Inspect is a Python framework for evaluating large language models (LLMs), developed by the UK AI Security Institute. It offers built-in components for prompt engineering, tool usage, multi-turn dialogue, and model-graded evaluations, enabling users to systematically assess LLM performance.

How It Works

Inspect provides a modular architecture allowing extensions via other Python packages. This design facilitates the integration of new elicitation and scoring techniques, promoting flexibility and extensibility in LLM evaluation methodologies.

Quick Start & Requirements

• Install with: pip install -e ".[dev]"
• Development setup requires cloning the repository and installing optional dependencies.
• Pre-commit hooks can be installed via make hooks.
• Linting, formatting, and tests are available via make check and make test.
• Recommended VS Code extensions include Python, Ruff, and MyPy.
• Official documentation is available at https://inspect.aisi.org.uk/.

Highlighted Details

• Comprehensive framework for LLM evaluations.
• Built-in support for prompt engineering, tool usage, and multi-turn dialogue.
• Facilitates model-graded evaluations.
• Extensible architecture for custom elicitation and scoring techniques.

Maintenance & Community

The project is developed by the UK AI Security Institute. Further community engagement details are not specified in the README.

Licensing & Compatibility

The license is not specified in the README.

Limitations & Caveats

The README does not specify licensing details, which may impact commercial use or closed-source integration.