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Flama: a Python framework for development and deployment of production-ready APIs, machine learning, and LLM services

Flama is an open-source Python framework for developing and deploying production-ready web APIs, machine learning services, and large-language-model applications. It's built on the Asynchronous Server Gateway Interface (ASGI) and offers a type-driven, async-first programming model that unifies API development, predictive model serving, and generative AI inference in one architecture. Flama includes features like JWT authentication, pagination strategies, background tasks, Web
Flama is an open-source Python framework for developing and deploying production-ready web APIs, machine learning services, and large-language-model applications. It's built on the Asynchronous Server Gateway Interface (ASGI) and offers a type-driven, async-first programming model that unifies API development, predictive model serving, and generative AI inference in one architecture. Flama includes features like JWT authentication, pagination strategies, background tasks, WebSocket endpoints, and OpenAPI 3.2.0 generation. --- Why it matters: This matters to engineers because it provides a unified framework for developing and deploying multiple types of services, which can simplify the development process and reduce the overhead of maintaining separate systems. It also offers built-in capabilities that are commonly needed in production environments. Source: https://arxiv.org/abs/2608.18733

This article was originally published at: https://arxiv.org/abs/2608.18733