3 papers
cs.SE2026
LLM-Based Automated Diagnosis Of Integration Test Failures At Google
Celal Ziftci, Ray Liu, Spencer Greene +1
Integration testing is critical for the quality and reliability of complex software systems. However, diagnosing their failures presents significant challenges due to the massive v…
cs.SE2025
Migrating Code At Scale With LLMs At Google
Celal Ziftci, Stoyan Nikolov, Anna Sjövall +3
Developers often evolve an existing software system by making internal changes, called migration. Moving to a new framework, changing implementation to improve efficiency, and upgr…
cs.SE2025
How is Google using AI for internal code migrations?
Stoyan Nikolov, Daniele Codecasa, Anna Sjovall +4
In recent years, there has been a tremendous interest in using generative AI, and particularly large language models (LLMs) in software engineering; indeed there are now several co…