DSPy

An open-source framework for building applications powered by large language models, providing components for prompt management, model integration, tool calling, agents, memory, retrieval, and workflow orchestration across multiple AI providers.

A framework for building stateful, multi-step AI agent workflows as graphs of nodes and edges.

A Python agent framework designed by Pydantic for building production-grade generative AI applications.

An open-source Python library for controlling and constraining large language model outputs using structured prompts, grammars, templates, and programmatic generation, enabling more reliable and deterministic AI applications.

The process of systematically improving prompts to increase the quality, consistency, efficiency, or reliability of AI model outputs.