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4 changes: 2 additions & 2 deletions TOC-develop.md
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- [Rails](/develop/dev-guide-sample-application-ruby-rails.md)
- C#
- [C#](/develop/dev-guide-sample-application-cs.md)
- TiDB Cloud Serverless Driver ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- TiDB Cloud Serverless Driver ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/develop/serverless-driver.md)
- [Node.js Example](/develop/serverless-driver-node-example.md)
- [Prisma Example](/develop/serverless-driver-prisma-example.md)
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- [Follower Read](/develop/dev-guide-use-follower-read.md)
- [Stale Read](/develop/dev-guide-use-stale-read.md)
- [HTAP Queries](/develop/dev-guide-hybrid-oltp-and-olap-queries.md)
- [Vector Search](/develop/dev-guide-vector-search.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Vector Search](/develop/dev-guide-vector-search.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- Manage Transactions
- [Overview](/develop/dev-guide-transaction-overview.md)
- [Optimistic and Pessimistic Transactions](/develop/dev-guide-optimistic-and-pessimistic-transaction.md)
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4 changes: 2 additions & 2 deletions TOC-tidb-cloud-essential.md
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- [CSV Configurations for Importing Data](/tidb-cloud/csv-config-for-import-data.md)
- [Troubleshoot Access Denied Errors during Data Import from Amazon S3](/tidb-cloud/troubleshoot-import-access-denied-error.md)
- [Connect AWS DMS to TiDB Cloud](/tidb-cloud/tidb-cloud-connect-aws-dms.md)
- Stream Data ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- Stream Data ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Changefeed Overview](/tidb-cloud/essential-changefeed-overview.md)
- [Sink to MySQL](/tidb-cloud/essential-changefeed-sink-to-mysql.md)
- [Sink to Apache Kafka](/tidb-cloud/essential-changefeed-sink-to-kafka.md)
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- [`schema_unused_indexes`](/sys-schema/sys-schema-unused-indexes.md)
- [Metadata Lock](/metadata-lock.md)
- [TiDB Accelerated Table Creation](/accelerated-table-creation.md)
- CLI Reference ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- CLI Reference ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/tidb-cloud/cli-reference.md)
- auth
- [login](/tidb-cloud/ticloud-auth-login.md)
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8 changes: 4 additions & 4 deletions TOC-tidb-cloud-lake.md
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- Data Sources
- [Overview](/tidb-cloud-lake/guides/data-sources.md)
- [Amazon S3 - Credentials](/tidb-cloud-lake/guides/aws-credentials.md)
- [Amazon SQS (S3) - IAM Role](/tidb-cloud-lake/guides/amazon-sqs-s3-iam-role.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Amazon SQS (S3) - IAM Role](/tidb-cloud-lake/guides/amazon-sqs-s3-iam-role.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [MySQL - Credentials](/tidb-cloud-lake/guides/mysql-credentials.md)
- [PostgreSQL - Credentials](/tidb-cloud-lake/guides/postgresql-credentials.md)
- [FeiShuBot](/tidb-cloud-lake/guides/feishubot.md)
- [Kafka - Credentials](/tidb-cloud-lake/guides/kafka-credentials.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Kafka - Credentials](/tidb-cloud-lake/guides/kafka-credentials.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- Integration Tasks
- [Overview](/tidb-cloud-lake/guides/integration-tasks.md)
- [Task Management](/tidb-cloud-lake/guides/task-management.md)
- [Amazon S3 Integration Task](/tidb-cloud-lake/guides/integrate-with-amazon-s3.md)
- [Amazon SQS (S3) Integration Task](/tidb-cloud-lake/guides/integrate-with-amazon-sqs-s3.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Amazon SQS (S3) Integration Task](/tidb-cloud-lake/guides/integrate-with-amazon-sqs-s3.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [MySQL Integration Task](/tidb-cloud-lake/guides/integrate-with-mysql.md)
- [PostgreSQL Integration Task](/tidb-cloud-lake/guides/integrate-with-postgresql.md)
- [Kafka Consumer Integration Task](/tidb-cloud-lake/guides/integrate-with-kafka.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Kafka Consumer Integration Task](/tidb-cloud-lake/guides/integrate-with-kafka.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- Load Data
- Work with Stages
- [Stage Overview](/tidb-cloud-lake/guides/stage-overview.md)
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10 changes: 5 additions & 5 deletions TOC-tidb-cloud-starter.md
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- [Transactions](/tidb-cloud/transaction-concepts.md)
- [SQL](/tidb-cloud/sql-concepts.md)
- [AI Features](/tidb-cloud/ai-feature-concepts.md)
- [Data Service](/tidb-cloud/data-service-concepts.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Data Service](/tidb-cloud/data-service-concepts.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Scalability](/tidb-cloud/scalability-concepts.md)
- [High Availability](/tidb-cloud/serverless-high-availability.md)
- [Monitoring](/tidb-cloud/monitoring-concepts.md)
Expand All @@ -39,7 +39,7 @@
- [Connect via Public Endpoint](/tidb-cloud/connect-via-standard-connection-serverless.md)
- [Connect via Private Endpoint with AWS](/tidb-cloud/set-up-private-endpoint-connections-serverless.md)
- [Connect via Private Endpoint with Alibaba Cloud](/tidb-cloud/set-up-private-endpoint-connections-on-alibaba-cloud.md)
- Branch ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- Branch ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/tidb-cloud/branch-overview.md)
- [Manage Branches](/tidb-cloud/branch-manage.md)
- [GitHub Integration](/tidb-cloud/branch-github-integration.md)
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- [Troubleshoot Access Denied Errors during Data Import from Amazon S3](/tidb-cloud/troubleshoot-import-access-denied-error.md)
- [Connect AWS DMS to TiDB Cloud](/tidb-cloud/tidb-cloud-connect-aws-dms.md)
- Explore Data
- [Chat2Query in SQL Editor](/tidb-cloud/explore-data-with-chat2query.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Chat2Query in SQL Editor](/tidb-cloud/explore-data-with-chat2query.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [SQL Proxy Account](/tidb-cloud/sql-proxy-account.md)
- Data Service ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- Data Service ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/tidb-cloud/data-service-overview.md)
- [Get Started](/tidb-cloud/data-service-get-started.md)
- Chat2Query API
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- [`schema_unused_indexes`](/sys-schema/sys-schema-unused-indexes.md)
- [Metadata Lock](/metadata-lock.md)
- [TiDB Accelerated Table Creation](/accelerated-table-creation.md)
- CLI Reference ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- CLI Reference ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/tidb-cloud/cli-reference.md)
- auth
- [login](/tidb-cloud/ticloud-auth-login.md)
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6 changes: 3 additions & 3 deletions TOC-tidb-cloud.md
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- [Transactions](/tidb-cloud/transaction-concepts.md)
- [SQL](/tidb-cloud/sql-concepts.md)
- [AI Features](/tidb-cloud/ai-feature-concepts.md)
- [Data Service](/tidb-cloud/data-service-concepts.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Data Service](/tidb-cloud/data-service-concepts.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Scalability](/tidb-cloud/scalability-concepts.md)
- [High Availability](/tidb-cloud/high-availability-with-multi-az.md)
- [Monitoring](/tidb-cloud/monitoring-concepts.md)
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- [Precheck Errors, Migration Errors, and Alerts for Data Migration](/tidb-cloud/tidb-cloud-dm-precheck-and-troubleshooting.md)
- [Connect AWS DMS to TiDB Cloud](/tidb-cloud/tidb-cloud-connect-aws-dms.md)
- Explore Data
- [Chat2Query in SQL Editor](/tidb-cloud/explore-data-with-chat2query.md) ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Chat2Query in SQL Editor](/tidb-cloud/explore-data-with-chat2query.md) ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [SQL Proxy Account](/tidb-cloud/sql-proxy-account.md)
- Data Service ![BETA](/media/tidb-cloud/blank_transparent_placeholder.png)
- Data Service ![PREVIEW](/media/tidb-cloud/blank_transparent_placeholder.png)
- [Overview](/tidb-cloud/data-service-overview.md)
- [Get Started](/tidb-cloud/data-service-get-started.md)
- Chat2Query API
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2 changes: 1 addition & 1 deletion _docHome.md
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Expand Up @@ -32,7 +32,7 @@ Connect your application with the languages and frameworks you prefer.

</DocHomeCard>

<DocHomeCard href="/ai/vector-search-overview" label="Vector Search (Beta)" icon="cloud-vector-mauve">
<DocHomeCard href="/ai/vector-search-overview" label="Vector Search (PREVIEW)" icon="cloud-vector-mauve">

Explore native support of Vector Search in {{{ .starter }}} to build your AI application.

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2 changes: 1 addition & 1 deletion ai/concepts/vector-search-overview.md
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Expand Up @@ -10,7 +10,7 @@ Vector search offers a powerful solution for semantic similarity searches across

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Concepts
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Expand Up @@ -14,7 +14,7 @@ This tutorial demonstrates how to integrate [TiDB Vector Search](/ai/concepts/ve

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

> **Tip**
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integrate-with-django-orm.md
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Expand Up @@ -10,7 +10,7 @@ This tutorial walks you through how to use the [Django](https://www.djangoprojec

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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Expand Up @@ -10,7 +10,7 @@ This tutorial walks you through how to use [Jina AI](https://jina.ai/) to genera

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integrate-with-langchain.md
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Expand Up @@ -10,7 +10,7 @@ This tutorial demonstrates how to integrate [TiDB Vector Search](/ai/concepts/ve

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

> **Tip**
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integrate-with-llamaindex.md
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Expand Up @@ -10,7 +10,7 @@ This tutorial demonstrates how to integrate [TiDB Vector Search](/ai/concepts/ve

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

> **Tip**
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integrate-with-peewee.md
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Expand Up @@ -10,7 +10,7 @@ This tutorial walks you through how to use [peewee](https://docs.peewee-orm.com/

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integrate-with-sqlalchemy.md
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Expand Up @@ -10,7 +10,7 @@ This tutorial walks you through how to use [SQLAlchemy](https://www.sqlalchemy.o

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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2 changes: 1 addition & 1 deletion ai/integrations/vector-search-integration-overview.md
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Expand Up @@ -10,7 +10,7 @@ This document provides an overview of AI integrations for TiDB, including Auto E

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Auto Embedding
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2 changes: 1 addition & 1 deletion ai/quickstart-via-python.md
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Expand Up @@ -17,7 +17,7 @@ By following this document, you will learn how to:

> **Note:**
>
> - The vector search feature is in beta and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is in public preview and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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2 changes: 1 addition & 1 deletion ai/quickstart-via-sql.md
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Expand Up @@ -17,7 +17,7 @@ This document demonstrates how to get started with TiDB Vector Search just using

> **Note:**
>
> - The vector search feature is in beta and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Prerequisites
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2 changes: 1 addition & 1 deletion ai/reference/vector-search-data-types.md
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Expand Up @@ -10,7 +10,7 @@ A vector is a sequence of floating-point numbers, such as `[0.3, 0.5, -0.1, ...]

> **Note:**
>
> - Vector data types are in beta and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - Vector data types are in public preview and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - Vector data types are available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

The following Vector data types are currently available:
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2 changes: 1 addition & 1 deletion ai/reference/vector-search-functions-and-operators.md
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Expand Up @@ -10,7 +10,7 @@ This document lists the functions and operators available for Vector data types.

> **Note:**
>
> - Vector functions and operators are in beta and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - Vector functions and operators are in public preview and might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - Vector data types are available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Vector functions
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2 changes: 1 addition & 1 deletion ai/reference/vector-search-improve-performance.md
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Expand Up @@ -10,7 +10,7 @@ TiDB Vector Search enables you to perform Approximate Nearest Neighbor (ANN) que

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

## Add vector search index for vector columns
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2 changes: 1 addition & 1 deletion ai/reference/vector-search-index.md
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Expand Up @@ -12,7 +12,7 @@ To improve search efficiency, you can create vector search indexes in TiDB for a

> **Note:**
>
> - The vector search feature is in beta. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature in public preview. It might be changed without prior notice. If you find a bug, you can report an [issue](https://github.com/pingcap/tidb/issues) on GitHub.
> - The vector search feature is available on [TiDB Self-Managed](/overview.md) and [{{{ .starter }}}](/tidb-cloud/select-cluster-tier.md#starter). For TiDB Self-Managed, the TiDB version must be v8.4.0 or later (v8.5.0 or later is recommended).

Currently, TiDB supports the [HNSW (Hierarchical Navigable Small World)](https://en.wikipedia.org/wiki/Hierarchical_navigable_small_world) vector search index algorithm.
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