Knowledge Base
The Knowledge Base is one of Linnya's core capabilities. By building a structured private knowledge base, you can transform your local documents, notes, and professional materials into background knowledge for the AI, enabling it to provide more precise and professional answers.
Build Your Private Knowledge Base
You can create independent knowledge bases for different projects or topics. Once documents are linked to a knowledge base, the AI can retrieve and cite this content in real-time during conversations, effectively reducing the "hallucination" phenomenon of large models.



Powerful File Parsing & Visual Enhancement
Linnya features an advanced file parsing engine capable of deeply processing a variety of mainstream document formats.
- Multi-format Support: Support for rapid import of PDF, Word, Markdown, Txt, and other formats.
- Visual Enhanced Parsing: For PDFs containing charts, images, or scanned pages, you can enable the visual model for enhanced parsing. The AI will leverage visual capabilities to understand non-text content, ensuring complete knowledge extraction.

Project Integration & Efficient Retrieval
You can link specific knowledge bases to a project. When engaging in AI conversations or creating documents within a project, the Linnya Agent will search for relevant knowledge fragments to provide you with instant reference materials.

Best Practices
To achieve the best retrieval results, we recommend:
- Precise Classification: Create granular knowledge bases by domain or project to maintain knowledge purity.
- Precise Association: Link relevant knowledge bases to your project to ensure the accuracy of AI responses.
- Document Optimization: Maintain complete structure and clear logic in imported documents as much as possible.
- Enable Vision on Demand: When processing non-pure-text PDFs, enabling visual enhanced parsing can significantly improve Q&A quality.
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