#代码生成
44 related articles
·1 min
Ultimate Review of the Top 10 AI Coding Models: Who Reigns Supreme?
In-depth review of the top 10 AI coding models in 2026, comparing Qwen 3.7 Max, DeepSeek V4 Pro, Claude 4.5 Summit, GPT 5.5 and more across code generation, Agent collaboration, and long-context handling.
Read more →
Product Reviews·1 min
Claude Haiku 4.5 Real-World Test: Failed All 5 Programming Tasks
Testing Claude Haiku 4.5 on 5 visual programming tasks including 3D modeling and physics simulation reveals systematic failures in reasoning, instruction following, and code quality.
Read more →
Product Reviews·2 min
Alibaba Qoder 1.0 Hands-On Review: A Project-Level AI Programming Assistant Driven by Natural Language
Deep analysis of Alibaba Qoder 1.0's core capabilities: end-to-end development via natural language with task decomposition, file-by-file modification, and automated testing.
Read more →
Tutorials·2 min
Building a Custom AI Agent to Automatically Write a Clock Program: AI-Powered Desktop App Development in Practice
A custom AI agent automatically writes a circular clock desktop program on the Volcano Visual platform, covering requirements analysis, code generation, self-inspection, and iterative bug fixing.
Read more →
Product Reviews·3 min
Claude Opus 4.8 Hands-On Review: A Comprehensive Evaluation of Game Development and UI Reproduction Capabilities
In-depth hands-on review of Claude Opus 4.8 across 2D tower defense, 3D game dev, UI reproduction, and tool generation, with scoring and comparison to Opus 4.7.
Read more →
Product Reviews·3 min
Cursor 3.0 Deep Dive: The AI Agent Command Center Rewritten in Rust
Cursor 3.0 abandons VS Code entirely, rewritten from scratch in Rust as an AI agent management platform. Deep dive into its three evolutions, Composer 2 controversy, parallel agent orchestration, and the paradigm shift from assisted to autonomous coding.
Read more →
Product Reviews·3 min
ABCoder in Practice: A Demonstration of Solving AI Code Hallucination
A practical comparison using Hertz framework SSE services shows how ABCoder uses MCP protocol to let AI models consult real source code, solving LLM code hallucination problems.
Read more →
Product Reviews·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.
Read more →
Product Reviews·2 min
Xiaomi MIMO Free 200M Token Hands-On: A Budget Alternative Amid AI Coding Tool Price Hikes
Hands-on review of Xiaomi MIMO 2.5's free 200M Token offer. Covers the application process, coding performance vs Copilot and DeepSeek V4, usage limitations, and who should try this free AI coding tool.
Read more →
Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
Read more →
Product Reviews·2 min
Mistral Vibe: Free Open-Source Terminal AI Coding Assistant — A Claude Code Alternative
Mistral Vibe is an open-source, free terminal AI coding agent by Mistral with sub-agents, async processing, and Slash commands — a powerful Claude Code alternative for developers.
Read more →
Product Reviews·1 min
OpenClaw Hands-On: Can AI Automation Replace Traditional RPA?
A hands-on evaluation of OpenClaw across two real-world cases, comparing AI automation vs. traditional RPA on Android and Windows, and analyzing how the Skills module reduces token costs.
Read more →
Product Reviews·2 min
GLM 5.1 Flagship Model Tested at 400 TPS — From Sketch to Complete App in Two Minutes
Testing Zhipu's GLM 5.1 High Speed API: a full-power flagship model at 400 Token/s. From sketch restoration to generating a complete puzzle game, verifying speed and capability combined.
Read more →
Product Reviews·1 min
AI Coding Tools Compared 2025: How to Choose Between Cloud Code, Codex, and Cursor
In-depth comparison of Cloud Code, Codex, Cursor, Gemini & open-source AI coding tools — their real positioning and best use cases for developers in 2025.
Read more →
Tech Frontiers·2 min
Mercury 2 Hands-On Review: The Fastest Inference LLM Powered by Diffusion Models — A Complete Game Generated in 18 Seconds
Hands-on review of Inception Labs' Mercury 2 diffusion model, benchmarked against Claude Haiku, Gemini Flash and more across code generation, structured reasoning, and long-range planning at 1000+ tokens/sec.
Read more →
Tech Frontiers·2 min
Major Cursor Update: Deep Dive into Composer 2 Model + Glass Interface
Deep dive into Cursor's latest Composer 2 model and Glass interface. Composer 2 scores 61.7% on Terminal Bench 2.0 with blazing inference speed; Glass brings intelligent planning, native Git integration, and multi-Agent management.
Read more →
Product Reviews·2 min
OpenAI Codex App In-Depth Review: 38 Open-Source Skills Explained with Hands-On Experience
In-depth review of OpenAI Codex App: 38 open-source Skills breakdown, Plan Mode, automation workflows, and hands-on demos including game dev and PDF generation.
Read more →
Product Reviews·3 min
Xiaomi MiMo V2.5 Pro In-Depth Review: Comprehensive Testing of Code, 3D, and SVG Generation Capabilities
In-depth review of Xiaomi's MiMo V2.5 Pro open-source LLM: 1.2T parameter MoE architecture tested on macOS clone, frontend UI, Three.js 3D scenes, and SVG generation tasks.
Read more →
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.
Read more →
Product Reviews·3 min
OpenAI Codex Free Tier Real-World Test: Only 20 Uses Per Week, Bug Fix Battle Comparison
Real-world testing shows OpenAI Codex free accounts get only ~20 calls per week. A text-to-video black screen bug fix case reveals Codex's superior capability vs other AI coding tools.
Read more →