SkillGraph

2027

1. MLSys

   SkillGraph: Reusable Reasoning Skills from LLM Agent Traces

   Saman Bahzad Khan and others

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

   Under Submission. First author.

   Abs Bib HTML

   SkillGraph is a GraphRAG-based skill graph for extracting and reusing diagnostic reasoning from agent trajectories. The project builds a database of reasoning traces for skill extraction and retrieval on new system incidents, and uses a process-level critic that evaluates reasoning quality rather than final outcomes alone.

   @inproceedings{khan2026skillgraph,
     title = {SkillGraph: Reusable Reasoning Skills from LLM Agent Traces},
     author = {Khan, Saman Bahzad and others},
     booktitle = {Conference on Machine Learning and Systems (MLSys)},
     year = {2027},
     note = {Under Submission. First author.},
   }