Novita

InclusionAI: Ling 3.0 Flash

inclusionAI/Ling-3.0-flash
Context

256K

Input

text

Output

text

Tool calling

Supported

OverviewProvidersPricingBenchmarksAPI and quickstartReviews

About this model

Ling 3.0 Flash is InclusionAI's highly efficient open-weight hybrid reasoning model designed for reasoning, coding, long-context understanding, and complex agentic workflows. It uses a sparse Mixture-of-Experts architecture with 124B total parameters and only 5.1B activated parameters per token. The model combines Kimi Delta Attention and gated Multi-Head Latent Attention in a 5:1 hybrid-linear architecture, with 512 routed experts and 8 experts activated per token. Ling 3.0 Flash supports native hybrid reasoning, allowing thinking to be enabled or disabled, and is trained for end-to-end agentic execution across coding, general productivity, and deep-research environments. Its architecture is optimized for high inference efficiency and long-context workloads while delivering performance competitive with substantially larger models.

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Input modalities

text

Accepted as model input

Providers

Available routing options for this model through OneInfer.

Novita
Available

Input tokens

$0.060 / 1M tokens

Output tokens

$0.180 / 1M tokens

Routing

OneInfer optimized

Pricing

Current OneInfer pricing for this model.

UsagePrice
Input tokens$0.060 / 1M tokens
Output tokens$0.180 / 1M tokens
Cached input tokens$0.012 / 1M tokens

Performance & Benchmarks

Independent evaluations and live cluster operational metrics

We haven’t measured this model yet. Published academic results are under Academic Evaluations.

API Guide

API docs
  1. 1

    Generate your access token

    Use your API key to generate the JWT access token required by the Models API.

  2. 2

    Add the JWT token

    Copy the generated JWT token and replace JWT_TOKEN in the example below.

  3. 3

    Check your credits

    If your balance is too low, before calling the model.

  4. 4

    Run the API example

    Choose your preferred language, copy the example, and send your first model request.

    curl https://api.oneinfer.ai/v1/ula/chat/completions \
  -H "Authorization: Bearer $JWT_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "inclusionAI/Ling-3.0-flash",
    "messages": [
      { "role": "user", "content": "Hello!" }
    ]
  }'

Community Model Reviews & Ratings

Verified visitor & developer evaluations on InclusionAI: Ling 3.0 Flash's real-world intelligence, code accuracy, and speed

4.8
Community consensus rating
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