Comprehensive 文書インデキシング Tools for Every Need

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文書インデキシング

  • An open-source agentic RAG framework integrating DeepSeek's vector search for autonomous, multi-step information retrieval and synthesis.
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    What is Agentic-RAG-DeepSeek?
    Agentic-RAG-DeepSeek combines agentic orchestration with RAG techniques to enable advanced conversational and research applications. It first processes document corpora, generating embeddings using LLMs and storing them in DeepSeek's vector database. At runtime, an AI agent retrieves relevant passages, constructs context-aware prompts, and leverages LLMs to synthesize accurate, concise responses. The framework supports iterative, multi-step reasoning workflows, tool-based operations, and customizable policies for flexible agent behavior. Developers can extend components, integrate additional APIs or tools, and monitor agent performance. Whether building dynamic Q&A systems, automated research assistants, or domain-specific chatbots, Agentic-RAG-DeepSeek provides a scalable, modular platform for retrieval-driven AI solutions.
  • A powerful web search API supporting natural language processing.
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    What is LangSearch?
    LangSearch offers a robust API that supports natural language processing for web searches. It provides detailed search results from a vast database of web documents including news, images, and videos. The API supports both keyword and vector searches, and utilizes a reranking model that enhances result accuracy. Easy integration into various applications and tools makes LangSearch an ideal choice for developers looking to add advanced search capabilities to their projects.
  • LangDB AI enables teams to build AI-powered knowledge bases with document ingestion, semantic search, and conversational Q&A.
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    What is LangDB AI?
    LangDB AI is an AI-powered knowledge management platform designed to convert scattered documentation into a searchable, interactive assistant. Users upload documents—such as PDFs, Word files, or web pages—and LangDB’s AI parses and indexes content using natural language processing and embeddings. Its semantic search engine retrieves relevant passages, while a chatbot interface lets team members ask questions in plain language. The platform supports multi-channel deployment via chat widgets, Slack, and API integrations. Administrators can configure user roles, track usage analytics, and update document versions seamlessly. By automating content ingestion, tagging, and conversational support, LangDB AI reduces time spent searching for information and enhances collaboration across customer support, engineering, and training departments.
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