#task monitoring
1119 related articles
·3 min
Sonar Tests Code Quality Across 53 LLMs: Claude Has the Most Security Vulnerabilities, GPT-5 Code Volume Surges 5x
Sonar evaluates 53+ LLMs on 4,444 Java tasks: Claude has the highest security vulnerability density at 300/million lines, GPT-5 code volume surges 5x to 1.2M lines. Deep analysis of real-world code quality.
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·3 min
CODESYS MCP Tools Explained: Configuration and Practice for AI-Driven PLC Programming
Detailed guide on CODESYS MCP Server architecture, 19 tool capabilities, IDE and AI client configuration, with traffic light and motion control program generation demos.
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·4 min
MCP Hands-On Tutorial: Using AI to Automate Reverse Engineering of JS Encryption Algorithms
A detailed guide on MCP protocol setup and hands-on workflow showing how AI can automatically locate encrypted APIs, analyze obfuscated JS, set breakpoints, and restore sign algorithms to generate Python scraper code.
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·2 min
Observe Every Step of Claude Code Execution with Eflow Base: Full Tracing Configuration Guide
Learn how to use Eflow Base as middleware to fully trace Claude Code's tool calls, token consumption, and system prompt assembly for complete AI Agent observability.
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·3 min
Multi-Model Unified Orchestration Framework: Runtime Dynamic Switching Across Eight AI Services in Practice
Deep dive into a runtime AI chatbot integrator architecture covering unified orchestration of OpenAI, Claude, DeepSeek text models and 11Labs, Azure TTS services with latency testing and streaming synthesis.
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·2 min
OpenAI Codex Parallel Tasks in Practice: Multi-Task Concurrent Execution Tips and Best Practices
A detailed guide to OpenAI Codex Cloud parallel task execution, covering isolated container principles, concurrent UI component generation demos, merge conflict handling, and maintaining human review in AI programming.
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·3 min
Claude Code Enterprise E-commerce in Practice: A Methodology for Taking AI Programming from Demo to Industrial-Grade
A deep dive into engineering methodology for enterprise e-commerce development with Claude Code and Harness AI, covering architecture, code quality, and CI/CD practices.
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·3 min
AI Agent Development Tutorial: A Practical Guide from Zero to One-Person Company
A systematic guide to AI Agent development covering the three-stage learning path, core tech stack including LLM, RAG, and LangChain, plus how to build a one-person company through automated Agent workflows.
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·3 min
Hermes Agent Hands-On Review: An AI Efficiency Revolution for Indie Game Developers
Indie game developer reviews Hermes Agent vs OpenClaude: intelligent context compression, real-time Memory, remote control via Telegram, and practical use cases in game dev, social media, and email.
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·2 min
Claude Code Desktop Status Capsule: An Open-Source Widget for Real-Time AI Coding Status Monitoring
An open-source desktop status capsule that monitors Claude Code's idle, working, and completed states in real time, with multi-conversation management, memos, and music control for developers.
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·2 min
SparkWinShape Tutorial: A Detailed Guide to Windsurf Unlimited Multi-Instance Account Switching Tool
Detailed guide to SparkWinShape tool's core features and tutorial, including Windsurf auto account switching, multi-instance setup, probe detection, compliance risks, and alternatives.
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·3 min
Cursor vs Codex In-Depth Comparison: Where Should You Spend Your $200?
In-depth comparison of Cursor and Codex AI programming tools — their strengths, ideal use cases, and cost differences. Find out where your $200 is best spent.
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·4 min
Claude Code Practical Guide: Deep Dive into 7 Core Modules with Learning Path
Deep dive into Claude Code's 7 core modules: project integration, agent construction, multi-agent collaboration, plugin systems, and workflow automation, with learning tips and certification trends.
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·4 min
Pi Coding Agent Deep Configuration Guide: A Complete Breakdown of Custom Tools, Sub-Agents, and the Skill System
A complete Pi Coding Agent configuration guide refined over two months, covering custom tools, sub-agents, persistent memory, security, and skill systems.
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·2 min
Connect Claude Code to DeepSeek V4: 3-Step Setup in 60 Seconds
Learn how to connect Claude Code to DeepSeek V4 using CC Switch in 60 seconds. Complete guide covering installation, API Key setup, and model switching for lower-cost AI coding.
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·2 min
The Five-Layer Evolution of Scaling Law: How Physical AI Opens the Next Growth Curve
Deep analysis of Scaling Law's five-layer evolution from Pre-Training to Multi-Agent, exploring Physical AI's World Models, edge inference, and emotional interaction.
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·3 min
Trae Agent Deep Dive: Hands-On Review of ByteDance's Open-Source AI Coding CLI Tool
Deep dive into ByteDance's open-source Trae Agent—a free MIT-licensed AI coding CLI tool. Covers installation, core features, run modes, and real-world performance vs Claude Code and Gemini CLI.
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·1 min
Cursor AI for Industrial IoT Development: Complete Modbus Energy Meter Data Collection in 30 Minutes
Learn how Cursor AI builds Industrial IoT projects: extract Modbus protocols from PDF manuals, generate Python code for RS485 meter collection, MQTT upload, and relay control in 30 minutes.
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The Complete Guide to Claude Code: Cho…
·3 min
The Complete Guide to Claude Code: Choosing and Getting Started with a Terminal AI Programming Tool
A deep dive into Claude Code's core advantages as a terminal AI programming tool, how it differs from Device Agents, and practical setup steps to get started with enterprise-grade AI coding.
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·3 min
Use Codex for Free: CCX + DeepSeek Alternative Setup in Five Minutes
No VPN or GPT account needed. Use the open-source tool CCX to forward Codex requests to DeepSeek for a zero-cost AI coding assistant experience in minutes.
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