Red team testing with promptfoo consists of the following main steps:
- Initialize the Red Team test environment: by ordering
npx promptfoo@latest redteam initCreating a Test Framework - Configuring Test Scenarios: Define the types of risks to be detected in the generated configuration file, such as PII leakage, prompt injection and other security vulnerabilities
- Preparing Test Cases: Write targeted cues and input samples to cover a wide range of possible attack vectors
- execute a test: Run the red team test command to start automated scanning
- analysis: Examine the detailed reports generated to identify security weaknesses in the model
Promptfoo's Red Team Testing feature detects the following key risks:
- Accidental Disclosure of Personally Identifiable Information (PII)
- Unsafe tool use
- Cross-session data breach risk
- Direct and Indirect Prompt Injection Vulnerabilities
All tests are run locally, ensuring that no sensitive data is leaked.
This answer comes from the articlePromptfoo: Providing a Safe and Reliable LLM Application Testing ToolThe
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