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microsoft/sammo

A Microsoft library for running and optimizing prompts for large language models.

760 stars Python LLMOps · EvalLanguage Models
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SAMMO (Structure-aware Multi-Objective Metaprompt Optimization) provides a flexible framework for prompt engineering workflows. It enables developers to construct, modify, and optimize prompts using structured approaches, supporting markdown-to-prompt-program conversion and CSS selector-based prompt manipulation. The library includes built-in support for structured outputs and is designed to work with various LLM backends including OpenAI.

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