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Overview 1 Red team LLM applications by diagnosing attack generation, connection, and grading issues to prevent security vulnerabilities and ensure robust adversarial testing

Red Team Troubleshooting Guide

Common issues encountered when red teaming LLM applications with promptfoo.

Issue Description
Attack Generation Configuration errors in system scope, permissions, or available actions can prevent effective attack generation.
Connection Problems Authentication failures, rate limiting issues, and incorrect endpoint configuration can prevent successful API connections.
Data Handling What data leaves your machine during red team testing and how to configure remote generation and telemetry.
Linking Targets Link custom providers to cloud targets using linkedTargetId to consolidate findings and track performance over time.
False Positives Insufficient system context or misconfigured grader settings can lead to incorrect vulnerability assessments.
Inference Limits Usage limits on cloud-based inference services can restrict test case generation, attack execution, and evaluation.
Multi-Turn Sessions Session management issues can disrupt conversation context in both client and server-side implementations.
Multiple Response Types Response parsing errors occur when handling non-standard formats, guardrails, or error states.
Remote Generation Corporate firewalls may block access to remote generation endpoints due to security policies around adversarial content.