#code execution
89 related articles
Product Reviews·3 min
Zed Editor Officially Lands on Windows: A Free, Open-Source AI IDE Alternative
Zed Editor's Windows version is officially released. This free, open-source AI IDE built in Rust features extreme performance, built-in Cloud Code, Gemini CLI, and Codex agents, native debugging, and real-time collaboration.
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Product Reviews·3 min
Zed Editor Officially Lands on Windows: A Free, Open-Source AI IDE Alternative
Zed Editor's Windows version is officially released. This free, open-source AI IDE built with Rust features extreme performance, built-in Cloud Code, Gemini CLI, and Codex agents, a native debugger, and real-time collaboration.
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Tutorials·3 min
Fully Automated Invoice Reimbursement with Local AI Agent: From Process Breakdown to Deployment
How to build a fully automated invoice reimbursement system with local AI Agents, covering OCR, info extraction, and form generation with MinerU+Qwen3+Qianwen Po.
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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
MCP (Model Context Protocol): Solving the Three Core Pain Points of AI Tool Calling
Deep dive into how MCP (Model Context Protocol) solves three core pain points of Tool Calling: verbose descriptions, unstable invocations, and lack of unified standards.
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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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Product Reviews·2 min
Is OpenAI Codex Becoming More Like Claude Code? Developers Complain About Product Homogenization
Developers complain OpenAI Codex is becoming more like Claude Code. Analysis of AI coding tool homogenization trends and what developers should prioritize when choosing programming assistants.
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Tech Frontiers·1 min
Codex Mobile Remote Programming Tutorial: Set Up Coding from Anywhere in Three Steps
OpenAI Codex supports sending programming instructions from your phone to your computer remotely. Complete setup in three steps and code from anywhere during commutes, meetings, and more.
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Product Reviews·3 min
OpenClaw v2026.5.14 Deep Dive: Real-Time Voice Calls and Gateway Freeze Fix
Deep dive into OpenClaw v2026.5.14: TelLinks real-time voice calls, gateway freeze fix, Telegram message congestion resolution, Agent transparency, DeepSeek V4 Flash config, and 120+ bug fixes.
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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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Tech Frontiers·2 min
AI Daily: OpenClaw 3.5x Performance Boost, Copilot Memory Opens Up, Programming Tools Evolve Across the Board
May 16, 2025 AI roundup: OpenClaw 3.5x faster, GitHub Copilot Memory early access, Qoder 1.0 autonomous workbench, MiniMax M2.7 on OrcaRouter, Meituan General 365 benchmark.
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Tutorials·3 min
Bingo Code: Deploy Claude Code with One Command — Free Coding with DeepSeek V4
Learn how to deploy Claude Code locally with one npm command using Bingo Code, connect DeepSeek V4 API, and leverage smart slot routing for cost-effective AI-powered Vibe Coding.
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Tutorials·4 min
Zero-Code in Practice: Building and Publishing a WeChat Mini Program from Scratch with AI
Complete guide to building and publishing a WeChat Mini Program with zero coding using ChatGPT and Codex — from account registration to AI-generated design, code, and question banks to review and launch.
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Tutorials·2 min
Deep Dive into Claude Code's Seven-Layer Architecture: Source-Level Analysis of the ReAct Loop and Configuration-Driven Design
Deep analysis of Claude Code's seven-layer architecture, ReAct loop core principles, and configuration-driven design. Source-level deconstruction of AI Agent mechanics with best practices.
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Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
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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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Tutorials·3 min
Claude Code Channels Remote Control Tutorial: Programming Your Computer from Your Phone
Learn how to use Claude Code Channels to remotely control your development environment from your phone via Telegram. Covers architecture, setup, security verification, and live demo.
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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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Tutorials·3 min
Complete Guide to Connecting Codex with DeepSeek V4: API Configuration & Plugin Unlock
Complete guide to connecting Codex with DeepSeek V4 via CC Switch relay, including API Key setup, channel configuration, and plugin unlock steps for cost-effective AI programming.
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Tutorials·3 min
Practical Guide to Building an Intelligent Coding Assistant with the OpenAI API
A detailed guide on building an intelligent code assistant with the OpenAI API, covering Chat Completions, Responses, and Assistants APIs, GPT-4.5 vs Codex models, and tools like Function Calling and Code Interpreter.
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