Papers2

#verifiable environments

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

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

ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas

Intermediate

Xiaoyu Tian, Haotian Wang et al.Jan 29arXiv

ASTRA is a fully automated way to train tool-using AI agents by making both their practice stories (trajectories) and their practice worlds (environments) without humans in the loop.

#tool-augmented agents#multi-turn decision making#verifiable environments