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Awesome GitHub RepositoriesDeclarative Task Signatures
Frameworks for defining input and output requirements of language model tasks through structured, typed specifications.
Distinguishing note: Focuses on the declarative definition of task interfaces rather than imperative prompt engineering.
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Awesome Declarative Task Signatures GitHub Repositories
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- stanfordnlp/dspy
stanfordnlp/dspy
32,291View on GitHubDSPy is a declarative programming framework designed for building complex language model applications. It treats model interactions as modular, composable programs, allowing developers to define task logic through typed class schemas rather than relying on manually written prompts. By organizing workflows into hierarchical, reusable Python objects, the framework enables the construction of sophisticated AI systems that manage state and execution flow independently. The framework distinguishes itself through an automated optimization engine that iteratively refines prompt instructions and few-
Defines task logic and data flow requirements through declarative, typed class schemas.
Python
