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Yandex AI Studio
  • Getting started with Model Gallery
    • About Yandex AI Studio
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    • Terms and definitions
    • All guides
    • Disabling request logging
    • Getting an API key
  • Switching from the AI Assistant API to Responses API
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In this article:

  • Step-by-step guides for using the Model Gallery models
  • Step-by-step guides for classifiers based on YandexGPT
  • AI Studio model tuning
  • Step-by-step guides on how to build AI agents
  • Step-by-step guides on how to use MCP servers
  • Step-by-step guides for creating AI assistants using AI Assistant API
  • Step-by-step guides on managing AI Studio resources
  • Managing datasets
  • Managing instances
  • General step-by-step guides
  1. Step-by-step guides
  2. All guides

Step-by-step guides for Yandex AI Studio

Written by
Yandex Cloud
Updated at November 27, 2025
  • Step-by-step guides for using the Model Gallery models
    • Step-by-step guides for classifiers based on YandexGPT
    • AI Studio model tuning
  • Step-by-step guides on how to build AI agents
  • Step-by-step guides on how to use MCP servers
  • Step-by-step guides for creating AI assistants using AI Assistant API
  • Step-by-step guides on managing AI Studio resources
    • Managing datasets
    • Managing instances
  • General step-by-step guides

Step-by-step guides for using the Model Gallery modelsStep-by-step guides for using the Model Gallery models

  • Estimating prompt size in tokens
  • Sending a request in prompt mode
  • How to build a chat with the Responses API
  • Sending an asynchronous request
  • Calling a function from a model
  • Running a model in batch mode
  • Generating an image using YandexART
  • Using embeddings to search through the knowledge base

Step-by-step guides for classifiers based on YandexGPTStep-by-step guides for classifiers based on YandexGPT

  • Using prompt-based classifiers based on YandexGPT
  • Using fine-tuned classifiers based on YandexGPT

AI Studio model tuningAI Studio model tuning

  • Fine-tuning a text generation model
  • Fine-tuning text classification models
  • Fine-tuning an embedding model

Step-by-step guides on how to build AI agentsStep-by-step guides on how to build AI agents

  • Creating a WebSocket-based voice agent via the Realtime API
  • Creating a simple text agent
  • Creating a simple text agent with a function call
  • Creating a text agent with file search
  • Managing Vector Store search index

Step-by-step guides on how to use MCP serversStep-by-step guides on how to use MCP servers

  • Connecting an external MCP server to MCP Hub
  • Building an MCP server from a template in MCP Hub
  • Creating an MCP server in MCP Hub from scratch

Step-by-step guides for creating AI assistants using AI Assistant APIStep-by-step guides for creating AI assistants using AI Assistant API

  • Creating a simple assistant
  • Creating a RAG assistant with the Vector Store tool
  • Creating an AI assistant for RAG with source file and index metadata preserved
  • Creating an assistant with the WebSearch tool
  • Creating a RAG assistant with intermediate response generation results
  • Creating a RAG assistant with query rephrasing

Step-by-step guides on managing AI Studio resourcesStep-by-step guides on managing AI Studio resources

Managing datasetsManaging datasets

  • Creating a dataset
  • Creating a dataset for tuning a text generation model
  • Creating a dataset for tuning a text classification model

Managing instancesManaging instances

  • Creating an instance
  • Getting instance info
  • Updating an instance
  • Cloning an instance
  • Stopping and starting an instance
  • Managing instance labels
  • Sending a request to an instance
  • Deleting an instance

General step-by-step guidesGeneral step-by-step guides

  • Disabling request logging

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