Latitude: The Open-Source LLM Development Platform
Latitude is an open-source platform designed for building reliable large language model (LLM) applications. It offers a comprehensive suite of tools to streamline the entire development process, from prompt engineering and evaluation to deployment and refinement. This platform is particularly useful for teams needing to collaborate effectively on LLM projects.
Key Features
- Prompt Manager: Centralize and manage all your prompts in one place, facilitating collaboration and faster iteration cycles. Version control ensures you can track changes and revert to previous versions as needed.
- Playground: Test your prompts at scale before deploying them to production, allowing for thorough evaluation and refinement.
- Observability: Log and debug all your requests with ease, providing valuable insights into prompt performance and potential issues.
- Evaluations: Run various evaluations, including LLM-as-judge, code-based, or human evaluations, to assess the quality and reliability of your generated outputs. Batch evaluation of prompt iterations is supported.
- Refiner: Automatically improve your prompts based on evaluation results, leveraging AI to optimize performance.
- Dataset Creation: Easily create or upload datasets to test prompts or evaluations in batch, enabling efficient and comprehensive testing.
- Dynamic Prompts: Use template syntax to create complex prompt flows without writing extensive code.
- Collaboration: Latitude is designed for collaboration between technical and non-technical users, fostering a seamless workflow.
Benefits of Using Latitude
- Improved Efficiency: Streamline the LLM development process with centralized tools and automated features.
- Enhanced Collaboration: Facilitate teamwork and knowledge sharing among team members.
- Increased Reliability: Thoroughly test and evaluate prompts to ensure high-quality outputs.
- Faster Iteration: Quickly iterate on prompts based on evaluation results and feedback.
- Reduced Costs: The open-source nature and free Hobby tier offer cost-effective solutions.
Comparisons with Other Platforms
While many platforms offer some of Latitude's features, Latitude stands out due to its open-source nature, comprehensive suite of tools, and focus on collaboration. Unlike proprietary solutions that may limit access to underlying code or data, Latitude provides transparency and flexibility. Compared to simpler prompt engineering tools, Latitude offers a more robust and scalable solution for complex LLM projects.
Getting Started
Latitude offers a free Hobby tier with up to 40,000 prompt and evaluation runs per month. You can also self-host the platform for greater control and customization. Visit the Latitude website or GitHub repository for more information and to get started.
