#SWE-Bench
388 related articles
Product Reviews·2 min
Google Jules Hands-On Review: Testing the Real Capabilities and Limitations of This AI Coding Agent with a Java Project
In-depth testing of Google Jules AI coding agent with a real Java backend project, revealing code generation quality, hallucination issues, and capability boundaries.
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Product Reviews·1 min
Gemini 3 Flash In-Depth Review: Comprehensive Testing of Coding, Multimodal, and Writing Capabilities
In-depth review of Google Gemini 3 Flash's real-world performance in coding, multimodal understanding, and writing. Covers benchmark analysis, Cursor programming tests, and practical tips.
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Tutorials·3 min
Agent Tank Guide: AI Writes Code for Tank Battles — A Ranking Guide from Bronze to King
Agent Tank is a cyber cricket fighting game where AI Agents write tank combat strategies. Learn game mechanics, ranking tips, and human-AI review workflows to climb from Bronze to King using Claude Code or Codex.
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Product Reviews·3 min
Gemini 2.5 Pro Coding Test: Crushes Claude at Rust Refactoring, Falls Flat on Frontend
In-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
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Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
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Tutorials·2 min
Gemini CLI Installation & Setup Guide: Free AI Coding Tool Configuration Tutorial
Complete guide to installing and configuring Google Gemini CLI, covering Node.js setup, npm installation, Google account authentication, and a hands-on coding demo. 1,000 free daily requests powered by Gemini 2.5 Pro.
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Product Reviews·3 min
Mistral Vibe Hands-On Review: Is This $15/Month Claude Code Alternative Actually Worth It?
Hands-on review of Mistral Vibe terminal AI coding agent: sub-agent orchestration, async tasks, custom skills. At $15/month vs Claude Code's $200, is it worth it?
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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·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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Product Reviews·5 min
Manus vs Google Deep Research vs Flowith: A Hands-On Comparison of AI Agents for Courseware Generation
Hands-on comparison of Manus, Google Deep Research, and Flowith generating Kafka courseware with the same prompt. Detailed scoring reveals which AI agent delivers the best results.
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Product Reviews·3 min
Google Jules Hands-On Review: AI Coding Agent Automatically Analyzes Code and Commits to GitHub
In-depth review of Google's AI coding agent Jules, powered by Gemini 2.5 Pro. Demos show GitHub integration, C# code analysis across 10 dimensions, and auto Python GUI development.
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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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Tutorials·3 min
Google AI Studio Tutorial: A Comprehensive Guide to Gemini from Beginner to Advanced
A detailed guide to Google AI Studio and Gemini's three usage methods, covering YouTube video analysis, voice generation, Imagen 4 text-to-image, Gemini Live multimodal interaction, and building apps with natural language.
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Product Reviews·3 min
9 Emerging AI Tools to Try: The Best Automation & Agent Platforms of 2025
Explore 9 noteworthy AI tools of 2025 covering workflow automation, multi-agent collaboration, no-code development, and autonomous programming including Active Pieces, Make, Devin AI, and OpenAI Operator.
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Tech Frontiers·3 min
Simon Willison Builds a QR Code Generator with Claude: A Vibe-Coding Case Study
Simon Willison built a QR code generator with Claude AI, supporting URL text and WiFi QR code generation with style customization. A detailed look at this vibe-coding project's design and AI-assisted development insights.
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Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
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Product Reviews·2 min
After Cursor's Regional Restrictions, Can Claude Code Be the Best Alternative?
Cursor blocks Chinese users with regional restrictions. This article compares Cursor vs Claude Code, analyzes Claude Code's advantages in coding and debugging, and offers practical solutions to bypass geo-restrictions.
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Product Reviews·4 min
Comparing the Top 4 AI Coding Tools: Copilot vs. Cursor vs. TRAE vs. Claude Code — Which One Should You Choose?
In-depth comparison of 2025's top 4 AI coding tools: GitHub Copilot, Cursor 2.0, TRAE Solo, and Claude Code — covering features, experience, and pricing to help developers choose.
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Tutorials·4 min
Claude 4.5 Haiku Released: A Practical Guide to 7 AI Side Hustle Monetization Methods
Claude 4.5 Haiku delivers Sonnet 4-level coding at 1/3 the cost and 2x speed. Explore 7 proven AI side hustle methods with real income data and step-by-step workflows.
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Tutorials·4 min
The Complete Guide to Mistral Vibe: A Free API-Powered Terminal AI Coding Assistant
Complete guide to Mistral Vibe terminal AI coding assistant: free Experiment Plan setup, Mistral Medium 3.5 features, remote agent capabilities, and six core use cases for zero-cost AI-assisted coding.
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