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GitHub - TypeAI-dev/typeai-core: ✨ TypeAI: An AI Engineering Framework for TypeScript

Aug 04, 2023 - github.com
TypeAI is a TypeScript-based toolkit for building AI-enabled applications. It simplifies the process by making it feel like writing ordinary code with low impedance mismatch. Users can specify their types and function signatures, and TypeAI generates the appropriate implementation while respecting the type declarations. This eliminates the need for loading separate schema files, prompt engineering, or manually writing JSON Schema representations of functions.

The toolkit provides two main functionalities: generation of AI-backed functions and generation of LLM tool function glue. It uses TypeScript runtime type info provided by `@deepkit/type` to generate replacement functions with the same signature as your function stubs and JSON Schema descriptions of your function and dependent types. This results in a coding experience that feels "native". The toolkit also includes features for exposing your function to GPT-3.5/4 and handling the resulting function call requests from GPT-3/4 transparently.

Key takeaways:

  • TypeAI is a toolkit for building AI-enabled apps using TypeScript. It simplifies the process of building with LLMs by making it feel like ordinary code with low impedance mismatch.
  • TypeAI uses TypeScript runtime type info provided by '@deepkit/type' to generate replacement functions with the same signature as your function stubs and generate JSON Schema descriptions of your function and dependent types.
  • TypeAI provides two main areas of functionality: Generation of "magic" AI-backed functions and Generation and handing of LLM tool function glue.
  • The toolkit also provides functions that make exposing your function to GPT-3.5/4 and handling the resulting function call requests from GPT-3/4 transparent.
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