inclusionAI

inclusionAI Ling 3.0 Flash

*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...

Context window
262Ktokens
Max output
33Ktokens
Input
$0.021/ 1M
Output
$0.063/ 1M

Quick start

from openai import OpenAI

client = OpenAI(
    base_url="https://neurongate.net/v1",
    api_key="sk-ng-your-api-key",
)

completion = client.chat.completions.create(
    model="inclusionai/ling-3.0-flash",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(completion.choices[0].message.content)

Cost

Example requestTokensCost
Short prompt1K in$0.000021
Typical chat turn1K in · 500 out$0.000053
Document analysis10K in · 2K out$0.000336
Long context100K in · 10K out$0.00273
Estimated cost per request$0.000053

Prices in USD. Billed per token actually used, from a balance prepaid in USDT, USDC, ETH or BTC.

Frequently asked questions

What is inclusionAI Ling 3.0 Flash?

*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...

How much does inclusionAI Ling 3.0 Flash cost?

inclusionAI Ling 3.0 Flash is priced at $0.021 per 1 million input tokens and $0.063 per 1 million output tokens when accessed via NeuronGate. You pay per token — no subscriptions required. Top up with crypto (USDT, USDC, ETH, BTC).

Does inclusionAI Ling 3.0 Flash support streaming?

Yes, inclusionAI Ling 3.0 Flash supports streaming responses via NeuronGate's API. Use the standard "stream": true parameter in your request.

What is the context window of inclusionAI Ling 3.0 Flash?

inclusionAI Ling 3.0 Flash has a context window of 262K tokens (~197K words). Maximum output is 33K tokens.

Does inclusionAI Ling 3.0 Flash support function calling (tools)?

Yes, inclusionAI Ling 3.0 Flash supports function calling / tool use via NeuronGate's standard API.

How do I use inclusionAI Ling 3.0 Flash with NeuronGate?

Create a NeuronGate account, top up your balance with crypto, generate an API key, and use the model id inclusionai/ling-3.0-flash in your requests. NeuronGate uses the OpenAI-compatible API format — set your base URL to https://neurongate.net/v1.