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Speed at the Cost of Quality: How Cursor AI Increases Short-Term Velocity and Long-Term Complexity in Open-Source Projects
llmsai-agentssoftware-engineeringdeveloper-tools
Research

Speed at the cost of quality: Study of use of Cursor AI in open source projects (2025)

Cursor AI enhances short-term development speed in open-source projects by leveraging large language models (LLMs). However, this acceleration may lead to increased long-term complexity in software maintenance and quality.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/16/2026

Many SWE-bench-Passing PRs would not be merged

Approximately 50% of test-passing SWE-bench Verified pull requests created by AI agents between mid-2024 and late-2025 would not be merged into the main branch by repository maintainers. The findings suggest that the lack of iterative feedback for AI agents does not indicate a fundamental capability limitation.

metr.org

🔥🔥🔥🔥🔥

18 min

3/11/2026

SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via CI

Large language model-powered agents can automate software engineering tasks, including static bug fixing, as shown by benchmarks like SWE-bench. Real-world software development requires navigating complex requirements beyond these capabilities.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/8/2026

Speed at the cost of quality: Study of use of Cursor AI in open source projects (2025)

Cursor AI enhances short-term development speed in open-source projects by leveraging large language models (LLMs). However, this acceleration may lead to increased long-term complexity in software maintenance and quality.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/16/2026

SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via CI

Large language model-powered agents can automate software engineering tasks, including static bug fixing, as shown by benchmarks like SWE-bench. Real-world software development requires navigating complex requirements beyond these capabilities.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/8/2026

Many SWE-bench-Passing PRs would not be merged

Approximately 50% of test-passing SWE-bench Verified pull requests created by AI agents between mid-2024 and late-2025 would not be merged into the main branch by repository maintainers. The findings suggest that the lack of iterative feedback for AI agents does not indicate a fundamental capability limitation.

metr.org

🔥🔥🔥🔥🔥

18 min

3/11/2026

Speed at the cost of quality: Study of use of Cursor AI in open source projects (2025)

Cursor AI enhances short-term development speed in open-source projects by leveraging large language models (LLMs). However, this acceleration may lead to increased long-term complexity in software maintenance and quality.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/16/2026

Many SWE-bench-Passing PRs would not be merged

Approximately 50% of test-passing SWE-bench Verified pull requests created by AI agents between mid-2024 and late-2025 would not be merged into the main branch by repository maintainers. The findings suggest that the lack of iterative feedback for AI agents does not indicate a fundamental capability limitation.

metr.org

🔥🔥🔥🔥🔥

18 min

3/11/2026

SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via CI

Large language model-powered agents can automate software engineering tasks, including static bug fixing, as shown by benchmarks like SWE-bench. Real-world software development requires navigating complex requirements beyond these capabilities.

arxiv.org

🔥🔥🔥🔥🔥

2 min

3/8/2026

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