How do I access Ling 3.0 Flash from inside Iran?

Create an account on Hormouz and generate an API key. Hormouz provides a stable path to the model from inside Iran, with no foreign credit card or circumvention tooling required.

Is Ling 3.0 Flash compatible with OpenAI code?

Yes. Hormouz exposes an OpenAI-compatible API. Point your base URL at Hormouz and swap in your Hormouz key. Your existing SDKs and code run without a rewrite.

What context window and capabilities does Ling 3.0 Flash have?

It has a 262K-token context window, accepts text input, and supports tool calling, structured JSON output and streaming.

inclusionAI: Ling 3.0 Flash: AI model

Ling 3.0 Flash is a token-efficient mixture-of-experts model for production agents from inclusionAI with a 262K-token context window. Reachable from inside Iran through Hormouz.

Context window:: 262,144 tokens
Input:: $0.02/1M tokens
Output:: $0.06/1M tokens
Type:: text

Tools
Streaming
Long context

Good for:Popular for Marketing & SEO · #4Ranks are based on global usage data

Thinking levels:

Ling 3.0 Flash is a 124B mixture-of-experts model from inclusionAI with about 5B parameters active per token. It was designed with token efficiency and large-scale agent serving as the main goals, so it gets more useful work done within tight budgets for tokens, latency and serving cost. Its price is among the lowest available.

It accepts text input and returns text, and supports tool calling, structured JSON output and streaming. Ling 3.0 Flash is commonly used for high-volume agents, chat, summarisation, extraction and cost-sensitive production workloads. Hormouz serves it behind an OpenAI-compatible API: point your base URL at Hormouz, drop in a Hormouz key, and existing OpenAI SDK code runs without changes.

Pricing is usage-based: $0.021 per million input tokens and $0.063 per million output tokens. There is no fixed monthly fee, and you pay only for the tokens you use. Hormouz provides stable access to the model from inside Iran, with no foreign credit card or circumvention tooling required.

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...

Quickstart

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

Specs

Vendor	InclusionAI
Type	Text
Context window	262,144 tokens
Pricing	$0.02/M in · $0.06/M out
API	Chat Completions
Capabilities	Streaming · Tools

Benchmarks

20.1

Intelligence Index

Better than 33% of models we compared

50.6

Coding Index

Better than 55% of models we compared

19.3

Agentic Index

Better than 48% of models we compared

Reasoning

GPQA Diamond

Graduate-level scientific reasoning

85.5%

HLE

Humanity's Last Exam

23.7%

AA-LCR

Long-context reasoning

73%

CritPt

Research-level physics reasoning

1.7%

AA Omniscience

Broad factual knowledge accuracy

18.2%

Non-Hallucination

Rate of avoiding fabricated answers

55.9%

Coding

SciCode

Python for scientific computing

42%

Agentic

GDPval

Economically valuable tasks

22.4%

Source: Artificial Analysis

Code example

cURL

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

Python

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

JavaScript

import OpenAI from "openai";
const client = new OpenAI({ apiKey: "ng-YOUR_API_KEY", baseURL: "https://api.hormouz.net/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);

Buy the inclusionAI: Ling 3.0 Flash API, paid in rial

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One Hormouz key reaches inclusionAI: Ling 3.0 Flash and 600+ other models, and you pay only for what you use.
No VPN and no risk of a banned account; just change the base URL to api.hormouz.net/v1.

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FAQ

How much does Ling 3.0 Flash cost?: Pricing is usage-based: $0.021 per million input tokens and $0.063 per million output tokens. There is no fixed monthly fee, and you pay only for the tokens you use.
How do I access Ling 3.0 Flash from inside Iran?: Create an account on Hormouz and generate an API key. Hormouz provides a stable path to the model from inside Iran, with no foreign credit card or circumvention tooling required.
Is Ling 3.0 Flash compatible with OpenAI code?: Yes. Hormouz exposes an OpenAI-compatible API. Point your base URL at Hormouz and swap in your Hormouz key. Your existing SDKs and code run without a rewrite.
What context window and capabilities does Ling 3.0 Flash have?: It has a 262K-token context window, accepts text input, and supports tool calling, structured JSON output and streaming.
What is Ling 3.0 Flash good for?: Typical uses are high-volume agents, chat, summarisation, extraction and cost-sensitive production workloads.

Updated 2026-10-13