SWE Agent

Description

SWE-agent is an AI-powered tool that automatically fixes GitHub issues using GPT-4 or other language models. It achieves state-of-the-art performance on SWE-bench, resolving 12.47% of issues in just 1 minute, making software engineering more efficient.

Key Features

• Automatic Issue Resolution: SWE-agent takes a GitHub issue and attempts to fix it automatically, streamlining the debugging process.
• State-of-the-Art Performance: Achieves an impressive 12.47% issue resolution rate on the SWE-bench evaluation set, setting a new benchmark in the field.
• Rapid Execution: Completes its task in just 1 minute, significantly reducing debugging time.
• Flexible LM Integration: Compatible with GPT-4 and other language models of choice, allowing for customization based on project needs.
• Agent-Computer Interface (ACI): Utilizes a unique design of LM-centric commands and feedback formats, enhancing the LM's ability to interact with repositories effectively.

Use Cases

• Automated Bug Fixing: Ideal for quickly addressing minor bugs and issues in large codebases.
• Code Optimization: Can be used to suggest and implement performance improvements.
• Learning Tool: Serves as an excellent resource for junior developers to understand problem-solving approaches in software engineering.
• Productivity Booster: Frees up developer time to focus on more complex tasks and creative problem-solving.

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