A New Agentic AI for Real‑World Work

OpenAI’s GPT‑5.5, now available via API, claims agentic capabilities that let it autonomously plan, execute, and verify complex programming, knowledge‑work, and scientific tasks while matching GPT‑5.4 latency, delivering higher benchmark scores, stronger security controls, and a tiered pricing model.

Agentic AIGPT-5.5benchmark
0 likes · 12 min read
GPT-5.5 Launch: A New Agentic AI for Real‑World Work
JavaEdge
JavaEdge
Apr 9, 2026 · Artificial Intelligence

How Claude’s Managed Agents Accelerate AI Agent Development by 10×

Claude’s Managed Agents provide a composable API that combines a high‑performance execution framework with production‑grade infrastructure, enabling developers to prototype, deploy, and scale intelligent agents up to ten times faster while reducing operational overhead and simplifying security, permissions, and tracing.

AIAgent architectureClaude
0 likes · 8 min read
How Claude’s Managed Agents Accelerate AI Agent Development by 10×
JavaEdge
JavaEdge
Apr 3, 2026 · Artificial Intelligence

Why Harness Engineering Is the Next Frontier for AI Agents

This article analyzes the rise of Harness Engineering for AI agents, contrasting it with Prompt and Context Engineering, detailing how leading companies like Anthropic, OpenAI, Google DeepMind, Windsurf, and Stripe design comprehensive runtime systems, and offering practical steps for teams to build robust agent harnesses.

AI agentsAgent architectureContext Engineering
0 likes · 12 min read
Why Harness Engineering Is the Next Frontier for AI Agents
JavaEdge
JavaEdge
Apr 2, 2026 · Artificial Intelligence

Unlocking Qwen3.6-Plus: Features, Multimodal Performance, and API Guide

This article provides an in‑depth overview of the Qwen3.6‑Plus model, detailing its million‑token context window, enhanced multimodal reasoning, benchmark results across language and vision tasks, and step‑by‑step instructions for using the official API and integrating the model with popular coding assistants.

API integrationQwen3.6 PlusVisual Reasoning
0 likes · 12 min read
Unlocking Qwen3.6-Plus: Features, Multimodal Performance, and API Guide
JavaEdge
JavaEdge
Mar 26, 2026 · Information Security

How Claude Code’s Automatic Permission System Balances Security and Usability

The article analyzes Claude Code’s new automatic permission mode, detailing its three operation options, two‑layer classifier architecture, threat model, decision flow, rule customization, evaluation results, design trade‑offs, and future plans for improving AI‑driven security.

AI securityAutomated approvalClaude Code
0 likes · 10 min read
How Claude Code’s Automatic Permission System Balances Security and Usability
JavaEdge
JavaEdge
Jan 10, 2026 · Artificial Intelligence

Unlocking Claude’s Agent Skills: A Deep Dive into Modular AI Extensions

This article explains what Claude Agent Skills are, why they’re useful, how they’re structured and loaded, the three content levels, security best practices, and how to use pre‑built or custom Skills across Claude API, Claude Code, the SDK, and Claude.ai.

AIAPIAgent Skills
0 likes · 17 min read
Unlocking Claude’s Agent Skills: A Deep Dive into Modular AI Extensions
JavaEdge
JavaEdge
Jan 4, 2026 · Frontend Development

Automate Frontend Deployment with GitHub Actions and Docker: A Step‑by‑Step Guide

This article explains the common challenges of deploying front‑end projects, outlines how to set up an automated build and release pipeline using Docker and GitHub Actions, and provides practical code snippets and best‑practice tips for pre‑release, roll‑back, and post‑deployment notifications.

AutomationCI/CDGitHub Actions
0 likes · 9 min read
Automate Frontend Deployment with GitHub Actions and Docker: A Step‑by‑Step Guide
JavaEdge
JavaEdge
Jan 3, 2026 · Blockchain

Why Oracles Are Essential for Real‑Time On‑Chain Data: Methods & Alternatives

Oracles serve as the crucial bridge that enables smart contracts to access off‑chain data, and while they are the dominant solution for real‑time on‑chain updates, the article also explores alternative approaches such as centralized data entry, state channels, sidechains, and cross‑chain oracles, outlining their pros, cons, and challenges.

Data integrationDecentralizedOracle
0 likes · 6 min read
Why Oracles Are Essential for Real‑Time On‑Chain Data: Methods & Alternatives