Papers4

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#Docker

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

Intermediate

Jialong Chen, Xander Xu et al.Mar 4arXiv

SWE-CI is a new benchmark that tests how well AI coding agents can keep a codebase healthy over many changes, not just fix one bug.

#SWE-CI#continuous integration#code maintainability

SWE-Universe: Scale Real-World Verifiable Environments to Millions

Intermediate

Mouxiang Chen, Lei Zhang et al.Feb 2arXiv

SWE-Universe is a factory-like system that turns real GitHub pull requests into safe, repeatable coding practice worlds with automatic checkers.

#SWE-Universe#software engineering agents#pull requests

MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

Intermediate

Chuanzhe Guo, Jingjing Wu et al.Jan 30arXiv

This paper builds a smart team of AI helpers, called MEnvAgent, that automatically sets up the right computer environments for code projects in many languages.

#environment construction#software engineering agents#Fail-to-Pass (F2P)

Endless Terminals: Scaling RL Environments for Terminal Agents

Intermediate

Kanishk Gandhi, Shivam Garg et al.Jan 23arXiv

Endless Terminals is an automatic factory that builds thousands of realistic, checkable computer-terminal tasks so AI agents can practice and improve with reinforcement learning.

#reinforcement learning#PPO#terminal agents