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Open Source Generative AI Solutions: Revolutionizing Innovation and Accessibility

Generative AI refers to a subset of artificial intelligence that focuses on creating new content, such as text, images, audio, or even code, based on existing data. It utilizes advanced algorithms, including neural networks like transformers, GANs (Generative Adversarial Networks), and variational autoencoders (VAEs), to generate outputs that mimic human-like creativity.

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RAG, AI Agents, and Agentic RAG: An In-Depth Review and Comparative Analysis

RAG is an advanced AI framework that combines two critical processes: retrieving relevant information and generating responses. Unlike traditional generative AI models that rely solely on their pre-trained datasets, RAG enhances responses by incorporating real-time retrieval of data from external sources.