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RAG Explained: What Is Retrieval-Augmented Generation?

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In effect, the AI now has a custom context pack to refer to. The user can verify the answer by clicking the citation, much like checking a reference. Haystack is known for being enterprise-ready and scalable its written in Python and has support for REST API deployment, streaming, and batching.

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Best Applicant Tracking Systems for 2025

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In short, choose Greenhouse if you need a powerful, enterprise-ready ATS and are prepared to invest time and resources to leverage its full potential for a more optimized and fair hiring process. Lack of Native Reference Checking: Out-of-the-box, Lever does not include an integrated reference checking feature.

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DeepSeek vs Claude vs Mistral: Top GPT Competitors in 2025

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Access and integration : Some LLMs offer public APIs or cloud deployment (ChatGPT, Claude, Mistral on Azure), while open models can be self-hosted. Context window refers to the maximum amount of text (in tokens) a language model can consider at once when generating a response including the prompt, conversation history, and its own output.