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Documentation Index

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

Use this file to discover all available pages before exploring further.

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Retrieval Methods

Configure how your agents retrieve information from knowledge bases.

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Basic Retrieval

from praisonaiagents import Knowledge

knowledge = Knowledge(
    sources=["docs/"],
    top_k=5,                    # Number of results
    similarity_threshold=0.7    # Minimum similarity
)

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Retrieval Strategies

knowledge = Knowledge(
    sources=["docs/"],
    retrieval_strategy="similarity",
    top_k=5
)

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MMR (Maximal Marginal Relevance)

knowledge = Knowledge(
    sources=["docs/"],
    retrieval_strategy="mmr",
    top_k=5,
    diversity=0.3  # Balance relevance vs diversity
)

knowledge = Knowledge(
    sources=["docs/"],
    retrieval_strategy="hybrid",
    keyword_weight=0.3,
    semantic_weight=0.7
)

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Query Enhancement

Use QueryRewriterAgent for better retrieval: 
from praisonaiagents import Agent, Knowledge, QueryRewriterAgent

# Rewrite queries for better retrieval
rewriter = QueryRewriterAgent()

knowledge = Knowledge(sources=["docs/"])

agent = Agent(
    name="Assistant",
    knowledge=knowledge,
    query_rewriter=rewriter
)