Git-Assistant: Planning-Based Support for Updating Git Repositories
arXiv cs.CL 18 hours ago
Git-Assistant combines large language models with automated planning to help developers execute git commands from natural language requests. The system was evaluated on synthetic and randomized git environments, with results showing that adding formal reasoning to LLM-only approaches improved reliability and reduced errors in repository management tasks. The hybrid approach demonstrates how planning techniques can enhance LLM capabilities for tasks requiring formal reasoning.