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DSPY
Programming, not prompting, language models
35.9k starsMIT
ABOUT
Building reliable AI systems with LLMs typically requires tedious manual prompt engineering that breaks when models or tasks change. DSPy replaces brittle prompt strings with structured, declarative modules that can be automatically optimized and compiled, making AI software more maintainable, portable, and effective across different models.
INSTALL
pip install -U dspyINTEGRATION GUIDE
1. Building optimized RAG pipelines with automatic prompt tuning
2. Creating multi-step agent loops with typed input/output signatures
3. Compiling and optimizing LM programs across different model providers
TAGS
llm-programmingprompt-optimizationragagentsdeclarative-ainlp