#AI programming benchmark
1041 related articles
Tutorials·2 min
Qwen3 Free Coding in Practice: Building Full-Stack Apps with Cline
A hands-on guide to using Qwen3 for free via OpenRouter API and Ollama local deployment, paired with Cline coding agent for full-stack development tasks.
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Product Reviews·2 min
Testing 15 LLMs to Build a Bilibili Homepage: GPT Takes the Crown, Domestic Models Fall Behind
15 mainstream LLMs tested building a Bilibili video app from the same prompt. ChatGPT 5.4 tops overall, Claude excels at frontend, domestic models lag behind.
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Product Reviews·2 min
Benchmarking 15 LLMs Building a Bilibili Homepage: GPT Takes the Crown, Domestic Models Fall Behind
15 mainstream LLMs tested building a Bilibili video app from the same prompt. ChatGPT 5.4 tops overall, Claude excels at frontend, domestic models lag behind.
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Product Reviews·2 min
GPT-5.5 After 3 Weeks of Real-World Testing: Does It Really Crush Opus 4.7 at Coding?
EVERY team tested GPT-5.5 for 3 weeks using SABench. GPT-5.5 scored 62.5 vs Opus 4.7's 33 in coding execution, but the best workflow combines Opus for planning with GPT-5.5 for execution.
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Expert Opinions·2 min
Delete Your CLAUDE.md: Research Shows Agent Config Files Are Hurting AI Coding
Research shows CLAUDE.md and AGENTS.md config files reduce AI coding performance by 3% and increase costs by 20%. Learn why less is more for AgentMD.
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Product Reviews·2 min
Windsurf Integrates Devin Review: A Deep Dive into IDE-Native AI Code Review
Deep dive into Windsurf's integration of Devin Review and Quick Review—how IDE-native AI code review eliminates context switching, boosts developer efficiency, and reshapes workflows.
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Tech Frontiers·1 min
Opus 4.7 Fast Mode Lands on Windsurf: 2.5x Speed Boost with No Loss in Intelligence
Claude Opus 4.7 fast mode launches on Windsurf with ~2.5x speed boost while maintaining full intelligence. Analysis of its impact on AI-assisted coding and Windsurf's competitive strategy.
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Tutorials·2 min
Getting Started with Spring AI Alibaba: Best Practices for Java Developers to Integrate LLMs
Deep dive into Spring AI Alibaba's positioning and value, using a JDBC analogy to help Java developers understand how to integrate LLM capabilities into existing microservices architecture.
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Tutorials·1 min
Claude Code with DeepSeek V4: Complete the Switch with a Single Command
Learn how to connect DeepSeek V4 to Claude Code CLI, bypassing identity verification. Includes Windows setup steps, cost comparison, and use case analysis.
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Tutorials·3 min
Practical Guide to Building an Intelligent Coding Assistant with the OpenAI API
A detailed guide on building an intelligent code assistant with the OpenAI API, covering Chat Completions, Responses, and Assistants APIs, GPT-4.5 vs Codex models, and tools like Function Calling and Code Interpreter.
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Tutorials·2 min
Tutorial: Building a Low-Cost AI Code Editor with DeepSeek-V3 + VSCode
Step-by-step tutorial: Build a low-cost AI programming assistant using DeepSeek-V3 API with VSCode's Continue plugin. Covers setup, API Key configuration, code completion demo, and Ollama local deployment.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: The In-House Composer Model and Five Major Feature Upgrades
Deep dive into Cursor 2.0's five new features: the in-house Composer model with major speed gains, Git Worktree multi-Agent parallel development, Agent View mode, built-in browser, and more.
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Tutorials·3 min
Getting Started with FastAPI: A Comprehensive Guide to Frontend-Backend Separation and RESTful API Core Concepts
A systematic guide to core concepts for FastAPI beginners, covering frontend-backend separation architecture, RESTful API design, and JSON data format advantages for Python developers.
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Tutorials·2 min
Deep Dive into Anthropic's Official Claude Code in Action Course: Four Core Modules to Master AI Programming
Deep dive into Anthropic's official Claude Code in Action course covering four modules: assistant fundamentals, differentiators, project practice, and best practices for AI programming mastery.
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Tutorials·2 min
Complete Guide to Configuring Local DeepSeek Model in PyCharm for AI-Assisted Programming
Learn how to configure a local DeepSeek model in PyCharm via Ollama for free, privacy-safe AI-assisted programming. Includes installation steps, plugin setup, usage tips, and hardware recommendations.
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Tutorials·3 min
The Complete Guide to Using O3 Mini for Free: 5 Zero-Cost Solutions
Discover 5 free ways to use OpenAI's O3 Mini model, including AnyChat unlimited access, GitHub Models API, and Aider clipboard mode for zero-cost AI experience.
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Tech Frontiers·3 min
OpenAI Codex Deep Dive: AI Programming Evolves from Code Completion to Full-Repository Autonomous Development
Deep analysis of OpenAI Codex agent and its Codex-1 model, comparing Windsurf's SW1E1 and Anthropic's new reasoning model, exploring how AI programming leaps from single-file assistance to full-repository autonomous understanding.
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Product Reviews·3 min
Windsurf Wave 5 + Gemini 2.5 Pro: The Most Stable Free AI Coding Combo
Deep dive into Windsurf Wave 5 with Gemini 2.5 Pro integration: WindsurfTab unified context, terminal awareness, live demos, and model selection strategies for the most reliable free AI coding setup.
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