Mahal Systems

Overview › Benchmark catalog

AgentRx

Fits teams debugging a deployed agent across API workflows, incident management or web tasks. Borrow the constraint-synthesis-then-check pattern that gives an auditable violation log before the judge decides.

What it asks the agent to do

  • locate the critical failing step in a failed agent run
  • assign the failure to a category from a cross-domain taxonomy
  • check a trajectory against synthesized constraints and log violations

What to borrow from it

taxonomygrading design

Caveats

Only 170 failed runs over 11 settings; the dataset on Hugging Face is gated; no public code link was seen on the paper page.

Details

Workloadsgeneral assistant, it ops, tool calling, web browsing
Interactionsingle turn
Environmentstatic
End state checkedNo
Toolsnone
Gradingexact match, llm judge
Size170
Datareal public
Personal datanone
LicenseCC-BY-4.0
Harnessnone
Statusactive

Links