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edit AI docs with service names
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next-env.d.ts

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/// <reference types="next/image-types/global" />
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// NOTE: This file should not be edited
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// see https://nextjs.org/docs/basic-features/typescript for more information.
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// see https://nextjs.org/docs/pages/building-your-application/configuring/typescript for more information.

src/pages/[platform]/ai/conversation/knowledge-base/index.mdx

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};
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}
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[Bedrock knowledge bases](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base.html) are a great way to implement Retrieval Augmented Generation, or RAG for short. RAG is a common pattern in building generative AI applications that involves storing a lot of content, like documentation, in a vector database like Postgres with pg_vector or OpenSearch.
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[Amazon Bedrock knowledge bases](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base.html) are a great way to implement Retrieval Augmented Generation, or RAG for short. RAG is a common pattern in building generative AI applications that involves storing a lot of content, like documentation, in a vector database like Postgres with pg_vector or OpenSearch.
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<Callout warning>
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The default setup for a Bedrock knowledge base is OpenSearch Serverless which has a default cost whether or not you use it. You can get a large AWS bill if you are not careful. If you are just testing this out make sure to turn off the OpenSearch Serverless instance when you are done.
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The default setup for an Amazon Bedrock knowledge base is OpenSearch Serverless which has a default cost whether or not you use it. You can get a large AWS bill if you are not careful. If you are just testing this out make sure to turn off the OpenSearch Serverless instance when you are done.
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</Callout>
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## Create a knowledge base
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To integrate Bedrock knowledge base with your conversation route, first [create a Bedrock knowledge base](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html) in the console, CLI, or with CDK.
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To integrate Bedrock knowledge base with your conversation route, first [create an Amazon Bedrock knowledge base](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html) in the console, CLI, or with CDK.
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## Create a custom query and tool
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})
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```
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## Write an AppSync resolver
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## Write an AWS AppSync resolver
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Then you'll need to create a JavaScript AppSync resolver to connect the query to the knowledge base. You'll need to know the ID of the knowledge base you want to use, which you can find in the Bedrock console or with the AWS CLI.
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Then you'll need to create a JavaScript AWS AppSync resolver to connect the query to the knowledge base. You'll need to know the ID of the knowledge base you want to use, which you can find in the Amazon Bedrock console or with the AWS CLI.
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```javascript title="amplify/data/resolvers/kbResolver.js"
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export function request(ctx) {

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