ProgramGym: Scaling Training Environments for Long-Horizon Program Reproduction Agents
[Inżynieria oprogramowania] Autorzy: Chengyi Yang, Renxu Bao, Jue Hou i 10 więcej
Coding agents are increasingly used to build programs from scratch as software engineers do rather than to resolve issues within a repository or to generate a repository from a given requirements document. However, scalable verifiable training environments that force agents to discover what is required and to decide how the system should be designed remain scarce. Moreover, existing agent workflows also cannot sustain long-horizon development in which the agent explores the reference program before implementation. To address these challenges, we introduce ProgramGym, a framework consisting of Program-Env and Program-Agent for scalable training environments of long-horizon program reproduction agents. Specifically, Program-Env constructs verifiable training environments from repositories through a feedback-driven loop that repairs runtime sandbox builds and the quality of black-box tests…
- Kategoria arxiv
- cs.SE
- Kategoria
- Inżynieria oprogramowania