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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 Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do
Hands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.
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Industry Insights·3 min
Deep Analysis of the AI Coding Landscape: Why Context Determines the Fate of Cursor, Windsurf, and Their Peers
Deep analysis of the AI coding sector: from GitHub Copilot to Cursor's $10B valuation, why context is the core moat, and how startups compete with tech giants.
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Product Reviews·3 min
MiniMax M2.7 Hands-On Review: Coding Ability Rivals Claude Opus at 50x Lower Cost
In-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
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Research·4 min
Continual Harness: AI Automatically Builds Scaffolding to Beat Pokémon RPGs
Princeton and Google DeepMind propose Continual Harness, enabling LLM agents to automatically build and optimize scaffolding to beat multiple Pokémon RPGs without human intervention, cutting costs by 40%.
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Industry Insights·4 min
AI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
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Tech Frontiers·3 min
Analogue 3D Firmware Update Adds Memories Save States: A Major Upgrade for the FPGA Retro Console Experience
Analogue 3D adds Memories save states via firmware update, enabling save/load at any point in N64 games. A deep dive into FPGA implementation challenges and what this means for retro gamers.
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Tutorials·3 min
Codex Installation & Setup Guide: From Subscription to Installation to Real-World Use
Step-by-step guide to installing and configuring OpenAI Codex CLI, covering ChatGPT Plus subscription options, macOS installation, credit management, and real-world project testing.
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Tech Frontiers·4 min
Google's New Anti-Spam Policy Explained: Manipulating AI Search Results Will Face Severe Penalties
Google's 2025 spam policy update brings manipulation of AI Overview and AI Mode results under formal penalties. Deep dive into policy changes, new AI search manipulation tactics, and SEO impact.
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Tutorials·4 min
Manus AI Tutorial: The Three-Layer Expression Method to Triple Your Efficiency (With 19 Real-World Scenarios)
A detailed guide to Manus AI Agent's core capabilities and usage techniques, using the Three-Layer Expression Method to issue precise instructions across 19 real-world scenarios including workplace reporting, data analysis, and side income.
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Product Reviews·3 min
DeepAgent In-Depth Review: An AI Agent That Controls Your Computer for $10/Month — Is It Worth It?
In-depth review of DeepAgent's Computer Use Agent: tested across property search, Excel dashboard building, and flight comparison. Is this $10/month AI agent platform worth it?
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Product Reviews·3 min
Cursor Composite vs Windsurf SWE 1.5: Three Rounds of Real-World Testing to Determine the Best AI Coding Model
Three progressive real-world tests comparing Cursor Composite and Windsurf SWE 1.5 proprietary AI coding models across HTML games, e-commerce pages, and full-stack systems.
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Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
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Product Reviews·3 min
go-cursor-help: A Deep Dive into the 26K-Star Cursor Trial Limit Reset Tool
Deep analysis of GitHub's popular go-cursor-help project: how it resets device fingerprints to bypass Cursor's free trial limits, its risks, and compliant alternatives for AI coding assistants.
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Tutorials·3 min
Implementing LangGraph in TypeScript: Deconstructing the Core Principles of AI Agent Frameworks from Scratch
Learn how to implement LangGraph's core design from scratch in TypeScript, covering state-graph-driven architecture, node-based orchestration, and the ReAct pattern for AI Agent development.
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Tech Frontiers·3 min
OpenAI Codex Hits Mobile: The AI Programming Tool Ecosystem War Goes Full Scale
OpenAI Codex integrates with ChatGPT mobile, Microsoft tightens Claude Code licensing, Tencent open-sources Agent Memory cutting tokens by 61%, NVIDIA launches Rubin platform, RSI valued at $4.6B.
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Product Reviews·3 min
Google AI Studio 2.0 Deep Dive: Hands-On with the Free Full-Stack Coding Tool
Deep dive into Google AI Studio 2.0's new Build Mode and Agentic Mode. Hands-on testing of CRM systems, multiplayer games, Firebase integration, Gemini models, and Stitch workflow — all completely free.
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Product Reviews·4 min
GLM-4.7 In-Depth Review: Coding Capabilities on Par with Claude Sonnet 4.5
In-depth testing of Zhipu AI's open-source GLM-4.7 coding abilities across SVG animation, 3D game dev, iOS native apps, and browser automation, compared against Claude Sonnet 4.5 and DeepSeek V3.2.
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Tutorials·3 min
Godot AI Plugin Setup Guide: Using MCP Protocol to Let AI Directly Control the Game Engine
A complete guide to installing and configuring the Godot AI plugin. Use MCP protocol to let Claude and Codex create scenes, run tests, and debug with screenshots — build a 3D platformer in 10 minutes.
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Deep Dives·3 min
How the Single Responsibility Principle Is Revolutionizing Prompt Engineering: A Modular AI Narrative Architecture Explained
Explore how the Singulari-Tea Codex open-source project applies the Single Responsibility Principle (SRP) to Prompt architecture design, building a modular AI narrative system optimized for Gemini 2.5 Pro.
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