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Jina Embeddings models generate text embeddings and can process inputs up to 8,000 tokens. They cover domain-specific use cases, such as e-commerce, and language-specific needs, including Chinese and German. Jina AI provides the models and the expertise to fine-tune them for specific requirements, which helps developers improve search, natural language understanding, and data analysis. By integrating Pinecone with Jina, you can add knowledge to LLMs with retrieval-augmented generation (RAG) for autonomous agents, chatbots, question-answering, and multi-agent systems.