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@@ -24,7 +24,7 @@ Then using multiple agents to handle different steps in the process (to abstract
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  ## Agents
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  We use agents as a simple and easy way to handle some complex NLP tasks. These could likely be handled in other ways.
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  #### Filter Agent:
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- An agent to extract filters from the user's query and outputting them as a json string. These can then be applied to the vector DB index query
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  #### Keywords Agent:
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  Extracting keywords from the query. In order to optimize the vector DB search, I have found that combining a user's original query with some keywords related to the class they are using helps in optimizing the vector search.
 
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  ## Agents
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  We use agents as a simple and easy way to handle some complex NLP tasks. These could likely be handled in other ways.
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  #### Filter Agent:
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+ An agent to extract filters from the user's query and removing them from the query used in searching the vector DB.
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  #### Keywords Agent:
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  Extracting keywords from the query. In order to optimize the vector DB search, I have found that combining a user's original query with some keywords related to the class they are using helps in optimizing the vector search.