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De-Lai Qiu

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#software testing Preprint Oct 2026

SWE-Stream: Scaling Executable Training Data for SWE Agents via Progressive Construction and Elastic Streaming

SWE-Stream is presented, a system for scaling executable SWE training data through progressive construction and elastic streaming execution, which progressively validates and refines task candidates, reusing existing artifacts when possible and applying targeted completion only when necessary.

Cheng-Yang Liu, Wen Yang, Shi-Feng Chen et al. · 0 citations
#artificial intelligence Review Oct 2026

ProgramGym: Scaling Training Environments for Long-Horizon Program Reproduction Agents

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 ho...

Cheng-Yi Yang, Ren-Xu Bao, Jue Hou et al. · 0 citations

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