#code execution
88 related articles
·2 min
Duel Agents: Multi-AI Agent Competition Mechanism That Automatically Selects the Most Cost-Effective Coding Solution
Duel Agents uses multi-model parallel competition and recursive task decomposition as a routing layer before tools like Claude Code, automatically selecting the most cost-effective AI coding result with claimed 70% savings.
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·4 min
Anthropic's Official Breakdown: Three Core Components for Building AI Agents
Anthropic Developer Conference deep dive into three core AI Agent architectures: Build (code execution), Connect (Web Search & MCP), and Optimize, with live demos and multi-tool collaboration examples.
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·4 min
The Real Logic of Getting Rich with AI: Toolbox Thinking and the Three-Layer Capability Model
Mastering AI tools doesn't equal making money. This article breaks down the three-layer AI wealth model: LLM prompting, automation workflows, and agent collaboration, plus the MAPS framework and Three R's Rule.
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·4 min
Real-World Comparison of Chinese AI Coding Models: Which One Best Generates a Complete E-Commerce System in One Shot?
Real-world test of six Chinese AI coding models — Qwen 3.7 Max, DeepSeek V4 Pro, MiniMax M3 and more — generating a complete e-commerce system, scored on UI, checkout flow, and backend management.
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·2 min
ChatGPT Merges with Codex: What a 24-Hour Autonomous AI Assistant Means
OpenAI fully integrates Codex into ChatGPT, creating an AI digital worker capable of autonomous planning and up to 24 hours of continuous execution. A deep dive into core upgrades, use cases, and industry impact.
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AI Large Language Models for Reverse E…
·3 min
AI Large Language Models for Reverse Engineering: A Workflow That Boosts Freelance Efficiency by 10x
Learn how AI LLMs revolutionize JS reverse engineering—automating encryption cracking, signature reconstruction, and parameter analysis to boost freelance scraping efficiency by 10x.
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Complete Guide to Connecting DeepSeek …
·3 min
Complete Guide to Connecting DeepSeek V4 Pro with Codex and Claude Code
Step-by-step tutorial on connecting DeepSeek V4 Pro's discounted API to Codex and Claude Code desktop clients, with real-world Token usage and cost comparisons for AI-assisted programming.
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Guo Yu on the AI Agent Era: The End of…
·3 min
Guo Yu on the AI Agent Era: The End of Software and the Fate of Knowledge Workers
Former ByteDance engineer Guo Yu analyzes the AI Agent revolution: how Claude Code's Skill feature signals the end of traditional software, the SaaS collapse, and the future of knowledge workers.
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·2 min
Gemini 3.5 Flash Teams Up with Antigravity: Multi-Agent Collaboration to Build an Entire City
Deep dive into how Gemini 3.5 Flash and Antigravity platform use multi-subagent architecture to design and build a complete virtual city from scratch.
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·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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·2 min
Two Years of AI Growth: From Passively Following Instructions to Proactively Understanding Intent
A look at AI's core evolution over two years: from a prompt-dependent instruction follower to an autonomous collaborator that understands intent, plans tasks, and self-corrects.
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·4 min
Google Hybrid Inference Comes to iOS: A Complete Guide to On-Device AI Cross-Platform Deployment
Google Hybrid Inference officially supports iOS, adds Gemma 4 on Android, and Chrome local Web inference nears GA. A deep dive into hybrid inference technology, cross-platform advantages, and developer opportunities.
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·4 min
Google Hybrid Inference Comes to iOS: A Complete Guide to On-Device AI Cross-Platform Deployment
Google Hybrid Inference now supports iOS, adds Gemma 4 on Android, and Chrome local Web inference nears GA. A deep dive into hybrid inference technology, cross-platform advantages, and developer opportunities.
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Tutorials·4 min
Cursor + Codex Dual-IDE Collaboration: A Practical Methodology for Open-Source Project Customization
A complete methodology for open-source project customization based on real-world experience, detailing the Cursor+Codex dual-IDE workflow, seven-stage process, MVP validation, and AI source code reading techniques.
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Tutorials·3 min
ReAct vs. CodeAct: Two Core Approaches to Agent Tool Calling
In-depth comparison of ReAct and CodeAct — two core Agent tool-calling architectures. From paper principles to code implementation, learn the trade-offs between reasoning+action and code execution.
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Tutorials·2 min
A Guide to UI Animation: Practical Methods for AI Agent & SaaS Product Promotion
A detailed guide on UI animation for AI Agent, SaaS, and APP promotion — covering tools, design workflows, and key techniques for professional product demos.
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Tutorials·3 min
How Ordinary People Can Build Products with AI Programming
AI programming tools let anyone build products, but zero-experience users still struggle. Learn why Python basics and key strategies help you direct AI effectively.
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Tutorials·3 min
Cursor Beginner's Guide: Four AI Modes & Hands-On Project Demo
A detailed guide to Cursor AI's download, installation, interface layout, four AI modes (Agent/Plan/Debug/Ask), and a hands-on demo showing how beginners can generate complete projects using natural language.
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Product Reviews·3 min
Zed Editor Lands on Windows: An In-Depth Look at This Free AI Code Editor
Zed editor officially arrives on Windows. Built with Rust, it features Cloud Code, Gemini CLI, and Codex AI Agents, offering a free intelligent coding environment with native debugging.
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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 in Rust features extreme performance, built-in Cloud Code, Gemini CLI, and Codex agents, native debugging, and real-time collaboration.
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