Practical Solutions for Software Engineering Challenges
The Challenge
Debugging issues in large codebases like the ones on GitHub can be difficult due to the complexity of the software and the size of the codebase.
Fragmented Solutions from Individual AI Agents
Existing AI-driven agents often provide fragmented solutions to software engineering challenges, as their capabilities are usually limited to just one task.
Collaborative Framework for Unified Problem-Solving
The Diversity Empowered Intelligence (DEI) framework was developed to encompass multiple software engineering agents, enabling them to collaborate and offer unified, powerful solutions to complex software problems.
DEI Framework Performance
The DEI framework has been extensively tested and has shown remarkable results, achieving a 27.3% resolution rate across SWE-Bench Lite benchmarks, with the best-performing group achieving a resolution rate of 55%.
Benefits of DEI Framework
The DEI framework integrates the diverse capabilities of multiple SWE agents, enhancing performance through collaboration and re-ranking. It demonstrates the importance of diversity in AI systems, leading to greater innovation, efficiency, and problem-solving capabilities in software engineering.
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