Git-Assistant: Planning-Based Support for Updating Git Repositories

arXiv:2607.09224 · cs.SE, cs.AI, cs.CL · Submitted 2026-07-10 · Read on arXiv

cs.SE, cs.AI, cs.CL

Submitted: 2026-07-10

Updated: 2026-09-18

Comments: 11 pages, 6 tables, 3 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 15× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Planning Domain Definition Language — 2× in this paper
• Semantic Understanding — 2× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Hybrid Approach — 1× in this paper · explained in 4 episodes

Sources

• GPT-4o System Card
• Large Language Models: A Survey

Related papers

• Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits
• GitSkills: A Dataset of Agent Skills on GitHub
• SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces
• PackMonitor: Enabling Zero Package Hallucinations Through Decoding-Time Monitoring
• IntentCoding: Amplifying User Intent in Code Generation
• Incentives and Outcomes in Bug Bounties