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SylphAI-Inc/AdalFlow

AdalFlow is a PyTorch-like open-source library designed to build and automatically optimize large language model (LLM) applications, from chatbots and RAG systems to complex AI agents.

Core Features

100% Open-source Agents SDK with built-in Human-in-the-Loop and Tracing functionalities.

Unified auto-differentiative framework for advanced zero-shot and few-shot prompt optimization.

Provides model-agnostic building blocks for flexible LLM task pipeline construction.

Quick Start

pip install adalflow

Detailed Introduction

AdalFlow positions itself as a PyTorch-like library for developing and optimizing LLM workflows. It offers a robust, open-source SDK for building AI agents, complete with integrated human-in-the-loop and tracing capabilities without requiring external APIs. A key innovation is its auto-differentiative framework, which automates prompt optimization for both zero-shot and few-shot learning, achieving high accuracy. Furthermore, AdalFlow ensures flexibility by providing model-agnostic components, allowing developers to easily switch LLMs via configuration for various applications like RAG and classical NLP tasks.