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SWE Agent

SWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024]

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✨ Key Features

Offensive cybersecurity or competitive coding challenges
Agent-based architecture
Autonomous task execution
Multi-step reasoning

Pros

+Enables autonomous task execution
+Multi-step reasoning capabilities
+Extensible with custom tools and actions
+Reduces manual intervention for complex tasks

Cons

−Requires careful prompt engineering
−May consume significant API credits
−Complex debugging for multi-step workflows

🎯 Use Cases

Create autonomous AI workflowsBuild multi-step reasoning systemsAutomate complex decision processesDevelop self-improving AI systems

👥 Who is this for?

•AI developers and researchers
•Automation engineers
•Teams building autonomous AI systems

📋 Prerequisites

•Understanding of agent architectures
•LLM API access with sufficient credits
•Python or JavaScript development experience

Screenshots

Links

🐙 GitHub

Details

Category: 🤖AI Agent Resources
Added: Dec 20, 2025
Verified: Dec 28, 2025

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