# Ling-3.0-flash — Use via Hanzo AI API

> *Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model i... Access via Hanzo's OpenAI-compatible API. Context: 262K. Get started free.

[Models](https://hanzo.ai/models)/[inclusionAI](https://hanzo.ai/models/inclusionai)/ling-3.0-flash

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# Ling-3.0-flash

[inclusionAI](https://hanzo.ai/models/inclusionai)

*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...

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## Specifications

Context Window

262K

Modalities

text

Input

$0.025 / M tokens

Output

$0.076 / M tokens

Status

available

Category

third-party

Model ID

inclusionai/ling-3.0-flash

## Quick Start

TypeScript

```
import OpenAI from 'openai' const client = new OpenAI({ apiKey: process.env.HANZO_API_KEY, baseURL: 'https://api.hanzo.ai/v1' }) const response = await client.chat.completions.create({ model: 'inclusionai/ling-3.0-flash', messages: [{ role: 'user', content: 'Hello!' }] }) console.log(response.choices[0].message.content)
```

Python

```
from openai import OpenAI client = OpenAI( api_key=os.environ["HANZO_API_KEY"], base_url="https://api.hanzo.ai/v1" ) response = client.chat.completions.create( model="inclusionai/ling-3.0-flash", messages=[{"role": "user", "content": "Hello!"}] ) print(response.choices[0].message.content)
```

cURL

```
curl https://api.hanzo.ai/v1/chat/completions \ -H "Content-Type: application/json" \ -H "Authorization: Bearer $HANZO_API_KEY" \ -d '{ "model": "inclusionai/ling-3.0-flash", "messages": [{"role": "user", "content": "Hello!"}] }'
```

Go

```
package main import ( "context" "fmt" "os" "github.com/sashabaranov/go-openai" ) func main() { cfg := openai.DefaultConfig(os.Getenv("HANZO_API_KEY")) cfg.BaseURL = "https://api.hanzo.ai/v1" client := openai.NewClientWithConfig(cfg) resp, _ := client.CreateChatCompletion(context.Background(), openai.ChatCompletionRequest{ Model: "inclusionai/ling-3.0-flash", Messages: []openai.ChatCompletionMessage{ {Role: openai.ChatMessageRoleUser, Content: "Hello!"}, }, }, ) fmt.Println(resp.Choices[0].Message.Content) }
```

## More from inclusionAI

[inclusionAI: Ling-2.6-1T262KLing-2.6-1T is an instant (instruct) model from inclusionAI and the company’s trillion-parameter flagship, designed for real-world agents that require fast execution and high efficiency at scale. It uses a “fast...](https://hanzo.ai/models/inclusionai/ling-2.6-1t)[inclusionAI: Ling-2.6-flash262KLing-2.6-flash is an instant (instruct) model from inclusionAI with 104B total parameters and 7.4B active parameters, designed for real-world agents that require fast responses, strong execution, and high token efficiency....](https://hanzo.ai/models/inclusionai/ling-2.6-flash)[inclusionAI: Ring-2.6-1T262KRing-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool...](https://hanzo.ai/models/inclusionai/ring-2.6-1t)

[View all inclusionAI models →](https://hanzo.ai/models/inclusionai)

## Use Ling-3.0-flash via Hanzo AI

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