LADs

2027

1. MLSys

   LADs: Leveraging LLMs for AI-Driven DevOps

   Saman Bahzad Khan and others

   In Conference on Machine Learning and Systems (MLSys), 2027

   Under Submission. First author.

   Abs Bib HTML PDF

   LADs is a six-agent framework for configuration, deployment, monitoring, and automated repair. Across 180 Dask, Redis, and Ray tasks, it achieves 68% deployment success and repairs 94% of runtime failures within three iterations.

   @inproceedings{khan2025lads,
     title = {LADs: Leveraging LLMs for AI-Driven DevOps},
     author = {Khan, Saman Bahzad and others},
     booktitle = {Conference on Machine Learning and Systems (MLSys)},
     year = {2027},
     note = {Under Submission. First author.},
   }