Researchers have developed FixItFlow, an automated system designed to generate troubleshooting guides from historical cloud incident data using large language models. This system extracts diagnostic patterns from engineer actions and synthesizes structured guides with verified commands, ensuring content accuracy through strict validation. Evaluations involving 26 engineers showed that the generated guides received a 61.5% positive rating for clarity and reduced incident mitigation time by 2.3x when guides were available. AI
IMPACT Automating the creation of technical documentation can significantly reduce engineering burden and improve incident response times.
RANK_REASON The cluster contains a research paper detailing a new system and its evaluation. [lever_c_demoted from research: ic=1 ai=1.0]
- alphaXiv
- arXiv
- CatalyzeX
- DagsHub
- FixItFlow
- Gotit.pub
- Hugging Face
- Influence Flower
- ScienceCast
- Srihari Unnikrishnan
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