#irreversible actions
147 related articles
·2 min
AI Agent Permission Management: How Sandboxing Mechanisms Limit Potentially Destructive Operations
An in-depth look at AI Agent sandboxing for permission management — how OpenAI uses execution isolation, resource limits, and progressive trust models to contain potentially destructive operations.
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Deep Dives·3 min
Deep Dive into How Claude Code Works: A New Programming Paradigm Driven by the Agent Loop
Deep dive into how Claude Code works, including the Agentic Loop, automatic context compaction, tool calling, and permission modes that power autonomous AI programming.
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Tutorials·4 min
Claude Code to Codex Migration Guide: Setup, Pricing, and Combined Usage in Practice
A detailed guide for Claude Code users to quickly get started with OpenAI Codex, covering desktop and CLI setup, pricing comparison, seamless project migration, plugin configuration, and context management differences.
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Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
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Tutorials·4 min
Four Core Rules Anthropic Engineers Use to Prompt Claude Code
Anthropic engineers share how to properly use Claude Code at AI Code Summit: build composable Skills systems instead of one-off prompts. Master four core rules for skills that get smarter over time.
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Product Reviews·4 min
OpenClaw vs Hermes: In-Depth Comparison and Selection Guide for Open-Source AI Agent Frameworks
In-depth comparison of OpenClaw and Hermes open-source AI Agent frameworks covering architecture, memory systems, auth, plugins, and channel distribution to guide developer selection.
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Tutorials·3 min
One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
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Tutorials·3 min
Getting Started with Spring AI Alibaba: The Go-To Framework for Java Developers Integrating LLMs
A deep dive into Spring AI Alibaba's core positioning and advantages, helping Java developers quickly understand how to integrate LLMs through this framework.
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Tutorials·2 min
Complete Guide to Claude Code Hooks: Five Trigger Points & Practical Configuration Walkthrough
Deep dive into Claude Code Hooks' five trigger points (PreToolUse, PostToolUse, OnToolError, Notification, OnPrompt) with a practical file deletion protection example to build efficient automated dev workflows.
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Tutorials·3 min
The Complete Guide to Claude Code Commands: 10 Core Commands & Practical Workflows
A systematic guide to Claude Code's 10 core commands, keyboard shortcuts, CLI parameters & 4 practical workflows covering context management, code review, model switching & cost optimization.
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Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
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Tutorials·3 min
AI Agent Practical Development: A Complete Guide from Concept to Building Production-Grade Intelligent Agents
A deep dive into AI Agent core principles and practical development paths, covering perception-decision-execution capabilities, MCP protocol tool integration, and analysis of Manus and AutoGLM.
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Product Reviews·2 min
Warp Terminal Deep Dive: A Smart Command-Line Tool with Built-in AI Agent
Deep dive into Warp intelligent terminal, a high-performance CLI tool built with Rust. Explore Agent Mode for natural language commands, smart debugging, Warp Drive team collaboration, and how it differs from Cursor and other AI coding tools.
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Deep Dives·3 min
From Copilot to Agentic AI: Understanding AI's Evolution Through Four Stages
A systematic breakdown of AI's four-stage evolution from Chat Mode to Agentic AI, covering multi-agent architectures, ReAct framework, and MCP protocol.
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Tutorials·3 min
Open Code Practical Guide: Building an AI Coding Team with Multi-Agent Systems
Deep dive into Open Code's core architecture: main agents, sub-agents, Skills extensions, JWT security, and multi-platform deployment for building efficient AI coding teams.
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Tutorials·1 min
Claude Code Context Management in Practice: 5 Tips to Double Your AI Programming Efficiency
Master Claude Code context window management with Compact, Clear, and Plot Context commands, plus CLAUDE.md, sub-agents, and other tips to boost AI coding efficiency.
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Deep Dives·2 min
AITS Intelligent Testing Platform: How AI Agents Are Transforming Test Engineers from Script Writers to AI Commanders
Explore how AITS uses AI Agents to auto-generate test cases, self-heal scripts, and run exploratory testing — helping engineers evolve from script writers to AI testing strategists.
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Tech Frontiers·2 min
OpenAI Codex 2.0 Deep Dive: Five Core Upgrades for the AI Programming Agent
Deep analysis of OpenAI Codex 2.0: new computer use, image generation, long-term memory capabilities, evolving from code completion to a full-stack development agent. Covers pricing and developer impact.
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Deep Dives·2 min
Hung-yi Lee's 2026 Course Notes: Deep Dive into the Three Core Capabilities of AI Agents
Notes from Hung-yi Lee's 2026 AI Agent course covering AI Agent definition, LLM-driven principles, and three core capabilities: Memory, Function Calling, and Planning with Tree Search.
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Product Reviews·4 min
Cursor SDK vs Claude Code vs Codex: Hands-On Comparison — Which Is the Best AI Coding Tool?
Hands-on comparison of Cursor SDK, Claude Code, and OpenAI Codex across setup difficulty, debugging speed, and code control to help developers pick the best AI coding assistant.
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