#code execution
89 related articles
Tutorials
Getting Started with Claude Code: 5 Co…
·2 min
Getting Started with Claude Code: 5 Core Advantages Over Regular AI Coding Tools
Deep dive into the core differences between Claude Code and regular AI chat tools across 5 dimensions: interaction, context understanding, execution, memory, and tool invocation.
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Tutorials
MCP Protocol Practical Guide: The Stan…
·2 min
MCP Protocol Practical Guide: The Standard Interface for Connecting LLMs to Everything
Deep dive into MCP (Model Context Protocol) principles and practical applications. Learn how LLMs connect to external tools via MCP to become agents, covering Java tech stacks, MCP Server ecosystem, Cherry Studio demos, and A2A protocol comparison.
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Product Reviews
AI Coding Real-World Test: GPT-5, Gemi…
·2 min
AI Coding Real-World Test: GPT-5, Gemini 2.5 Pro, Kimi K2, and Grok 4 All Fail at Web Scraping
Real-world test using Cursor IDE: GPT-5, Gemini 2.5 Pro, Kimi K2, and Grok 4 all fail at static web scraping while Claude leads with 126 pages. Deep analysis of why top AI models struggle.
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Tutorials
Bolt.diy + Gemini 2.0: A Complete Tuto…
·2 min
Bolt.diy + Gemini 2.0: A Complete Tutorial for Free No-Code APP Development
Learn how to use open-source Bolt.diy with Gemini 2.0 via OpenRouter to build complete apps for free with zero coding. Covers setup, hands-on demo, and pros/cons analysis.
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Tutorials
How to Choose an AI Coding IDE: A Comp…
·2 min
How to Choose an AI Coding IDE: A Complete Comparison of Cursor, Trae, and Windsurf
A detailed comparison of mainstream AI coding IDEs including Cursor, Trae, and Windsurf, covering Auto mode, Codex integration, and more to help developers at all levels find the best AI coding tool.
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Industry Insights·3 min
Endava Builds an Agentic Organization with Codex: Requirements Analysis Compressed from Weeks to Hours
Global IT services firm Endava uses OpenAI Codex to build an Agentic Organization, compressing requirements analysis from weeks to hours. A deep dive into AI-driven software delivery transformation.
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Tutorials
Harness Engineering: A Practical Guide…
·3 min
Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery
Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.
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Tutorials
Complete Guide to Connecting Claude Co…
·3 min
Complete Guide to Connecting Claude Code Desktop with DeepSeek: Zero-Barrier AI Programming Setup Tutorial
Step-by-step guide to connecting Claude Code Desktop with DeepSeek via CCSWitch middleware. No VPN or Claude account needed — set up your AI programming environment in 10 minutes.
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Tutorials
Multi-Model AI Development in Practice…
·2 min
Multi-Model AI Development in Practice: A Guide to Unified API Gateway Architecture Design
Learn how to overcome single-model AI limitations by designing a unified API gateway architecture for multi-model collaboration, covering task routing, failover, and cost optimization strategies.
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Industry Insights·2 min
Meta Partners with AWS: Bringing in Tens of Millions of Graviton Cores to Expand AI Infrastructure
Meta partners with AWS to add tens of millions of Graviton cores for AI inference, diversifying its infrastructure to support Meta AI and Agentic experiences for billions of users.
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Product Reviews·2 min
feishu-claude-bridge Open Source Project Analysis: A Practical Guide to Integrating Claude Code with Feishu
In-depth analysis of the feishu-claude-bridge open-source project: how to use Claude Code for AI programming directly in Feishu, covering architecture, deployment, and use cases.
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Tech Frontiers·3 min
Tech Weekly: OpenAI Swarm Framework, Claude Data Visualization & Lightweight OS Analysis
This week's tech roundup analyzes OpenAI's Swarm Agent framework, Anthropic's Claude data visualization app, Kali Linux, Unikraft lightweight OS, and Go Blueprint — covering AI, security, and cloud computing.
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Product Reviews·3 min
Devin 2.0 In-Depth Review: Is the $20/Month AI Coding Agent Actually Worth It?
In-depth analysis of Devin 2.0: dropped from $500 to $20/month, 12x efficiency in code migration, but only 15% completion on complex tasks. Real test data on use cases and limitations.
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Product Reviews·3 min
OpenHands Deep Dive: How an Open-Source AI Coding Agent is Redefining Software Development
Deep dive into OpenHands, an open-source AI coding agent platform covering architecture design, sandboxed code execution, and multi-tool orchestration, compared with Copilot, Devin, and more.
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Tutorials·3 min
Harness Engineering: A Practical Guide to AI Development — From Prompts to Mastering AI Agents
A deep dive into Harness Engineering's three-layer architecture: Information, Constraint, and Automation layers, covering Agent failure modes, OpenAI and Anthropic best practices, and AI tool selection strategies for controlled AI development.
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Deep Dives·3 min
Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000
Deep analysis of two MCP ecosystem breakthroughs: code execution compresses tool definitions from 150K to 2K tokens, and Agent Skills enable capability packaging and reuse.
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Tutorials·2 min
Gemini 3.0 Pro + Claude Opus 4.5: A Practical Guide to Dual-Model Programming Workflows
Compare Gemini 3.0 Pro and Claude 4.5 Opus in programming tasks, build a dual-model workflow with KiloCode for architecture planning and code execution.
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Deep Dives·3 min
Harness Engineering Explained: Building Stable and Efficient Work Systems for AI
Deep dive into Harness Engineering: how to build execution environments, toolchains, and feedback loops for AI. From Prompt Engineering to system-level engineering for stable AI production.
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Tutorials·3 min
From Programmer to Agent Developer: A Detailed Four-Stage Learning Roadmap
A systematic four-stage learning roadmap for programmers transitioning to AI Agent development, covering core theory, ReAct and classic paradigms, Prompt engineering, and hands-on projects.
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Tech Frontiers·2 min
DeepSeek OCR2, Kimi K2.5, and Microsoft Maia 200 All Launched on the Same Day
DeepSeek releases OCR2 replacing CLIP with an LLM as visual encoder; Moonshot AI launches Kimi K2.5 with 100+ sub-agent cluster mode; Microsoft deploys 3nm Maia 200 chip; Alibaba releases Qwen3 Max Thinking.
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