Dspy

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DSPy: Declarative Language Model Programming When to Use This Skill Use DSPy when you need to: Build complex AI systems with multiple components and workflows Program LMs declaratively instead of manual prompt engineering Optimize prompts automatically using data driven methods Create modular AI pipelines that are maintainable and portable Improve model outputs systematically with optimizers Build RAG systems, agents, or classifiers with better reliability GitHub Stars : 22,000+ | Created By : Stanford NLP Installation Quick Start Basic Example: Question Answering Chain of Thought Reasoning Core Concepts 1. Signatures Signatures define the structure of your AI task (inputs → outputs): When t…