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Documentation Index

Fetch the complete documentation index at: https://docs.praison.ai/llms.txt

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models

AI Agent RAG Data Models for PraisonAI Agents. Lightweight dataclasses for RAG results and configuration. No heavy imports - only stdlib and typing.

Import

from praisonaiagents.rag import models

Classes

RetrievalStrategy

Available retrieval strategies for RAG.

Citation

Source citation for RAG answers.

ContextPack

Context pack for orchestrator pattern - retrieval without generation.

RAGResult

Result from a RAG query.

RAGConfig

Configuration for RAG pipeline.