GRAIL translates Python geospatial workflows to executable Spark programs via an LLM-ready adaptation of the RDPro library and a LangGraph pipeline for targeted code repair.
README.LLM: A framework to help LLMs understand your library.arXiv preprint arXiv:2504.09798, 2025
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Single-agent RAG pipeline matches multi-agent lexical quality for README generation while cutting token consumption by 86% and doubling speed, with developer-guided planning yielding the highest overall quality.
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GRAIL: AI translation for scientists application workflow on satellite data
GRAIL translates Python geospatial workflows to executable Spark programs via an LLM-ready adaptation of the RDPro library and a LangGraph pipeline for targeted code repair.