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inclusionAI/Ling-3.0-flash

deepinfra/inclusionai-ling-3.0-flash

Ant Group's Ling-3.0-flash (August 2026): a hybrid-linear MoE (Kimi Delta Attention plus MLA) with 124B total and 5.1B active parameters and hybrid reasoning, tuned for token-efficient agentic work. Succeeded by the much larger Ling-3.1-flash in October 2026.

API
curl "$AUDIOLAB_API_URL/v1/chat/completions" \
  -H "Authorization: Bearer $AUDIOLAB_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "deepinfra/inclusionai-ling-3.0-flash",
  "messages": [
    {
      "role": "user",
      "content": "Help me plan my next project."
    }
  ],
  "max_tokens": 256
}'
Input Price
$0.051 / 1M tokens
Output Price
$0.153 / 1M tokens
Context
131.1K tokens
Output Cap
32.8K tokens

Capabilities

Explore what inclusionAI/Ling-3.0-flash supports, then use the API section for a request tailored to this model.

Max tokens

Model Information

Provider
DeepInfra
Product
Language Models
Release Date
Aug 2026
Data Policy
Not specified
Region
US
Input
Text
Output
Text
Provider Documentation

Playground

Try inclusionAI/Ling-3.0-flash by DeepInfra. Requests use the selected workspace’s credits and API pricing.

inclusionAI/Ling-3.0-flashCredits —
inclusionAI/Ling-3.0-flash
⌘ / Ctrl + Enter to send

Providers

Compare available endpoints, pricing, and context limits for inclusionAI/Ling-3.0-flash.

ProviderContextOutput CapInput PriceOutput PriceEndpoint
DeepInfra131.1K tokens32.8K tokens$0.051 / 1M tokens$0.153 / 1M tokens
inclusionAI/Ling-3.0-flash

Prices are catalog rates. Your workspace’s estimate and endpoint pricing determine the final charge.

Input and Output Limits

Formats and limits AudioLab enforces on each request.

LimitValue
Max input tokens131072
Max output tokens32768

Provider Notes

General LLM inference is an integration preview. Managed billing and deployment acceptance must be enabled before requests can be served.

Performance

Status

Current catalog availability. Your workspace’s access is checked separately before a request runs.

Getting Started

Use your workspace API key and the exact model identifier below. Set the API URL to the endpoint shown in your workspace and keep credentials on your server.

API
curl "$AUDIOLAB_API_URL/v1/chat/completions" \
  -H "Authorization: Bearer $AUDIOLAB_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "deepinfra/inclusionai-ling-3.0-flash",
  "messages": [
    {
      "role": "user",
      "content": "Help me plan my next project."
    }
  ],
  "max_tokens": 256
}'
Read the Endpoint Reference

Request Parameters

Available parameters depend on the provider and request format. The endpoint reference explains accepted values and required fields.

ParameterDetails
modeldeepinfra/inclusionai-ling-3.0-flash — Required model identifier.
max_tokensView Accepted Values

Input and Output Limits

Formats and limits AudioLab enforces on each request.

LimitValue
Max input tokens131072
Max output tokens32768

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Muse Glimmer 30BDeepInfra131.1K tokens$0.255 / 1M tokens$1.02 / 1M tokens
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