#SWE-bench
372 related articles
Tech Frontiers·3 min
OpenAI's $3 Billion Windsurf Acquisition: How Will It Reshape the AI Coding Tool Landscape?
OpenAI acquires AI coding tool Windsurf for ~$3B in its largest deal ever. Deep analysis of the deal's context, impact on Cursor and GitHub Copilot, and OpenAI's strategy to build an AI coding ecosystem.
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Product Reviews·3 min
DeepSeek V4 vs GLM-5.1 vs GPT 5.5 Real-World Coding Test: Which One Wins in Actual Project Development?
Real-world coding test of DeepSeek V4, GLM-5.1, and GPT 5.5 using a 7,000-user browser extension. GLM-5.1 achieves first-pass success with the most stable performance across project development and 3D generation.
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Tutorials·3 min
Claude Code Getting Started Guide: Installation & Configuration Tutorial with Mainstream AI Coding Tool Comparison
Complete guide to Claude Code installation and configuration with usage notes for China, plus side-by-side comparison with Cursor, Copilot, and Trae to help developers choose the best AI coding assistant.
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Tech Frontiers·2 min
SWE-agent Multimodal Released: Image Viewing + Browser Debugging, A New Power Tool for Frontend AI Development
SWE-agent Multimodal officially released with image viewing and web browser debugging capabilities for automated frontend visual bug detection and fixes, plus the new SWE-bench Multimodal benchmark.
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Deep Dives·3 min
Claude's Advisor Strategy: Small Models Execute, Large Models Supervise — A New Cost-Saving Paradigm for AI Agents
Anthropic's Advisor Strategy lets Sonnet execute tasks while Opus serves as advisor, cutting costs 12% while boosting SWE-Bench by 2.7 points. A new multi-model AI Agent paradigm explained.
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Tech Frontiers·2 min
Augment Launches Prism Smart Routing: Automatically Selects Optimal Models to Cut Costs by 30%
Augment launches Prism, an intelligent model router that automatically assigns requests to the optimal AI model during multi-turn coding, matching frontier quality while cutting costs 20-30%.
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Product Reviews·3 min
AI Coding Agent Benchmark: Comprehensive Ranking and Selection Guide for 80+ Tools
Comprehensive comparison of 80+ AI coding agent tools, with SWE-Bench benchmark rankings covering Devin, Cursor, Claude Code, GitHub Copilot and more, plus pricing analysis to help developers choose.
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Product Reviews·3 min
Crafta-Bench: A Deep Dive into the Benchmark Tool for Cursor Background Agents
Deep dive into the crafta-bench open-source project, a benchmark tool designed for Cursor Background Agents. Explore AI coding Agent evaluation dimensions, industry trends, and practical implications.
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Product Reviews·2 min
ccNexus: Intelligent API Gateway for Claude Code/Codex CLI with Multi-Endpoint Rotation and Usage Monitoring
ccNexus is an open-source Go-based intelligent API gateway for AI coding tools like Claude Code and Codex CLI, featuring multi-endpoint rotation, multi-platform integration, and usage monitoring.
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Product Reviews·5 min
Awesome Claude Code: Deep Dive into a 40K-Star Resource Collection
Deep analysis of the 42,000+ star awesome-claude-code GitHub repository, covering Skills, Hooks, Slash Commands, Agent Orchestrators and more to help developers master the Claude Code ecosystem.
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Deep Dives·6 min
learn-claude-code: Deep Dive into the 58K-Star AI Agent Framework
Deep analysis of the 58K-Star open-source project learn-claude-code: building a Claude Code-like programming agent from scratch. Deconstruct the Agent Harness, ReAct loop pattern, and Bash execution layer.
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Product Reviews·3 min
Token Savior: The MCP Server That Saves 77% Tokens While Achieving 100% Pass Rate on Claude Benchmarks
Token Savior is an open-source MCP server that cuts Claude's active token usage by 77% and achieves 100% pass rate on 96 coding tasks through structural code navigation and persistent memory.
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