llms.txt git:20261031.b38c95fA

Immutable. This exact content never changes and is served at /api/v1/blob/dee4ce75f84d7430.

# OpenART

> OpenART (Open Agent Red Teaming) is an executable benchmark and Docker-native
> runtime for evaluating the safety of tool-using LLM agents in long-horizon,
> evolving environments: persistent environment state is mutated mid-run by an
> attacker while a fixed hidden safety contract is checked over full traces.
> Paper: arXiv:2608.00677. Relevant to agent safety, LLM agent red teaming,
> prompt injection, tool-use evaluation, and long-horizon agent benchmarks.

## Overview

- [README](https://github.com/AI45Lab/OpenART): Research summary, positioning
  table, install, smoke test, model-backed evaluation, task generation.
- [Paper (arXiv:2608.00677)](https://arxiv.org/abs/2608.00677): Full results —
  10K+ validated tasks, 50 domains, 500K+ tools, 15 agents × 5 models,
  EMHA attacker, 85.0% pooled ASR.
- [CITATION.cff](https://github.com/AI45Lab/OpenART/blob/main/CITATION.cff):
  Canonical bibliographic metadata for the repository and paper.

## Data

- [openart-planner-tasks](https://huggingface.co/datasets/dongdongunique/openart-planner-tasks):
  10,150 verified planner-generated tasks in 52 shards, with checksums and
  release validation. The v5 export (Oct 2026) adds 3,553 mid-difficulty tasks;
  v1 provides 1,046 `mid` and 5,551 `large` tasks.
- [openart-tools](https://huggingface.co/datasets/dongdongunique/openart-tools):
  63,697 materialized tools selected from the 500K+ capability corpus.

## Agent navigation

- [AGENTS.md](https://github.com/AI45Lab/OpenART/blob/main/AGENTS.md): Entry
  point for coding agents working inside this repository.
- [Operator skill](https://github.com/AI45Lab/OpenART/blob/main/OpenART/skills/openart/SKILL.md):
  Single routing guide for planning, running, extending, and debugging OpenART.

## Docs

- [Documentation index](https://github.com/AI45Lab/OpenART/blob/main/OpenART/docs/README.md):
  Design, implementation, usage, compatibility, and debugging guides.
- [Quickstart](https://github.com/AI45Lab/OpenART/blob/main/OpenART/docs/01_quickstart.md):
  Install, build images, local smoke test, first evaluation run.
- [Planner guide](https://github.com/AI45Lab/OpenART/blob/main/OpenART/docs/12_planner_design_implementation_usage.md):
  Generating validated long-horizon task bundles from scenario seeds.