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The findings establish environment specification as a distinct, measurable axis of code generation quality that current benchmarks do not capture, and motivate training objectives and evaluation protocols that jointly optimize for functional correctness and environmental portability.
Self-hosting multiple large language models on private or hybrid cloud infrastructure is increasingly appealing for organizations seeking privacy, cost control, and customization, yet no existing system coordinates model selection with model lifecycle management. Serving frameworks such as KServe and Ray Serve deploy m...
An empirical study of whether complete software artifacts generated by LLM coding agents can be executed in a clean environment using only the code, dependency specifications, and instructions the agent provides suggests that coding-agent evaluation should treat clean-environment executability as a first-class metric a...
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