# Ling 3.0 Flash VL

Canonical page: https://agentsky.dev/models/inclusionai/ling-3.0-flash-vl
JSON record: https://gateway.agentsky.dev/v1/models/inclusionai/ling-3.0-flash-vl

Ling 3.0 Flash VL is a text and image and video-input model by Inclusionai, available through the AgentSky API as inclusionai/ling-3.0-flash-vl at $0.06963 per million input tokens and $0.20889 per million output tokens, with a 131K context window.

Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...

## Facts

- **Model id:** `inclusionai/ling-3.0-flash-vl`
- **Maker:** Inclusionai
- **Input modalities:** Text, Image, Video
- **Context:** 131K
- **Max output tokens:** 32,768
- **Aliases:** `inclusionai/ling-3.0-flash-vl`, `ling-3.0-flash-vl`

## Pricing

USD per million tokens on the default plan. Signed-in pages show your own plan's price; every response carries the cost of that call in `usage.cost`.

| Meter | Per 1M tokens |
|---|---|
| Input | $0.06963 |
| Output | $0.20889 |
| Cache read | $0.013926 |
| Cache write | $0.06963 |

## Use it

Anthropic wire base URL: `https://gateway.agentsky.dev`. OpenAI wire base URL: `https://gateway.agentsky.dev/v1`. Authenticate with an AgentSky API key (`ast_…`) and pass the model id.

### OpenAI SDK

```js
import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://gateway.agentsky.dev/v1",
  apiKey: process.env.AGENTSKY_API_KEY, // ast_…
});

const completion = await client.chat.completions.create({
  model: "inclusionai/ling-3.0-flash-vl",
  messages: [{ role: "user", content: "Summarise this ticket." }],
});
console.log(completion.usage.cost); // USD, in the response
```

### Codex

```bash
export OPENAI_BASE_URL="https://gateway.agentsky.dev/v1"
export OPENAI_API_KEY="$AGENTSKY_API_KEY"

codex --model inclusionai/ling-3.0-flash-vl
```

### OpenCode

```js
// opencode.json — then switch models any time with /models
{
  "$schema": "https://opencode.ai/config.json",
  "provider": {
    "agentsky": {
      "npm": "@ai-sdk/openai-compatible",
      "name": "AgentSky",
      "options": {
        "baseURL": "https://gateway.agentsky.dev/v1",
        "apiKey": "{env:AGENTSKY_API_KEY}"
      },
      "models": { "inclusionai/ling-3.0-flash-vl": {} }
    }
  }
}
```

## Questions

### What is Ling 3.0 Flash VL?

Ling 3.0 Flash VL is a model from Inclusionai. Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...

### How much does Ling 3.0 Flash VL cost?

$0.06963 / $0.20889 per million tokens at the prices shown, for input and output respectively. The exact price of every call comes back in the response as usage.cost, so you never have to compute it.

### What is the context length of Ling 3.0 Flash VL?

131K tokens, and it writes up to 33K tokens in one reply. These are the limits listed for this model in the current AgentSky catalog.

### Which clients can call Ling 3.0 Flash VL?

Anything that speaks the OpenAI-compatible request format. Point the client's base URL at the gateway, use an AgentSky key, and pass inclusionai/ling-3.0-flash-vl as the model.

### How do I name Ling 3.0 Flash VL in a request?

The gateway accepts inclusionai/ling-3.0-flash-vl, ling-3.0-flash-vl. Any of them resolves to the same model, so an existing integration usually needs no change to its model string.

### Can Ling 3.0 Flash VL read images?

Yes. Its listed input types are text, image, video. Include the image with your request; image input does not imply image generation.

### What output can Ling 3.0 Flash VL produce?

The listed output types are text. This model returns text. Producing image, video or audio files requires a suitable tool or another model; it is not included in text generation.

### How should I plan a long prompt for Ling 3.0 Flash VL?

Plan your instructions, conversation history and source material around the 131K-token context limit, leaving room for the response. The listed response ceiling is 33K tokens. A larger window lets you supply more relevant material; it does not make unrelated content useful.

### What would 10,000 input tokens and 2,000 output tokens cost with Ling 3.0 Flash VL?

At the displayed input and output rates, the model-token subtotal is $0.00111408. This example assumes uncached input and excludes additional pricing categories, tool calls and agent runtime. Actual usage determines the final charge.

### How is cached input priced for Ling 3.0 Flash VL?

The catalog lists $0.013926 per million cache-read tokens. Cache writes are listed at $0.06963 per million tokens. Repeating a prompt does not by itself guarantee a cache hit; only usage reported as cached receives that rate.

### Does the Ling 3.0 Flash VL token price cover an entire agent task?

No. The model price covers the model usage described above. A task can also incur tool and runtime charges, and several model calls may be needed to complete it. Compare total task usage when evaluating cost.

### How do I use Ling 3.0 Flash VL on AgentSky?

The composer above preselects Ling 3.0 Flash VL for a compatible agent. Enter a concrete task, select any tools or connectors it needs, and send. Sign in if prompted; paid execution requires available credits.