Language Server CLI Empowers Language Agents with Process Rewards

arXiv — cs.CLTuesday, October 28, 2025 at 4:00:00 AM
The introduction of Lanser-CLI marks a significant advancement in the realm of coding agents and continuous integration (CI). By leveraging the Language Server Protocol, this new CLI-first orchestration layer enhances the reliability of language models, reducing errors like API hallucinations and mislocalizations. This innovation is crucial as it promises to streamline workflows and improve the accuracy of coding tasks, making it easier for developers to work with real code effectively.
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