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Tutorials·4 min
Google Jules Official Launch: A Complete Guide to the Free AI Coding Agent
Google's AI coding agent Jules is now officially available, with a free tier offering 15 tasks/day. Covers Jules's 5 core features, GitHub integration, CLI support, use cases, and practical tips.
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Product Reviews·3 min
The Complete Guide to Mistral Wire: Free Open-Source Terminal AI Coding Assistant & Best Claude Code Alternative
Deep dive into Mistral Wire—a free open-source terminal AI coding assistant. Detailed comparison with Claude Code, covering sub-agents, parallel tasks, slash commands, installation guide & demos.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Deep Dives·4 min
How to Read AUC Area Charts: A Complete Guide to ROC Curve Interpretation and Model Evaluation
Learn how to read AUC area charts with this complete guide covering ROC curve interpretation, AUC scoring standards (0.5–1.0), three model comparison scenarios, and PR curve vs ROC curve differences.
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Deep Dives·4 min
How Dangerous Are Windsurf Account-Switching Plugins? A Deep Dive into Technical Principles and Security Risks
Deep analysis of Windsurf seamless account-switching plugin's technical implementation, revealing risks of account bans, code theft, and legal liability. Four compliant alternatives for developers.
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Tutorials·3 min
Windsurf Pro Free Trial Guide: 14-Day Zero-Cost Experience of the Best Cursor Alternative
2025 Windsurf Pro 14-day free trial guide with cancel-renewal tips. Real tests comparing Claude Opus 4, GPT-5.4x & Gemini 2.5 Pro code generation. Zero-cost best Cursor alternative.
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Tutorials·4 min
Godot Camera2D Follow Player: Complete AutoLoad Singleton Implementation
Complete implementation of Camera2D following the player in Godot, covering arena setup, AutoLoad singleton configuration, GDScript camera scripting, with global_position and _process tips.
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Tutorials·5 min
Can't Use Claude Code? Hands-On Guide to Accessing Opus 4 via Cursor and Windsurf
Can't use Claude Code in China? This hands-on guide tests Cursor and Windsurf as alternatives for accessing the Opus 4 model, both supporting Alipay payment with no overseas phone number required.
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Tech Frontiers·3 min
GPT Image 2 Generates APP Interfaces from Scratch — A Paradigm Revolution in AI Front-End Development
GPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
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Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
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Product Reviews·4 min
Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.
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Tutorials·3 min
OpenManus Local Deployment Guide: Real-World Testing with DeepSeek & Troubleshooting Tips
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API config, and Playwright installation. Real-world testing reveals performance, Token costs, and current limitations.
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Tutorials·4 min
OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API configuration, and 3 real-world test cases validating AI Agent capabilities including web search and file generation.
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Product Reviews·3 min
Manus Review: A Deep Dive Comparing It to MetaGPT to Reveal the True Capabilities of This AI Agent
A deep review of Manus AI Agent across technology, product, and marketing dimensions, compared with MetaGPT. Core capabilities overlap by 90%+. Is it innovation or packaging?
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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Product Reviews·4 min
Manus Full Public Launch Review: Can an AI Agent Really Help Beginners Build a Social Media Business?
Manus AI Agent is now fully open. This hands-on review tests it through a complete social media startup scenario—from research to content production—revealing its real capabilities and limitations.
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Product Reviews·4 min
Manus Open Access Full Review: 3 Real-World Tasks Reveal the True Level of AI Agents
Hands-on review of Manus after open registration: testing news webpage generation, flight search, and video creation reveals AI Agent limitations in accuracy, efficiency, and cost-effectiveness.
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Product Reviews·5 min
Nano AI Agent Hands-On Review: Real Experience and In-Depth Evaluation of Free MCP Tools
In-depth hands-on review of Nano AI agent with Guizhou travel guide and Pop Mart business analysis tasks. Free MCP tools, zero setup, 10-min reports with detailed pros/cons analysis.
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Product Reviews·3 min
Manus AI Deep Dive: What Makes the AI Agent Meta Acquired for $2 Billion So Powerful
In-depth testing of Manus AI across PPT creation, full-stack web development, and channel analytics. Discover why Meta paid $2 billion for this general-purpose AI agent.
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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