Mahal Systems

Overview › Benchmark catalog

DoomArena

Fits teams that already run tau-bench or a browser benchmark and want to add threat models without rewriting tasks. Borrow the separation of attack, attackable component and success criterion from the host environment.

What it asks the agent to do

  • run tau-bench tool tasks against a malicious simulated user
  • run BrowserGym web tasks with attacker content injected into pages
  • combine several attacks in one episode
  • keep task success while the environment or user is adversarial

What to borrow from it

sandbox designgrading design

Caveats

A framework, not a fixed task set, so numbers are not comparable across papers; attack success is defined per host environment; last repo activity was late 2025.

Details

Workloadssafety, security, web browsing, tool calling, customer support
Interactionmulti turn simulated user
Environmentmixed
End state checkedYes
Toolsplug in attacks for tau bench, BrowserGym, OSWorld and TapeAgents
Gradingstate diff, programmatic check
SizeNot published
Datasynthetic
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

Links