#network isolation
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Product Reviews·2 min
Devin Cloud Deep Dive: A Cloud-Based AI Development Platform That Replaces All IDEs with a Single Web Page
Deep dive into Devin Cloud, a cloud-based AI development platform featuring device-agnostic development, cloud VM desktops, GitHub integration, MCP tools, and how it fundamentally changes traditional IDE workflows.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Tutorials·3 min
MCP Protocol Explained: Differences from Function Calling and Agent Tool Development in Practice
Deep dive into MCP (Model Context Protocol): its principles, communication architecture, and practical applications. Compare MCP vs Function Calling, explore client-server communication and security.
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Deep Dives·3 min
Deep Dive into Pi's Swarm System: A Biology-Inspired Multi-Agent AI Programming Architecture
Deep dive into Pi's swarm system architecture (26K GitHub stars): scout, worker, and soldier ant roles, pheromone communication, adaptive concurrency control, and how multi-agent collaboration revolutionizes AI programming.
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Tech Frontiers·3 min
Gemini 3.5 Pro Leak Analysis: Coding Matches GPT 5.5, Spark Agent Sparks Privacy Controversy
Gemini 3.5 Pro leak analysis: coding matches GPT 5.5, lightweight Flash achieves 92% performance at 20x lower cost. Gemini Spark as a 24/7 AI Agent raises privacy concerns amid Google's ecosystem flywheel strategy.
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Product Reviews·3 min
Claude Code v2.1.143 Update: Plugin Dependency Chain Management & Background Session State Persistence
Claude Code v2.1.143 brings intelligent plugin dependency chain management, background session model parameter persistence, Agent mode parameterized configuration, and critical Windows/macOS bug fixes.
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Tutorials·3 min
The Complete Guide to Hermes Agent: Building a Self-Evolving AI Assistant from Scratch
Complete guide to Hermes Agent's five core pillars: Memory, Skills, Soul, Crons & self-evolution. Covers VPS deployment, Telegram setup, security management & best practices for building an AI assistant that grows stronger over time.
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Tutorials·3 min
Deep Dive into ByteDance's Codex Chinese Manual: A Complete Guide Across Ten Chapters
Deep analysis of ByteDance's Codex Chinese manual covering environment setup, MCP workflows, Skills encapsulation, and multi-Agent collaboration across ten chapters for developers.
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Deep Dives·4 min
Is Context Engineering the Core of Agent Development? A Deep Dive into Architecture and Practical Solutions
Deep dive into context engineering as the core of Agent development, covering five context modules, four pain points, and dynamic assembly solutions including compression, hybrid retrieval, multi-Agent architecture, and state machine control.
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Product Reviews·3 min
Multica Open-Source Platform: A Self-Hosted Solution for Unified Management of Multiple AI Coding Agents
Deep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
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Tutorials·3 min
Self-Hosting an API Proxy Platform: Free Access to Claude/GPT/Gemini LLMs Tutorial
Learn how to self-host an API proxy using the open-source iClient 2 API project, converting free Claude, GPT, and Gemini client quotas into OpenAI-compatible endpoints via Docker deployment.
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Tutorials·1 min
Rainbond App Store: One-Click Dify Deployment Without the Command Line
Learn how Rainbond's built-in app store lets you deploy Dify and other open source apps with one click — no command line, no manual configuration required.
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Tutorials·2 min
Claude Code Multi-Agent Orchestration: The tmux Dilemma on Windows and Solutions
Explaining how Claude Code's multi-Agent orchestration fails on Windows due to tmux incompatibility, analyzing WSL limitations, and exploring native alternatives and best practices.
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Tutorials·2 min
Claude Code DevOps in Practice: Linux VPS Deployment and Infrastructure Automation
A detailed guide on Claude Code for DevOps: Linux VPS secure deployment, permission isolation, Shell automation workflows, and full-stack production deployment from DNS to NGINX and HTTPS.
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Product Reviews·2 min
Claude Code v2.1.144 Update: Background Resume Support and Comprehensive Stability Improvements
Claude Code v2.1.144 adds background task Resume support, unifies Usage Credits naming, and fixes network errors, startup lag, and long session display issues for improved stability.
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Tutorials·2 min
Claude Code Three Modes Explained: Auto-Edit, Plan & YOLO Fully Automatic Mode
A detailed guide to Claude Code's three working modes: Auto-Edit (Shift+Tab), Plan mode, and YOLO fully automatic mode — how to enable them, ideal use cases, and key considerations for developers.
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Tutorials·3 min
AI Penetration Testing in Practice: Comparing Three Agent Tools with DeepSeek for Vulnerability Discovery
Hands-on comparison of Claude Code, Codex, and DeepSeek TUI for AI-assisted penetration testing with DeepSeek V4 Pro, covering vulnerability discovery, WebShell upload, and intranet penetration.
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Industry Insights·2 min
Cloud AI Agent Architecture Design: Far More Than Moving Local Agents to a Server
Building cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.
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Tutorials·3 min
AI-Powered Mini Program Development: Fundamentals and Agent Configuration Practical Guide
A systematic guide covering mini program frontend-backend collaboration, WXML/WXSS/JS core languages, and AI Agent multi-agent configuration methods for effective AI-assisted development.
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Tutorials·3 min
Swift 6 Upgrade in Practice: Concurrency Safety Pitfalls and Solutions
A detailed guide to Swift 6 upgrade concurrency safety errors and solutions, covering @MainActor annotations, Sendable protocol, nonisolated usage, and Alamofire compatibility for iOS developers.
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