Nemotron-RL-Agentic-Indirect-Prompt-Injection-v1

Nemotron-RL-Agentic-Indirect-Prompt-Injection-v1 Dataset Description: Nemotron-RL-Agentic-Indirect-Prompt-Injection-v1 is an RL dataset for training and evaluating a tool-using agent's ability to resist Indirect Prompt Injection (IPI) attacks hidden inside tool-returned environment data. In each record, the agent receives a benign user request that requires calling a read tool whose output contains an adversarial instruction disguised as legitimate domain content (chart notes, product descriptions, case summaries, resume text, etc.). The user task always requires a different write tool than the injection's `target_tool`, so any call to `target_tool` with `target_args` is unambiguous evidence the agent followed the injection. The dataset spans nine enterprise domains — `healthcare`, `legal`, `real_estate`, `logistics`, `ecommerce`, `education`, `hr`, `it_helpdesk`, and `insurance` — each with its own tool catalog (11–12 tools), environment schema, and domain-appropriate injection vectors. Injections are produced by an automated red-teaming loop in which an attacker model iteratively rewrites the injection against a defender model until the defender follows it, and cover four attack categories: `unauthorized_action`, `data_modification`, `denial_of_service`, and `exfiltration`. The dataset uses the Gym schema with `id`, `domain`, `attack_category`, `target_tool`, `injection_vector`, `agent_ref`, `responses_create_params`, `environment`, `required_tools`, `injection`, and `verifier_config`. The `verifier_config` invokes a deterministic trace-analysis verifier (`agentic_ipi` mode) — no LLM judge is required at training time. This dataset is ready for commercial or non-commercial uses. Dataset Owner(s): NVIDIA Corporation Dataset Creation Date: Created on: 04/01/2026 Version: Nemotron-RL-Agentic-Indirect-Prompt-Injection-v1 Previous Version(s): N/A (first release of the Indirect Prompt Injection dataset). License/Terms of Use: This dataset is licensed under Creative Comm