# Code Generation

## Overview

While all text models can write code in various languages upon request, some models are specifically trained for such tasks. These specialized models excel in generating functions, scripts, or even entire applications by understanding user intent and translating it into syntactically correct code. They support multiple programming languages and can provide solutions ranging from simple algorithms to complex system components.

Beyond code generation, AI models help with debugging, refactoring, and optimization. Developers can ask for explanations of code snippets, receive suggestions for improvements, or convert code between languages. This capability streamlines development workflows, reduces repetitive tasks, and enhances productivity.

## Models That Support Code Generation

Let's go over this again: any [text chat model](/api-references/model-database.md#text-models-llm) can generate some code based on your request. However, here is a list of models specifically trained for this by the developer:

* [google/gemini-3-flash-preview](/api-references/text-models-llm/google/gemini-3-flash-preview.md)
* [google/gemini-3-1-pro-preview](/api-references/text-models-llm/google/gemini-3-1-pro-preview.md)
* [alibaba/qwen3-coder-480b-a35b-instruct](/api-references/text-models-llm/alibaba-cloud/qwen3-coder-480b-a35b-instruct.md)
* [alibaba/qwen3-next-80b-a3b-instruct](/api-references/text-models-llm/alibaba-cloud/qwen3-next-80b-a3b-instruct.md)
* [alibaba/qwen3-max-preview](/api-references/text-models-llm/alibaba-cloud/qwen3-max-preview.md)
* [alibaba/qwen3-max-instruct](/api-references/text-models-llm/alibaba-cloud/qwen3-max-instruct.md)
* [alibaba/qwen3.5-plus-20260218](/api-references/text-models-llm/alibaba-cloud/qwen3.5-plus.md)
* [alibaba/qwen3.5-omni-plus](/api-references/text-models-llm/alibaba-cloud/qwen3.5-omni-plus.md)
* [alibaba/qwen3.5-omni-flash](/api-references/text-models-llm/alibaba-cloud/qwen3.5-omni-flash.md)
* [alibaba/qwen3.6-27b](/api-references/text-models-llm/alibaba-cloud/qwen3.6-27b.md)
* [alibaba/qwen3.6-35b-a3b](/api-references/text-models-llm/alibaba-cloud/qwen3.6-35b-a3b.md)
* [anthropic/claude-opus-4](/api-references/text-models-llm/anthropic/claude-4-opus.md)
* [anthropic/claude-sonnet-4](/api-references/text-models-llm/anthropic/claude-4-sonnet.md)
* [anthropic/claude-opus-4.1](/api-references/text-models-llm/anthropic/claude-opus-4.1.md)
* [anthropic/claude-sonnet-4.5](/api-references/text-models-llm/anthropic/claude-4-5-sonnet.md)
* [anthropic/claude-haiku-4.5](/api-references/text-models-llm/anthropic/claude-4.5-haiku.md)
* [anthropic/claude-opus-4-5](/api-references/text-models-llm/anthropic/claude-4.5-opus.md)
* [anthropic/claude-opus-4-6](/api-references/text-models-llm/anthropic/claude-4.6-opus.md)
* [anthropic/claude-sonnet-4.6](/api-references/text-models-llm/anthropic/claude-4.6-sonnet.md)
* [anthropic/claude-opus-4-7](/api-references/text-models-llm/anthropic/claude-4.7-opus.md)
* [bytedance/dola-seed-2-0-pro](/api-references/text-models-llm/bytedance/dola-seed-2.0-pro.md)
* [bytedance/dola-seed-2-0-code](/api-references/text-models-llm/bytedance/dola-seed-2.0-code.md)
* [deepseek/deepseek-v4-pro](/api-references/text-models-llm/deepseek/deepseek-v4-pro.md)
* [deepseek/deepseek-v4-flash](/api-references/text-models-llm/deepseek/deepseek-v4-flash.md)
* [minimax/m2](/api-references/text-models-llm/minimax/m2.md)
* [minimax/m2-1](/api-references/text-models-llm/minimax/m2-1.md)
* [minimax/m2-1-highspeed](/api-references/text-models-llm/minimax/m2.1-highspeed.md)
* [minimax/m2-5-20260218](/api-references/text-models-llm/minimax/m2-5.md)
* [minimax/m2-5-highspeed-20260218](/api-references/text-models-llm/minimax/m2-5-highspeed.md)
* [minimax/m2-7-highspeed](/api-references/text-models-llm/minimax/m2.7-highspeed.md)
* [moonshot/kimi-k2-preview](/api-references/text-models-llm/moonshot/kimi-k2-preview.md)
* [moonshot/kimi-k2-0905-preview](/api-references/text-models-llm/moonshot/kimi-k2-preview.md)
* [moonshot/kimi-k2-5](/api-references/text-models-llm/moonshot/kimi-k2-5.md)
* [moonshot/kimi-k2-6](/api-references/text-models-llm/moonshot/kimi-k2-6.md)
* [google/gemini-2.5-flash](/api-references/text-models-llm/google/gemini-2.5-flash.md)
* [google/gemini-2.5-pro](/api-references/text-models-llm/google/gemini-2.5-pro.md)
* [google/gemini-3-1-pro-preview](/api-references/text-models-llm/google/gemini-3-1-pro-preview.md)
* [google/gemini-3-1-flash-lite-preview](/api-references/text-models-llm/google/gemini-3-1-flash-lite-preview.md)
* [openai/gpt-5-2025-08-07](/api-references/text-models-llm/openai/gpt-5.md)
* [openai/gpt-5-mini-2025-08-07](/api-references/text-models-llm/openai/gpt-5-mini.md)
* ​[openai/gpt-5-1​](/api-references/text-models-llm/openai/gpt-5-1.md)
* [​openai/gpt-5-1-chat-latest​](/api-references/text-models-llm/openai/gpt-5-1-chat-latest.md)
* [​openai/gpt-5-1-codex​](/api-references/text-models-llm/openai/gpt-5-1-codex.md)
* [​openai/gpt-5-1-codex-mini](/api-references/text-models-llm/openai/gpt-5-1-codex-mini.md)
* [openai/gpt-5-2](/api-references/text-models-llm/openai/gpt-5.2.md)
* [openai/gpt-5-2-chat-latest](/api-references/text-models-llm/openai/gpt-5.2-chat-latest.md)
* [openai/gpt-5-2-codex](/api-references/text-models-llm/openai/gpt-5.2-codex.md)
* [openai/gpt-5-3-codex](/api-references/text-models-llm/openai/gpt-5.3-codex.md)
* [openai/gpt-5-4](/api-references/text-models-llm/openai/gpt-5-4.md)
* [openai/gpt-5-4-pro](/api-references/text-models-llm/openai/gpt-5-4-pro.md)
* [openai/gpt-5-5](/api-references/text-models-llm/openai/gpt-5-5.md)
* [openai/gpt-5-5-pro](/api-references/text-models-llm/openai/gpt-5-5-pro.md)
* [x-ai/grok-code-fast-1](/api-references/text-models-llm/xai/grok-code-fast-1.md)
* [x-ai/grok-4-20-0309-non-reasoning](/api-references/text-models-llm/xai/grok-4-20-non-reasoning.md)
* [x-ai/grok-4-20-0309-reasoning](/api-references/text-models-llm/xai/grok-4-20-reasoning.md)
* [xiaomi/mimo-v2.5](/api-references/text-models-llm/xiaomi/mimo-v2.5.md)
* [xiaomi/mimo-v2.5-pro](/api-references/text-models-llm/xiaomi/mimo-v2.5-pro.md)
* [zhipu/glm-4.5-air](/api-references/text-models-llm/zhipu/glm-4.5-air.md)
* [zhipu/glm-4.5](/api-references/text-models-llm/zhipu/glm-4.5.md)
* [zhipu/glm-4.6](/api-references/text-models-llm/zhipu/glm-4.6.md)
* [zhipu/glm-4.7](/api-references/text-models-llm/zhipu/glm-4.7.md)
* [zhipu/glm-5](/api-references/text-models-llm/zhipu/glm-5.md)
* [zhipu/glm-5-1](/api-references/text-models-llm/zhipu/glm-5.1.md)


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.aimlapi.com/capabilities/code-generation.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.